Embed Size (px)
Citation preview
Service Scenario Diabetes ManagementMining Minds
Diabetes Management Service Scenario
Objectives:• To provide adaptive recommendations for preventing targetedrisky habits.
• To support adaptive questions selection for re-evaluatingdisease conditions and risky habits.
• To automate disease-focused scoring of risky habits.• To integrate the lifelog assistance for reliable QA assessment .
USER
PROFILE
NUTRITION QAASSESSMENT
SMART PHONE KINECT
SMART WATCH
PHYSICAL
ACTIVITY
SMART GAUGE
HEALTH
INDICATOR
GLUCOMETER
User Registration QA Assessment Lifelogging Monitoring Education
SMART GAUGE
Adaptive Recommendation
INPUT OUTPUT
2
Recommendation
Rule Authoring
3
Diabetes Management (Abstract View)
Expert
• Recommendations• Questions • Education• Nutrition• Physical Activity
• Feedback• Implicit
• Reports
Assessment
Recommendation Generation
Lifelog
1
2
3
• Rule Authoring
• Facts Assessment
• Recommendation
1
2
3
• Registration • Questionnaire Responses • Activity Info
Facts Assessment
Registration
1
2
3 4
Daily Recommendations and Lifelogging
Questionnaire
Methodology: 4 weeks lifelog data + Questionnaire Data
Education
Methodology: 4 weeks lifelog data + Questionnaire Data
Methodology: Check Changing Habit + Lifelog evaluation
Monitoring Habits(No Recommendation)
5~8 Weeks
Feedback Process
3
Feedback Process
Education
Twelve Weeks Duration
Daily Recommendations and Lifelogging
Diabetic Management– Time Based
4
STA
GE-
I 0-4
Wee
ks
STAG
E-II 5~
8 W
eeks
STA
GE-
II: 9
-10
Wee
ks
STA
GE-
III:
11
~12
Wee
ks
Education Stage
Recommendation Stage
Recommendation Stage Evaluation Stage
1) Education 2) Recommendation3) Evaluation
User Stage
/STAGE - I 5
Smoking & Alcohol1. Alcohol Consumption: Yes2. Frequency: 9-10
drinks/week3. Smoking= Yes4. Quantity:1.5 to 2 pack/day
Smoking & Alcohol1. Alcohol Consumption: Yes2. Frequency: 18-20
drinks/week3. Smoking= Yes4. Quantity:1.5 to 2 pack/day
Feedback Process
Registration Questionnaire Education
Diabetic Assessment1. Dehydration: Yes2. Fatigue: Yes3. Any Diabetic Medicine:
No4. Blood Glucose Fasting:
130 md/dL5. OGTT 75 g = 210Disease= Diabetes
Physical Activity Assessment
1. Regular Exercise: No2. Experience of Exercise:
No3. Hurdle in Exercise: No4. Willing to Start Exercise:
YesPhysical Activity: Sedentary
Nutrition Assessment1. Eating Pattern: Risky2. Sugar Intake: Risky3. Whole Grain: Risky4. Red Meat: Risky5. Vegetable: Moderate6. Fruit Intake: Moderate7. Dairy Intake: moderate8. Sodium Intake: Normal9. Protein Intake: Normal10. Balanced diet : Moderate
Diabetic Assessment1. Dehydration: Yes2. Fatigue: Yes3. Any Diabetic Medicine:
Yes4. Blood Glucose Fasting:
110 md/dL5. OGTT 75 g = 180
Physical Activity Assessment
1. Regular Exercise: No2. Experience of Exercise:
No3. Hurdle in Exercise: No4. Willing to Start Exercise:
YesPhysical Activity: Sedentary
Nutrition Assessment1. Sugar Intake: Risky2. Whole Grain: Risky3. Red Meat: Risky4. Eating Pattern: Moderate5. Vegetable: Moderate6. Fruit Intake: Moderate7. Dairy Intake: moderate8. Sodium Intake: Normal9. Protein Intake: Normal10. Balanced diet : Moderate
1~4 Week
STAGE - IName: John Doe
Age: 45 yrsGender: MaleHeight: 165 cmWeight: 163 lbsBMI=27
1Methodology: 4 weeks lifelog data
+ Questionnaire Data
Diabetic
Nutrition
Adaptive Questionnaire
5
Behavior Tracking
/STAGE – I : Week 4 Evaluation 6Diabetic
Nutrition
Behavior Tracking
Registration
1
2
3 4
Daily Recommendations and Lifelogging
Questionnaire
Methodology: 4 weeks lifelog data + Questionnaire Data
Education
Methodology: 4 weeks lifelog data + Questionnaire Data
Methodology: Check Changing Habit + Lifelog evaluation
Monitoring Habits(No Recommendation)
5~8 Weeks
Feedback Process
3
Feedback Process
Education
Twelve Weeks Duration
Daily Recommendations and Lifelogging
Diabetic Management– Time Based
7
STA
GE-
I 0-4
Wee
ks
STAG
E-II 5~
8 W
eeks
STA
GE-
II: 9
-10
Wee
ks
STA
GE-
III:
11
~12
Wee
ks
Education Stage
Recommendation Stage
Recommendation Stage Evaluation Stage
1) Education 2) Recommendation3) Evaluation
User Stage
/STAGE - II 8Diabetic
Nutrition
Behavior Tracking
2
3
0 Week 1~4 Week 1~4 Week
Methodology: 4 weeks ->Lifelog Data + Questionnaire Data
9~