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This chapter is available only in PDF format (and not in HTML format) because the tables figures and photos included in this chapter cannot be displayed satisfactorily in the HTML format Also the page numbers in the PDF format of this chapter do not correspond to the page numbers in the original report because of formatting changes during conversion of the original report (Word file) into PDF format
30
Results
Summary Data Means and standard deviations were computed for all 63 primary endpoints sorted by level within each risk status category (ie high or low neonatal risk high or low IQ and LD present or absent These data are summarized by test type in Tables 8 through 12
Table 8 Means (SDs) for Auditory Processing Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
PPST Total Correct 639(103) 638(111) 553(136) 592(109) 417(190) 596(111) Correct+Reversed 560(150) 550(154) 635(112) 667(49) 537(171) 667(51)
PPST Gestures-Verbal Correct 20(40) 23(39) 26(48) 09(46) 29(64) 22(44) Correct+Reversed 24(49) 23(52) 21(40) 14(28) 41(55) 15(32)
Auditory CPT Errors Attention 77(89) 81(95) 80(92) 53(53) 109(113) 68(81) Impulsivity 61(100) 51(59) 60(98) 48(50) 83(100) 51(87)
DD-DP Passes L+R 349(69) 348(59) 348(69) 360(54) 289(90) 364(48)
Table 9 Means (SDs) for Auditory Electrophysiology Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Signal-to-noise ratios in dB DP OAE 70dB
1000 Hz 58(86) 52(94) 58(87) 49(91) 62(94) 55(86) 2000 Hz 99(87) 87(82) 96(87) 93(76) 94(86) 96(85) 3000 Hz 76(87) 68(82) 75(87) 73(82) 61(85) 78(86) 4000 Hz 82100) 75(81) 80(100) 86(70) 62(106) 86(91) 6000 Hz 129(96) 117(110) 125(103) 130(84) 95(104) 134(97)
Click Evoked OAE 1000 Hz 94(74) 73(69) 89(73) 85(72) 87(76) 89(72) 1500 Hz 138(76) 122(76) 132(79) 140(62) 130(81) 135(75) 2000 Hz 135(71) 129(70) 136(71) 123(66) 127(80) 136(68) 3000 Hz 125(71) 125(70) 126(71) 118(72) 114(71) 128(70) 4000 Hz 127(69) 126(75) 130(71) 117(69) 107(64) 133(71)
Spontaneous Number OAEs 08(19) 07(13) 08(19) 04(11) 08(17) 08(18) BAER Latency Shifts 80dB) in msec
Wave I 39-19 004(009) 004(013) 004(009) 004(011) 003(009) 005(010) 69-39 005(012) 007(010) 006(012) 006(008) 009(010) 005(012)
Wave III 39-19 011(021) 011(011) 011(020) 012(011) 007(026) 012(016) 69-39 011(018) 011(012) 011(018) 012(011) 011(012) 011(018)
Wave V 39-19 018(012) 020(015) 019(014) 019(010) 018(013) 019(013) 69-39 023(013) 020(014) 022(013) 022(012) 024(013) 021(013)
Latency shifts were selected as the primary BAER endpoint Many differences may occur when using absolute latencies (eg females have shorter latencies than males)
31
Table 10 Means (SDs) for Cognitive Evoked Potential and Visual Attention
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Component Latency (Msec) Cz 4586(705) 4465(656 4538(685) 4580(735) 4511(552) 4559(720) Pz 4593(773) 4466(620) 4558(745) 4529(696) 4536(576) 4562(769)
Amplitude (microV) Cz 164(69) 164(74) 167(71) 153(61) 159(78) 165(68) Pz 195(80) 210(33) 201(86) 190(73) 179(100) 204(79)
Correct Responses Rare Targets 976(66) 985(33) 978(61) 985(30) 968(57) 981(59) Rare Targets 488(33) 492(16) 489(31) 492(15) 484(29) 491(30)
CPT Errors Omission 14(38) 07(16) 11(31) 17(43) 16(28) 11(34) Commission 56(113) 35(42) 49(83) 56(155) 62(106) 48(97)
CPT Response RT (Msec) Correct IDs 4721(786) 4689(789) 4740(780) 4524(782) 4766(697) 4697(805) Commission 3281(1187) 3282(1040) 3319(1154) 2985(1086) 3450(1136) 3206(1138)
These data show that mean differences between risk statuses within each risk category were small and that the SDs was generally large The largest differences occurred within the IQ risk category and mainly on auditory processing tasks (Table 8) CANTAB tasks (Table 11) monitoring and vigilance and tremor tasks (Table 12) From these results we surmised that covariates were probably blurring the group differences within each risk category and that the behavioral tasks were probably more likely to detect difference in performance between groups than were the electrophysiological tasks
Regression and ROC Analyses Separate multiple regression analyses combined with ROC plots were run for each of the 63 endpoints for each risk category As noted in the analysis plan the regression model for each endpoint included a predetermined set of covariates along with all interactions between this set and the status variable These included age at testing gender experience using a computer manipulandum experience with video games and hearing status Any non-significant interactions were dropped from the final model ROC curves were plotted for all endpoints with discriminating ability significantly better than chance or with covariates that significantly affected diagnostic accuracy In each analysis the area under the ROC curve was computed for each significant curve within each endpoint
For IQ risk a total of 42 out of 63 endpoints yielded at least one ROC curve with a peak significantly above (or below) the chance diagonal ie an arc significantly different than 05 The neonatal risk analysis yielded a total of 26 out of 63 endpoints with at least one significant curve and the LD risk analysis 18 out of 63 endpoints In each set of risk factor curves some analyses yielded very complicated outcomes For example sometimes the only significant curve resulted for one gender with computer experience under the age of 10 These endpoints were excluded from the final battery Further eliminations were made from the remaining endpoint curves that fell below an area under the curve of 070 ie 70 detection of true positives and true negatives This was an arbitrary decision since there are no benchmarks for ideal sensitivity and specificity We decided not to raise the cutoff point so high that the battery would be reduced
32
to a few endpoints that might not cover all domains of function that should be measured but also not to set the cutoff so low that endpoints affected by too much variability would be included
Table 11 Means (SDs) for Neuropsychological Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
Intra- and Extra-dimensional Shift Trials 1329(481) 1330(559) 1309(480) 1439(599) 1398(577) 1311(478) Stages 78(12) 78(14) 79(12) 75(15) 77(15) 79(12) Errors 452(274) 444(326) 437(276) 515(342) 492(337) 439(272)
Delayed Match-to-Sample Long Delay 715(217) 699(250) 703(227) 750(228) 594(229) 744(214) Medium Delay 720(210) 770(220) 735(216) 724(206) 713(214) 740(213) Short Delay 764(188) 804(180) 778(184) 774(186) 719(213) 792(176) Simultaneous 961(99) 936(163) 949(127) 976(77) 915(176) 966(95) Correct Latency
All delays 41306(11815) 41265(13462) 40989(12755) 44622(8826) 40288(15004) 41677(1136) Simultaneous 40391(22436) 40811(14353) 40323(21986) 42264(11109) 41822(16033) 40129(21577)
Probability of error given error 02(02) 02(03) 02(02) 02(03) 03(02) 02(02) Fixed Interval Paradigm
Response Ratemin 1491(778) 1510(864) 1482(786) 1529(889) 1476(757) 1496(815) Pre-run Pause Time 10(11) 12(29) 10(11) 16(34) 08(08) 11(19) Inter-response Time 05(05) 05(10) 05(04) 06(12) 05(05) 05(07)
Self-Control Paradigm High Button Choices 08(02) 08(02) 08(02) 08(02) 08(02) 08(02) High Button Latency (sec) 08(04) 09(06) 09(05) 07(02) 10(07) 08(03)
Paired Associate Learning Errors to Success 35(48) 41(63) 38(56) 29(31) 68(82) 28(36) Trials to Success 22(14) 24(18) 23(16) 21(09) 31(23) 20(11)
Table 12 Means (SDs) for Sensory Motor Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Scotopic Vision Thresholds R2 08(02) 08(02) 08(02) 08(02) 08(03) 08(02) Slope -009(006) -01(007) -009(006) -009(006) -009(007) -01(006)
Monitoring and Vigilance (10-15 minute segment)
Percent Alarms 125(153) 122(156) 126(148) 95(121) 206(249) 105(112) Percent Hazards 301(262) 347(306) 322(277) 250(226) 450(340) 2809(246) Percent Tracking Errors 164(162) 168(160) 172(161) 125(152) 240(189) 147(148) Number of Alarms 136(86) 132(74) 139(83) 117(72) 148(90) 132(80) Alarm Duration 20839(17004) 31420(83831) 24690(50027) 19334(14227) 38169(97256) 20162(16811) (Msecs)
Fine Motor Control Reaction Time (Msecs) 10982(2885) 11369(3587) 11053(3083) 11370(3227) 12860(3933) 10622(2628) Power
Mradssec 32(17) 32(009) 33(30) 30(13) 43(43) 29(20) Cmsec 01(009) 009)05) 01(01) 009(004) 01(01) 009(006)
Frequency 50 Power 07(03) 07)3) 07(03) 07(03) 07(03) 074(03) 90 Power 41(08) 41(09) 41(08) 41(08) 40(09) 42(08)
33
Applying these criteria to the data we found a total of 18 endpoints (show in Tables 13-15 sorted by the domain they were intended to measure) for predicting IQ grouping (Table 13) five for predicting LD (Table 14) and six for predicting neonatal status (Table 15)
Table 13 Tests with Sensitivity and Specificity for Predicting IQ
Area Regression Under the Coefficient
Domain and Test or Task Interactions ROC (SE) for t p Curve for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 4000 Hz 70dB Normal Hearing 099 323(103) 31 0002 Auditory Processing Pitch Pattern Sequence Test
Age -40 (067) -59 00001 Trials 1+2 Correct + Reversed Normal Hearing gt084 188(91) 21 004 Trials 1+2 Correct Only Age gt086 -30(10) -29 0004
Trials 1+2 Gesture ndash Verbal Correct + Reversed None 072 -29(06) -53 00001 Perceptual Motor Monitoring and Vigilance
Average Tracking Error Age gt 073 29(12) 24 002
Video Game Experience with or gt079 -245(110) -22 003 without Computer Experience
Hazard 10-15 min Neither Video Game nor 090 406(178) 23 02 Computer Experience
Fine Motor Fine Motor Control Average RT Left Hand 087 2791(1160) 24 002 Power mradssec Females 075 17(08) 21 004 Cognitive
P300 Amplitude Cz High Neonatal Risk 071 -73(31) -23 002 Mean CPT RT 070 -503(258) -19 005 CANTAB Tasks
Self-Control Paradigm Total Choices High Reward Long Delay High Neonatal Risk with or 02(006) 23 02
without Video Game Experience Mdn Latency High Button Choices Children lt 13 Regardless of gt076 02(04) 39 00001
Computer Experience or Neonatal Risk
Paired Associate Learning Video Game Experience with or gt079 -86(22) -39 00001 without Computer Experience
Average Errors to Success Neither Video Game nor 093 131(42) 31 0002 Computer Experience
Average Trials to Success Video Experience 079 -21(06) -33 0001 Intra- and Extra-dimensional Shift Total Trials High Neonatal Risk and LD 089 -858(400) -21 003 Total Errors 088 -498(230) -22 003 Stages Completed 089 29(10) 28 0005 Delayed Match-to-Sample Correct Long Delay Video Game Experience 078 237(99) 24 002
34
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Results
Summary Data Means and standard deviations were computed for all 63 primary endpoints sorted by level within each risk status category (ie high or low neonatal risk high or low IQ and LD present or absent These data are summarized by test type in Tables 8 through 12
Table 8 Means (SDs) for Auditory Processing Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
PPST Total Correct 639(103) 638(111) 553(136) 592(109) 417(190) 596(111) Correct+Reversed 560(150) 550(154) 635(112) 667(49) 537(171) 667(51)
PPST Gestures-Verbal Correct 20(40) 23(39) 26(48) 09(46) 29(64) 22(44) Correct+Reversed 24(49) 23(52) 21(40) 14(28) 41(55) 15(32)
Auditory CPT Errors Attention 77(89) 81(95) 80(92) 53(53) 109(113) 68(81) Impulsivity 61(100) 51(59) 60(98) 48(50) 83(100) 51(87)
DD-DP Passes L+R 349(69) 348(59) 348(69) 360(54) 289(90) 364(48)
Table 9 Means (SDs) for Auditory Electrophysiology Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Signal-to-noise ratios in dB DP OAE 70dB
1000 Hz 58(86) 52(94) 58(87) 49(91) 62(94) 55(86) 2000 Hz 99(87) 87(82) 96(87) 93(76) 94(86) 96(85) 3000 Hz 76(87) 68(82) 75(87) 73(82) 61(85) 78(86) 4000 Hz 82100) 75(81) 80(100) 86(70) 62(106) 86(91) 6000 Hz 129(96) 117(110) 125(103) 130(84) 95(104) 134(97)
Click Evoked OAE 1000 Hz 94(74) 73(69) 89(73) 85(72) 87(76) 89(72) 1500 Hz 138(76) 122(76) 132(79) 140(62) 130(81) 135(75) 2000 Hz 135(71) 129(70) 136(71) 123(66) 127(80) 136(68) 3000 Hz 125(71) 125(70) 126(71) 118(72) 114(71) 128(70) 4000 Hz 127(69) 126(75) 130(71) 117(69) 107(64) 133(71)
Spontaneous Number OAEs 08(19) 07(13) 08(19) 04(11) 08(17) 08(18) BAER Latency Shifts 80dB) in msec
Wave I 39-19 004(009) 004(013) 004(009) 004(011) 003(009) 005(010) 69-39 005(012) 007(010) 006(012) 006(008) 009(010) 005(012)
Wave III 39-19 011(021) 011(011) 011(020) 012(011) 007(026) 012(016) 69-39 011(018) 011(012) 011(018) 012(011) 011(012) 011(018)
Wave V 39-19 018(012) 020(015) 019(014) 019(010) 018(013) 019(013) 69-39 023(013) 020(014) 022(013) 022(012) 024(013) 021(013)
Latency shifts were selected as the primary BAER endpoint Many differences may occur when using absolute latencies (eg females have shorter latencies than males)
31
Table 10 Means (SDs) for Cognitive Evoked Potential and Visual Attention
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Component Latency (Msec) Cz 4586(705) 4465(656 4538(685) 4580(735) 4511(552) 4559(720) Pz 4593(773) 4466(620) 4558(745) 4529(696) 4536(576) 4562(769)
Amplitude (microV) Cz 164(69) 164(74) 167(71) 153(61) 159(78) 165(68) Pz 195(80) 210(33) 201(86) 190(73) 179(100) 204(79)
Correct Responses Rare Targets 976(66) 985(33) 978(61) 985(30) 968(57) 981(59) Rare Targets 488(33) 492(16) 489(31) 492(15) 484(29) 491(30)
CPT Errors Omission 14(38) 07(16) 11(31) 17(43) 16(28) 11(34) Commission 56(113) 35(42) 49(83) 56(155) 62(106) 48(97)
CPT Response RT (Msec) Correct IDs 4721(786) 4689(789) 4740(780) 4524(782) 4766(697) 4697(805) Commission 3281(1187) 3282(1040) 3319(1154) 2985(1086) 3450(1136) 3206(1138)
These data show that mean differences between risk statuses within each risk category were small and that the SDs was generally large The largest differences occurred within the IQ risk category and mainly on auditory processing tasks (Table 8) CANTAB tasks (Table 11) monitoring and vigilance and tremor tasks (Table 12) From these results we surmised that covariates were probably blurring the group differences within each risk category and that the behavioral tasks were probably more likely to detect difference in performance between groups than were the electrophysiological tasks
Regression and ROC Analyses Separate multiple regression analyses combined with ROC plots were run for each of the 63 endpoints for each risk category As noted in the analysis plan the regression model for each endpoint included a predetermined set of covariates along with all interactions between this set and the status variable These included age at testing gender experience using a computer manipulandum experience with video games and hearing status Any non-significant interactions were dropped from the final model ROC curves were plotted for all endpoints with discriminating ability significantly better than chance or with covariates that significantly affected diagnostic accuracy In each analysis the area under the ROC curve was computed for each significant curve within each endpoint
For IQ risk a total of 42 out of 63 endpoints yielded at least one ROC curve with a peak significantly above (or below) the chance diagonal ie an arc significantly different than 05 The neonatal risk analysis yielded a total of 26 out of 63 endpoints with at least one significant curve and the LD risk analysis 18 out of 63 endpoints In each set of risk factor curves some analyses yielded very complicated outcomes For example sometimes the only significant curve resulted for one gender with computer experience under the age of 10 These endpoints were excluded from the final battery Further eliminations were made from the remaining endpoint curves that fell below an area under the curve of 070 ie 70 detection of true positives and true negatives This was an arbitrary decision since there are no benchmarks for ideal sensitivity and specificity We decided not to raise the cutoff point so high that the battery would be reduced
32
to a few endpoints that might not cover all domains of function that should be measured but also not to set the cutoff so low that endpoints affected by too much variability would be included
Table 11 Means (SDs) for Neuropsychological Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
Intra- and Extra-dimensional Shift Trials 1329(481) 1330(559) 1309(480) 1439(599) 1398(577) 1311(478) Stages 78(12) 78(14) 79(12) 75(15) 77(15) 79(12) Errors 452(274) 444(326) 437(276) 515(342) 492(337) 439(272)
Delayed Match-to-Sample Long Delay 715(217) 699(250) 703(227) 750(228) 594(229) 744(214) Medium Delay 720(210) 770(220) 735(216) 724(206) 713(214) 740(213) Short Delay 764(188) 804(180) 778(184) 774(186) 719(213) 792(176) Simultaneous 961(99) 936(163) 949(127) 976(77) 915(176) 966(95) Correct Latency
All delays 41306(11815) 41265(13462) 40989(12755) 44622(8826) 40288(15004) 41677(1136) Simultaneous 40391(22436) 40811(14353) 40323(21986) 42264(11109) 41822(16033) 40129(21577)
Probability of error given error 02(02) 02(03) 02(02) 02(03) 03(02) 02(02) Fixed Interval Paradigm
Response Ratemin 1491(778) 1510(864) 1482(786) 1529(889) 1476(757) 1496(815) Pre-run Pause Time 10(11) 12(29) 10(11) 16(34) 08(08) 11(19) Inter-response Time 05(05) 05(10) 05(04) 06(12) 05(05) 05(07)
Self-Control Paradigm High Button Choices 08(02) 08(02) 08(02) 08(02) 08(02) 08(02) High Button Latency (sec) 08(04) 09(06) 09(05) 07(02) 10(07) 08(03)
Paired Associate Learning Errors to Success 35(48) 41(63) 38(56) 29(31) 68(82) 28(36) Trials to Success 22(14) 24(18) 23(16) 21(09) 31(23) 20(11)
Table 12 Means (SDs) for Sensory Motor Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Scotopic Vision Thresholds R2 08(02) 08(02) 08(02) 08(02) 08(03) 08(02) Slope -009(006) -01(007) -009(006) -009(006) -009(007) -01(006)
Monitoring and Vigilance (10-15 minute segment)
Percent Alarms 125(153) 122(156) 126(148) 95(121) 206(249) 105(112) Percent Hazards 301(262) 347(306) 322(277) 250(226) 450(340) 2809(246) Percent Tracking Errors 164(162) 168(160) 172(161) 125(152) 240(189) 147(148) Number of Alarms 136(86) 132(74) 139(83) 117(72) 148(90) 132(80) Alarm Duration 20839(17004) 31420(83831) 24690(50027) 19334(14227) 38169(97256) 20162(16811) (Msecs)
Fine Motor Control Reaction Time (Msecs) 10982(2885) 11369(3587) 11053(3083) 11370(3227) 12860(3933) 10622(2628) Power
Mradssec 32(17) 32(009) 33(30) 30(13) 43(43) 29(20) Cmsec 01(009) 009)05) 01(01) 009(004) 01(01) 009(006)
Frequency 50 Power 07(03) 07)3) 07(03) 07(03) 07(03) 074(03) 90 Power 41(08) 41(09) 41(08) 41(08) 40(09) 42(08)
33
Applying these criteria to the data we found a total of 18 endpoints (show in Tables 13-15 sorted by the domain they were intended to measure) for predicting IQ grouping (Table 13) five for predicting LD (Table 14) and six for predicting neonatal status (Table 15)
Table 13 Tests with Sensitivity and Specificity for Predicting IQ
Area Regression Under the Coefficient
Domain and Test or Task Interactions ROC (SE) for t p Curve for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 4000 Hz 70dB Normal Hearing 099 323(103) 31 0002 Auditory Processing Pitch Pattern Sequence Test
Age -40 (067) -59 00001 Trials 1+2 Correct + Reversed Normal Hearing gt084 188(91) 21 004 Trials 1+2 Correct Only Age gt086 -30(10) -29 0004
Trials 1+2 Gesture ndash Verbal Correct + Reversed None 072 -29(06) -53 00001 Perceptual Motor Monitoring and Vigilance
Average Tracking Error Age gt 073 29(12) 24 002
Video Game Experience with or gt079 -245(110) -22 003 without Computer Experience
Hazard 10-15 min Neither Video Game nor 090 406(178) 23 02 Computer Experience
Fine Motor Fine Motor Control Average RT Left Hand 087 2791(1160) 24 002 Power mradssec Females 075 17(08) 21 004 Cognitive
P300 Amplitude Cz High Neonatal Risk 071 -73(31) -23 002 Mean CPT RT 070 -503(258) -19 005 CANTAB Tasks
Self-Control Paradigm Total Choices High Reward Long Delay High Neonatal Risk with or 02(006) 23 02
without Video Game Experience Mdn Latency High Button Choices Children lt 13 Regardless of gt076 02(04) 39 00001
Computer Experience or Neonatal Risk
Paired Associate Learning Video Game Experience with or gt079 -86(22) -39 00001 without Computer Experience
Average Errors to Success Neither Video Game nor 093 131(42) 31 0002 Computer Experience
Average Trials to Success Video Experience 079 -21(06) -33 0001 Intra- and Extra-dimensional Shift Total Trials High Neonatal Risk and LD 089 -858(400) -21 003 Total Errors 088 -498(230) -22 003 Stages Completed 089 29(10) 28 0005 Delayed Match-to-Sample Correct Long Delay Video Game Experience 078 237(99) 24 002
34
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Table 10 Means (SDs) for Cognitive Evoked Potential and Visual Attention
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Component Latency (Msec) Cz 4586(705) 4465(656 4538(685) 4580(735) 4511(552) 4559(720) Pz 4593(773) 4466(620) 4558(745) 4529(696) 4536(576) 4562(769)
Amplitude (microV) Cz 164(69) 164(74) 167(71) 153(61) 159(78) 165(68) Pz 195(80) 210(33) 201(86) 190(73) 179(100) 204(79)
Correct Responses Rare Targets 976(66) 985(33) 978(61) 985(30) 968(57) 981(59) Rare Targets 488(33) 492(16) 489(31) 492(15) 484(29) 491(30)
CPT Errors Omission 14(38) 07(16) 11(31) 17(43) 16(28) 11(34) Commission 56(113) 35(42) 49(83) 56(155) 62(106) 48(97)
CPT Response RT (Msec) Correct IDs 4721(786) 4689(789) 4740(780) 4524(782) 4766(697) 4697(805) Commission 3281(1187) 3282(1040) 3319(1154) 2985(1086) 3450(1136) 3206(1138)
These data show that mean differences between risk statuses within each risk category were small and that the SDs was generally large The largest differences occurred within the IQ risk category and mainly on auditory processing tasks (Table 8) CANTAB tasks (Table 11) monitoring and vigilance and tremor tasks (Table 12) From these results we surmised that covariates were probably blurring the group differences within each risk category and that the behavioral tasks were probably more likely to detect difference in performance between groups than were the electrophysiological tasks
Regression and ROC Analyses Separate multiple regression analyses combined with ROC plots were run for each of the 63 endpoints for each risk category As noted in the analysis plan the regression model for each endpoint included a predetermined set of covariates along with all interactions between this set and the status variable These included age at testing gender experience using a computer manipulandum experience with video games and hearing status Any non-significant interactions were dropped from the final model ROC curves were plotted for all endpoints with discriminating ability significantly better than chance or with covariates that significantly affected diagnostic accuracy In each analysis the area under the ROC curve was computed for each significant curve within each endpoint
For IQ risk a total of 42 out of 63 endpoints yielded at least one ROC curve with a peak significantly above (or below) the chance diagonal ie an arc significantly different than 05 The neonatal risk analysis yielded a total of 26 out of 63 endpoints with at least one significant curve and the LD risk analysis 18 out of 63 endpoints In each set of risk factor curves some analyses yielded very complicated outcomes For example sometimes the only significant curve resulted for one gender with computer experience under the age of 10 These endpoints were excluded from the final battery Further eliminations were made from the remaining endpoint curves that fell below an area under the curve of 070 ie 70 detection of true positives and true negatives This was an arbitrary decision since there are no benchmarks for ideal sensitivity and specificity We decided not to raise the cutoff point so high that the battery would be reduced
32
to a few endpoints that might not cover all domains of function that should be measured but also not to set the cutoff so low that endpoints affected by too much variability would be included
Table 11 Means (SDs) for Neuropsychological Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
Intra- and Extra-dimensional Shift Trials 1329(481) 1330(559) 1309(480) 1439(599) 1398(577) 1311(478) Stages 78(12) 78(14) 79(12) 75(15) 77(15) 79(12) Errors 452(274) 444(326) 437(276) 515(342) 492(337) 439(272)
Delayed Match-to-Sample Long Delay 715(217) 699(250) 703(227) 750(228) 594(229) 744(214) Medium Delay 720(210) 770(220) 735(216) 724(206) 713(214) 740(213) Short Delay 764(188) 804(180) 778(184) 774(186) 719(213) 792(176) Simultaneous 961(99) 936(163) 949(127) 976(77) 915(176) 966(95) Correct Latency
All delays 41306(11815) 41265(13462) 40989(12755) 44622(8826) 40288(15004) 41677(1136) Simultaneous 40391(22436) 40811(14353) 40323(21986) 42264(11109) 41822(16033) 40129(21577)
Probability of error given error 02(02) 02(03) 02(02) 02(03) 03(02) 02(02) Fixed Interval Paradigm
Response Ratemin 1491(778) 1510(864) 1482(786) 1529(889) 1476(757) 1496(815) Pre-run Pause Time 10(11) 12(29) 10(11) 16(34) 08(08) 11(19) Inter-response Time 05(05) 05(10) 05(04) 06(12) 05(05) 05(07)
Self-Control Paradigm High Button Choices 08(02) 08(02) 08(02) 08(02) 08(02) 08(02) High Button Latency (sec) 08(04) 09(06) 09(05) 07(02) 10(07) 08(03)
Paired Associate Learning Errors to Success 35(48) 41(63) 38(56) 29(31) 68(82) 28(36) Trials to Success 22(14) 24(18) 23(16) 21(09) 31(23) 20(11)
Table 12 Means (SDs) for Sensory Motor Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Scotopic Vision Thresholds R2 08(02) 08(02) 08(02) 08(02) 08(03) 08(02) Slope -009(006) -01(007) -009(006) -009(006) -009(007) -01(006)
Monitoring and Vigilance (10-15 minute segment)
Percent Alarms 125(153) 122(156) 126(148) 95(121) 206(249) 105(112) Percent Hazards 301(262) 347(306) 322(277) 250(226) 450(340) 2809(246) Percent Tracking Errors 164(162) 168(160) 172(161) 125(152) 240(189) 147(148) Number of Alarms 136(86) 132(74) 139(83) 117(72) 148(90) 132(80) Alarm Duration 20839(17004) 31420(83831) 24690(50027) 19334(14227) 38169(97256) 20162(16811) (Msecs)
Fine Motor Control Reaction Time (Msecs) 10982(2885) 11369(3587) 11053(3083) 11370(3227) 12860(3933) 10622(2628) Power
Mradssec 32(17) 32(009) 33(30) 30(13) 43(43) 29(20) Cmsec 01(009) 009)05) 01(01) 009(004) 01(01) 009(006)
Frequency 50 Power 07(03) 07)3) 07(03) 07(03) 07(03) 074(03) 90 Power 41(08) 41(09) 41(08) 41(08) 40(09) 42(08)
33
Applying these criteria to the data we found a total of 18 endpoints (show in Tables 13-15 sorted by the domain they were intended to measure) for predicting IQ grouping (Table 13) five for predicting LD (Table 14) and six for predicting neonatal status (Table 15)
Table 13 Tests with Sensitivity and Specificity for Predicting IQ
Area Regression Under the Coefficient
Domain and Test or Task Interactions ROC (SE) for t p Curve for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 4000 Hz 70dB Normal Hearing 099 323(103) 31 0002 Auditory Processing Pitch Pattern Sequence Test
Age -40 (067) -59 00001 Trials 1+2 Correct + Reversed Normal Hearing gt084 188(91) 21 004 Trials 1+2 Correct Only Age gt086 -30(10) -29 0004
Trials 1+2 Gesture ndash Verbal Correct + Reversed None 072 -29(06) -53 00001 Perceptual Motor Monitoring and Vigilance
Average Tracking Error Age gt 073 29(12) 24 002
Video Game Experience with or gt079 -245(110) -22 003 without Computer Experience
Hazard 10-15 min Neither Video Game nor 090 406(178) 23 02 Computer Experience
Fine Motor Fine Motor Control Average RT Left Hand 087 2791(1160) 24 002 Power mradssec Females 075 17(08) 21 004 Cognitive
P300 Amplitude Cz High Neonatal Risk 071 -73(31) -23 002 Mean CPT RT 070 -503(258) -19 005 CANTAB Tasks
Self-Control Paradigm Total Choices High Reward Long Delay High Neonatal Risk with or 02(006) 23 02
without Video Game Experience Mdn Latency High Button Choices Children lt 13 Regardless of gt076 02(04) 39 00001
Computer Experience or Neonatal Risk
Paired Associate Learning Video Game Experience with or gt079 -86(22) -39 00001 without Computer Experience
Average Errors to Success Neither Video Game nor 093 131(42) 31 0002 Computer Experience
Average Trials to Success Video Experience 079 -21(06) -33 0001 Intra- and Extra-dimensional Shift Total Trials High Neonatal Risk and LD 089 -858(400) -21 003 Total Errors 088 -498(230) -22 003 Stages Completed 089 29(10) 28 0005 Delayed Match-to-Sample Correct Long Delay Video Game Experience 078 237(99) 24 002
34
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
to a few endpoints that might not cover all domains of function that should be measured but also not to set the cutoff so low that endpoints affected by too much variability would be included
Table 11 Means (SDs) for Neuropsychological Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 N=244 n=49 n=232 n=61
Intra- and Extra-dimensional Shift Trials 1329(481) 1330(559) 1309(480) 1439(599) 1398(577) 1311(478) Stages 78(12) 78(14) 79(12) 75(15) 77(15) 79(12) Errors 452(274) 444(326) 437(276) 515(342) 492(337) 439(272)
Delayed Match-to-Sample Long Delay 715(217) 699(250) 703(227) 750(228) 594(229) 744(214) Medium Delay 720(210) 770(220) 735(216) 724(206) 713(214) 740(213) Short Delay 764(188) 804(180) 778(184) 774(186) 719(213) 792(176) Simultaneous 961(99) 936(163) 949(127) 976(77) 915(176) 966(95) Correct Latency
All delays 41306(11815) 41265(13462) 40989(12755) 44622(8826) 40288(15004) 41677(1136) Simultaneous 40391(22436) 40811(14353) 40323(21986) 42264(11109) 41822(16033) 40129(21577)
Probability of error given error 02(02) 02(03) 02(02) 02(03) 03(02) 02(02) Fixed Interval Paradigm
Response Ratemin 1491(778) 1510(864) 1482(786) 1529(889) 1476(757) 1496(815) Pre-run Pause Time 10(11) 12(29) 10(11) 16(34) 08(08) 11(19) Inter-response Time 05(05) 05(10) 05(04) 06(12) 05(05) 05(07)
Self-Control Paradigm High Button Choices 08(02) 08(02) 08(02) 08(02) 08(02) 08(02) High Button Latency (sec) 08(04) 09(06) 09(05) 07(02) 10(07) 08(03)
Paired Associate Learning Errors to Success 35(48) 41(63) 38(56) 29(31) 68(82) 28(36) Trials to Success 22(14) 24(18) 23(16) 21(09) 31(23) 20(11)
Table 12 Means (SDs) for Sensory Motor Endpoints
Risk Factor Neonatal Risk LD IQ
Test or Task Low Risk High Risk No LD LD gt84 le84 n=227 n=76 n=244 n=49 n=232 n=61
Scotopic Vision Thresholds R2 08(02) 08(02) 08(02) 08(02) 08(03) 08(02) Slope -009(006) -01(007) -009(006) -009(006) -009(007) -01(006)
Monitoring and Vigilance (10-15 minute segment)
Percent Alarms 125(153) 122(156) 126(148) 95(121) 206(249) 105(112) Percent Hazards 301(262) 347(306) 322(277) 250(226) 450(340) 2809(246) Percent Tracking Errors 164(162) 168(160) 172(161) 125(152) 240(189) 147(148) Number of Alarms 136(86) 132(74) 139(83) 117(72) 148(90) 132(80) Alarm Duration 20839(17004) 31420(83831) 24690(50027) 19334(14227) 38169(97256) 20162(16811) (Msecs)
Fine Motor Control Reaction Time (Msecs) 10982(2885) 11369(3587) 11053(3083) 11370(3227) 12860(3933) 10622(2628) Power
Mradssec 32(17) 32(009) 33(30) 30(13) 43(43) 29(20) Cmsec 01(009) 009)05) 01(01) 009(004) 01(01) 009(006)
Frequency 50 Power 07(03) 07)3) 07(03) 07(03) 07(03) 074(03) 90 Power 41(08) 41(09) 41(08) 41(08) 40(09) 42(08)
33
Applying these criteria to the data we found a total of 18 endpoints (show in Tables 13-15 sorted by the domain they were intended to measure) for predicting IQ grouping (Table 13) five for predicting LD (Table 14) and six for predicting neonatal status (Table 15)
Table 13 Tests with Sensitivity and Specificity for Predicting IQ
Area Regression Under the Coefficient
Domain and Test or Task Interactions ROC (SE) for t p Curve for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 4000 Hz 70dB Normal Hearing 099 323(103) 31 0002 Auditory Processing Pitch Pattern Sequence Test
Age -40 (067) -59 00001 Trials 1+2 Correct + Reversed Normal Hearing gt084 188(91) 21 004 Trials 1+2 Correct Only Age gt086 -30(10) -29 0004
Trials 1+2 Gesture ndash Verbal Correct + Reversed None 072 -29(06) -53 00001 Perceptual Motor Monitoring and Vigilance
Average Tracking Error Age gt 073 29(12) 24 002
Video Game Experience with or gt079 -245(110) -22 003 without Computer Experience
Hazard 10-15 min Neither Video Game nor 090 406(178) 23 02 Computer Experience
Fine Motor Fine Motor Control Average RT Left Hand 087 2791(1160) 24 002 Power mradssec Females 075 17(08) 21 004 Cognitive
P300 Amplitude Cz High Neonatal Risk 071 -73(31) -23 002 Mean CPT RT 070 -503(258) -19 005 CANTAB Tasks
Self-Control Paradigm Total Choices High Reward Long Delay High Neonatal Risk with or 02(006) 23 02
without Video Game Experience Mdn Latency High Button Choices Children lt 13 Regardless of gt076 02(04) 39 00001
Computer Experience or Neonatal Risk
Paired Associate Learning Video Game Experience with or gt079 -86(22) -39 00001 without Computer Experience
Average Errors to Success Neither Video Game nor 093 131(42) 31 0002 Computer Experience
Average Trials to Success Video Experience 079 -21(06) -33 0001 Intra- and Extra-dimensional Shift Total Trials High Neonatal Risk and LD 089 -858(400) -21 003 Total Errors 088 -498(230) -22 003 Stages Completed 089 29(10) 28 0005 Delayed Match-to-Sample Correct Long Delay Video Game Experience 078 237(99) 24 002
34
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Applying these criteria to the data we found a total of 18 endpoints (show in Tables 13-15 sorted by the domain they were intended to measure) for predicting IQ grouping (Table 13) five for predicting LD (Table 14) and six for predicting neonatal status (Table 15)
Table 13 Tests with Sensitivity and Specificity for Predicting IQ
Area Regression Under the Coefficient
Domain and Test or Task Interactions ROC (SE) for t p Curve for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 4000 Hz 70dB Normal Hearing 099 323(103) 31 0002 Auditory Processing Pitch Pattern Sequence Test
Age -40 (067) -59 00001 Trials 1+2 Correct + Reversed Normal Hearing gt084 188(91) 21 004 Trials 1+2 Correct Only Age gt086 -30(10) -29 0004
Trials 1+2 Gesture ndash Verbal Correct + Reversed None 072 -29(06) -53 00001 Perceptual Motor Monitoring and Vigilance
Average Tracking Error Age gt 073 29(12) 24 002
Video Game Experience with or gt079 -245(110) -22 003 without Computer Experience
Hazard 10-15 min Neither Video Game nor 090 406(178) 23 02 Computer Experience
Fine Motor Fine Motor Control Average RT Left Hand 087 2791(1160) 24 002 Power mradssec Females 075 17(08) 21 004 Cognitive
P300 Amplitude Cz High Neonatal Risk 071 -73(31) -23 002 Mean CPT RT 070 -503(258) -19 005 CANTAB Tasks
Self-Control Paradigm Total Choices High Reward Long Delay High Neonatal Risk with or 02(006) 23 02
without Video Game Experience Mdn Latency High Button Choices Children lt 13 Regardless of gt076 02(04) 39 00001
Computer Experience or Neonatal Risk
Paired Associate Learning Video Game Experience with or gt079 -86(22) -39 00001 without Computer Experience
Average Errors to Success Neither Video Game nor 093 131(42) 31 0002 Computer Experience
Average Trials to Success Video Experience 079 -21(06) -33 0001 Intra- and Extra-dimensional Shift Total Trials High Neonatal Risk and LD 089 -858(400) -21 003 Total Errors 088 -498(230) -22 003 Stages Completed 089 29(10) 28 0005 Delayed Match-to-Sample Correct Long Delay Video Game Experience 078 237(99) 24 002
34
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Table 14 Tests with High Sensitivity and Specificity for Predicting Learning Disability
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing DP OAE Amplitude 6000 Hz 70dB Normal Hearing gt072 225(105) 21 003 Fine Motor Fine Motor Control
Average RT High Neonatal 071 2408(1051) 23 002 Risk
Cognitive Mean CPT RT Non-preferred 070 622(274) 23 002
Hand CANTAB Tasks
Fixed Interval Paradigm Median Inter-response Time High Neonatal gt077 003(002) 207 004
Risk Median Pauses to the Final One High Neonatal 080 18(07) 27 0008
Risk
Table 15 Tests with High Sensitivity and Specificity for Predicting Neonatal Risk Status
Area Under Regression Domain and Test or Task Interactions the ROC Coefficient t p
Curve for (SE) for Interaction Interaction
Visual and Auditory Information Processing Pitch Pattern Sequence Test Trials 1+2 Correct + Reversed Normal Hearing 093 179(76) 24 002 Trials 1+2 Correct Only Normal Hearing 088 201(103) 19 005 Perceptual Motor Monitoring and Vigilance
Percent Alarms 10-15 minutes No Computer 088 -205(92) -22 003 Experience
Cognitive CANTAB Tasks
Self-Control Paradigm Mdn Latency High Button Choices No Computer 100 -26(03 -79 00001
Experience Fixed Interval Paradigm
Median Pauses to the Final One LD 076 18(07) 27 0007
Paired Associate Learning Average Errors to Success No Computer gt076 -30(11) 25 001
Experience with or without Video
Experience
35
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Each table shows the specific test or task (Column 1) and the covariates that significantly influenced the AUC ie interacted with risk status (Column 2) The area or areas under the ROC curve accounted for by each level of each interaction are shown in Column 3 and the regression statistics for these interactions are shown in Columns 4 through 6 Plots of the ROC analyses summarized in Tables 12 13 and 14 are shown in Figures 6 through 33 Each figure caption indicates the AUC for each of the ROC curves plotted ROC curves estimating prediction of LD by BAER Amplitude at 6000 Hz for 70 dB were influenced by gender neonatal risk status and hearing status Because of the complexity of these data we have plotted the ROC curves on two figures one for females (Fig 24a) and the other for males (Fig 24b) All ROC curves for each other endpoint are plotted on the same axis
These data indicate that the test battery was best capable of predicting IQ differences Only a very small number of tasks and tests had acceptable sensitivity and specificity for predicting either learning disability or neonatal status The CANTAB tasks seemed to hold the most promise for future use in predicting subtle neurodevelopmental differences Both the FISelf Control paradigms and most of the traditional CANTAB paradigms had high sensitivity and specificity
There was some overlap in endpoints that satisfactorily predicted more than one risk category mainly between the CANTAB and auditory processing tasks The electrophysiological endpoints that yielded acceptable prediction capacity did so only for low IQ and LD and only the tremor and the multitasking tasks showed acceptable detection capacity
The battery seemed to perform better for younger children at least where age was found to interact with the risk factor This was not a universal finding however Likewise computer and video game experience appeared to influence detection capacity for only some of the computerized tasks Among the auditory processing tasks only the Pitch-Pattern Sequence Test had acceptable sensitivity and specificity and hearing was clearly necessary for this and other auditory tasks to perform well
Intercorrelations were computed among tasks and tests listed in Tables 13 14 and 15 that tested like developmental domains using the Spearman procedure These data are shown in Tables 15 through 18 Large numbers of these correlations were significant We have therefore asterisked only those that were not significant in Tables 16-19 In general these data suggest that measures within the same test or task were highly correlated There was less interdependence across tests within the same domain and across domains
36
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Risk = noRisk = yes
P300 amplitude Cz (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low High
P-300 Amplitude Cz Site
00 02 04 06 08 10
1 - specificity
Fig 6 Prediction of IQ by P-300 Amplitude at Cz Site Prediction of IQ was dependent upon on neonatal risk status The areas under these ROC curves are 04213 07078
37
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Risk = noRisk = yes
Mean reaction time for correct responses (IQ for stat
sens
itivi
ty
00
02
04
06
08
10
Neonatal Risk Status Low
High
CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig7 Prediction of IQ by Continuous Performance Task Mean Reaction Time for Correct Responses Prediction of IQ was dependent upon on neonatal risk The areas under these ROC curves are 05119 06979
38
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Hearing=noHearing=yes
Amplitude response at 4000Hz for 70 (IQ for status
sens
itivi
ty
00
02
04
06
08
10
Hearing Status
Normal Abnormal
BAER Amplitude Response 4000 Hz and 70 dB
00 02 04 06 08 10
1 - specificity
Fig8 Prediction of IQ by BAER Amplitude Response at 4000Hz at 70 dB Prediction was dependent upon hearing status The areas under these ROC curves are 05220 09949
39
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Trial 1 + 2 correct = C + R (IQ for status)se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trial 1+2 Correct + Reversed
Age=102 Hearing=no Age=120 Hearing=no Age=136 Hearing=no Age=102 Hearing=yes Age=120 Hearing=yes Age=136 Hearing=yes
00 02 04 06 08 10
1 - specificity
Fig 9 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct + Reversed Prediction was influenced by both the childrsquos age and his or her hearing status The areas under the ROC curve are 09860 09411 08417 09999 09994 09962 Hearing Status of ldquonordquo means normal and ldquoyesrdquo means abnormal
41
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Trial 1 + 2 correct = C only (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
Age=102 Age=120 Age=136
00 02 04 06 08 10
1 - specificity
Fig 10 Prediction of IQ by Pitch Pattern Test Trials 1 and 2 Correct Only Prediction was influenced by the childrsquos age The areas under the ROC curves are 09533 09133 08599
42
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Gesture minus verbal - correct amp reversed (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Pitch Pattern Sequence Test Gesture - Verbal Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 11 Prediction of IQ by the Pitch Pattern Test Gesture ndash Verbal Correct + Reversed Prediction was unaffected by any covariates The area under the curve was 07201
43
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
hazard 10-15min (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Monitoring and Vigilance Task Percent Hazards 10-15 Minutes
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 12 Prediction of IQ by Monitoring and Vigilance Task Percent Hazards 10-15 Minutes Prediction was influenced by experience with computer manipulanda (Comp) and by experience playing video games (Vid) The areas under the ROC curves are (A) 09083 05096 09829 07918
44
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
ave reaction time (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Monitoring and Vigilance Task Average Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 13 Prediction of IQ by Monitoring and Vigilance Task Average Reaction Time Prediction was affected by the subjectrsquos hand preference The areas under the ROC curves are 08743 06809
45
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Tremor power - mradssec (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Female Male
Fine Motor Control Tremor Power (mradssec)
00 02 04 06 08 10
1 - specificity
Fig 14 Prediction of IQ by Fine Motor Control Task Termor Power Prediction was influenced by subjectrsquos gender The areas under the ROC curves are 07487 05872
46
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
PAL mean errors to success (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB PAL Means Errors to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 15 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09311 03019 09975 07891
47
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
PAL mean trials to success (IQ for status)
se
nsiti
vity
00
02
04
06
08
10
Video=no Video=yes
CANTAB PAL Mean Trials to Success
00 02 04 06 08 10
1 - specificity
Fig 16 Prediction of IQ by CANTAB Paired Associate Learning Task Mean Trials to Success Prediction was influenced by experience playing video games The areas under the ROC curves are 03790 07831
48
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Hi-reward longdelay choicetotal choices (IQ for status) se
nsiti
vity
00
02
04
06
08
10
Choice Paradigm Long Delay ChoicesTotal Choices
Video=noRisk=noVideo=no Neonatal Risk=no Video=yesRisk=noVideo=yes Neonatal Risk=no Video=noRisk=yesVideo=no Neonatal Risk=yes
Video=yes Neonatal Video=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 17 Prediction of IQ by Choice Paradigm Long Delay ChoicesTotal Choices Prediction was influenced by experience playing video games and by neonatal risk status The areas under the ROC curves are 08309 05130 09452 07501
49
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Median latency for HI button responses (IQ for status)
sens
itivi
ty
00
02
04
06
08
10
Choice Paradigm Mdn Latency for Hi Button Responses
NR=no Age=107 Comp=no Risk=noAge=131Comp=no Risk=noAge=107Comp=no
NR=no Age=131 Comp=no Risk=yesAge=107Comp=no NR=yes Age=107 Comp=no Risk=yesAge=131Comp=no NR=yes Age=131 Comp=no Risk=noAge=107Comp=yes NR=no Age=107 Comp=yes Risk=noAge=131Comp=yes NR=no Age=131 Comp=yes Risk=yesAge=107Comp=yes NR=yes Age=107 Comp=yes Risk=yesAge=131Comp=yes NR=yes Age=131 Comp=yes
00 02 04 06 08 10
1 - specificity
Fig 18 Prediction of IQ by Choice Paradigm Median Latency for Hi Button Responses Prediction was influenced by neonatal risk status (NR) experience with computer manipulanda (Comp) and age The areas under the ROC curves are 09995 09963 09999 09994 07653 05512 09023 07581
50
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
IED total trials - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Trials
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 19 Prediction of IQ by CANTAB IED Trials Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05687 04511 05726 08878
51
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
IED total errors - adjusted (IQ for status) se
nsiti
vity
00
02
04
06
08
10
CANTAB IED Total Errors
LD=noRisk=noLD=no NR=no LD=yesRisk=noLD=yes NR=no LD=noRisk=yesLD=no NR=yes LD=yesRisk=yesLD=yes NR=yes
00 02 04 06 08 10
1 - specificity
Fig 20 Prediction of IQ by CANTAB IED Total Error Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05696 04227 05851 08820
52
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
IED stages completed (IQ for status)
CANTAB IED Total Stages
LD=noRisk=no LD=no NR=no LD=yesRisk=no LD=yes NR=no LD=no NR=yes LD=noRisk=yes LD=yes NR=yes LD=yesRisk=yes
00 02 04 06 08 10
1 - specificity
Fig 21 Prediction of IQ by CANTAB IED Stages Score Prediction was influenced by LD status (LD) and neonatal risk (NR) status The areas under the ROC curves are 05669 03270 05399 08932
53
sens
itivi
ty
00
02
04
06
08
10
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
DMS Percent Correct - Long Delay (IQ for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Video=no Video=yes
CANTAB DMS Correct Long Delay
00 02 04 06 08 10
1 - specificity
Fig 22 Prediction of IQ by CANTAB DMS Task Percent Correct Long Delay Prediction was affected by experience playing video games The areas under the ROC curves are 04827 07752
54
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Mean reaction time for correct responses (LD for status)
se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
Left handed Right handed
Visual CPT Mean Reaction Time
00 02 04 06 08 10
1 - specificity
Fig 23 Prediction of LD by Visual CPT Mean Reaction Time Prediction was influenced by the subjectrsquos hand preference The areas under the ROC curves are 06949 04600
55
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Amplitude response at 6000Hz for 70 (LD for stat se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
BAER Amplitude Response 6000 Hz for 70 dB in Females
FemaleNeonatal Risk=noHearing=no FemaleNeonatal Risk=yesHearing=no FemaleNeonatal Risk=noHearing=yes FemaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24a Prediction of LD in Females by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under these ROC curves are 06287 05186 01279 05736
56
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Amplitude response at 6000Hz for 70 (LD for statu
sens
itivi
ty
00
02
04
06
08
10
BAER Amplitude Response 6000 Hz for 70 dB in Males
MaleNeonatal Risk=noHearing=no MaleNeonatal Risk=yesHearing=no MaleNeonatal Risk=noHearing=yes MaleNeonatal Risk=yesHearing=yes
00 02 04 06 08 10
1 - specificity
Fig 24b Prediction of LD in Males by BAER Amplitude Response at 6000Hz for 70 dB Prediction was influenced by neonatal risk and hearing status The areas under the ROC curves are 09798 09614 07204 09717
57
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Risk = noRisk = yes
ave reaction time (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Fine Motor Control Mean Reaction Time
NR = no NR = yes
00 02 04 06 08 10
1 - specificity
Fig 25 Prediction of LD by Fine Motor Control Mean Reaction Time Prediction was influenced by neonatal risk status The areas under the ROC curves are 04897 07134
58
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Median of pauses to the final one (LD for status)
sens
itivi
ty
00
02
04
06
08
10
Risk = no Risk = yes
FI Mdn Pauses to the Final One
NR NR
00 02 04 06 08 10
1 - specificity
Fig 26 Prediction of LD by FI Median Pauses to the Final One Prediction was influenced by neonatal risk (NR) The areas under the ROC curves are 05485 08029
59
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Median interresponse time (LD for status)se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
FI Mdn IRT
IQ=87 Risk=noIQ=87 NR=no IQ=99 Risk=noIQ=99 NR=no IQ=110 Risk=noIQ=110 NR=no IQ=87 NR=yes IQ=87 Risk=yesIQ=99 NR=yes IQ=99 Risk=yesIQ=110 NR=yes IQ=110 Risk=yes
00 02 04 06 08 10
1 - specificity
Fig 27 Prediction of LD by FI Task Median Inter-response Time (IRT) Prediction was influenced by IQ and neonatal risk (NR) The areas under the ROC curves are 06451 05398 04404 07665 08109 08468
60
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Trial 1 + 2 correct = C + R
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trials 1 + 2 Correct + Reversed
00 02 04 06 08 10
1 - specificity
Fig 28 Prediction of Neonatal Risk by Pitch Pattern Test Trials 1+2 Correct + Reversed Prediction was influenced by hearing status The areas under the ROC curves are 04694 09292
61
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Trial 1 + 2 correct = C (only)
sens
itivi
ty
00
02
04
06
08
10
Hearing=no Hearing=yes
Pitch Pattern Sequence Test Trails 1 + 2 Correct Only
00 02 04 06 08 10
1 - specificity
Fig 29 Prediction of Neonatal Risk by Pitch Pattern Sequence Test Trials 1 + 2 Correct Only Prediction was influenced by hearing status The areas under the ROC curves are 04500 08752
62
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
alarm (10-15min)
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Monitoring and Vigilance Task Alarms 10-15 Min
00 02 04 06 08 10
1 - specificity
Fig 30 Prediction of Neonatal Risk by Monitoring and Vigilance Task Alarms 10-15 minutes Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 08838 04813
63
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Median latency for HI button responses
sens
itivi
ty
00
02
04
06
08
10
Computer=no Computer=yes
Choice Paradigm Mdn Latency for Hi Button
Choices
00 02 04 06 08 10
1 - specificity
Fig 31 Prediction of Neonatal Risk by Choice Paradigm FI Median Latency for Hi Button Choices Prediction was influenced by experience with computer manipulanda The areas under the ROC curves are 10000 05033
64
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Median of pauses to the final one (PRP)
sens
itivi
ty
00
02
04
06
08
10
LD=no LD=yes
FI Mdn Pauses to the Final One
00 02 04 06 08 10
1 - specificity
Fig 32 Prediction of Neonatal Risk by FI Median Pauses to the Final One Prediction was influenced by LD status The areas under these ROC curves are 10000 05033 (top) 04980 07658 (middle) 09196 01357 09951 05308 (bottom)
65
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
PAL mean errors to success se
nsiti
vity
0
0 0
2 0
4 0
6 0
8 1
0
CANTAB PAL Errors
to Success
Comp=noVid=no Comp=yesVid=no Comp=noVid=yes Comp=yesVid=yes
00 02 04 06 08 10
1 - specificity
Fig 33 Predition of Neonatal Risk by CANTAB Paired Associates Learning (PAL) Mean Errors to Success Prediction was influenced by experience with computer manipulanda (Comp) and experience playing video games (Vid) The areas under the ROC curves are 09196 01357 09951 05308
66
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Table 16 Intercorrelations Auditory Processing Tasks
Pitch Pattern Correct Only Correct + Reversed Gestures ndash Verbal Sequence Test Correct + Reversed
Correct Only --- 087 -057 Correct + Reversed 087 --- -049 Gestures-Verbal -057 -049 ---
Correct + Reversed
Table 17 Intercorrelations Perceptual Motor and Sensory Tasks
Task Monitoring and Vigilance Fine Motor Control Alarms Hazards Reaction Time Power
(mradssec) Monitoring and Vigilance Alarms 10-15 min --- 079 011 028 Hazards 10-15 min 079 --- 016 032 Fine Motor Control Reaction Time 011 016 --- 043 Power (mradssec) 028 032 043 ---
p gt 005 (non-significant)
Table 18 Intercorrelations Auditory and Visual Electrophysiological Endpoints
Task DP OAE Cognitive VEPs (P-300) 4000 Hz 6000Hz Amplitude Cz CPT RT
DP OAE 70dB 4000 Hz --- 070 007 -012 6000 Hz 070 --- 007 -012 Cognitive VEPs Amplitude Cz 007 007 --- 018 CPT Reaction Time for -012 -012 018 ---
Correct Responses p gt 005 (non-significant)
67
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68
Table 19 Intercorrelations Final CANTAB FI and Choice Endpoints
Intra- and Extra- Delayed Fixed Interval Paired Self-Control Dimensional Shift Matching Associate
Task Long Learning Trials Errors Stages
Completed Delay Pause
Duration Inter-response
Time Errors Trials High
Button High-Button
Choices Choice Latency
Intra- and Extra-Dimensional Shift Trials --- 094 099 027 009 006 019 018 004 003 Errors 094 --- 096 022 -012 -006 -013 -011 -001 -003 Stages 099 096 --- -025 -011 -006 018 016 -002 003
Delayed -027 022 -025 --- 012 -001 -031 -031 003 -021 Match-to-Sample Long Delay Fixed Interval Pause 010 -012 011 012 --- 085 -006 -006 0006 002 Duration
IRT 006 -006 007 -001 085 --- 004 004 003 001 Paired Associate Learning Errors 019 -013 018 -031 -006 -003 --- 095 -031 028 Trials 018 -011 016 -031 -006 -004 095 --- -034 022
Self-Control High -004 -003 -001 004 0006 003 -031 -034 --- 031
Button Choices
High -004 -004 -003 -020 002 001 028 022 031 ---Button Latency
p gt 005 (non-significant)
68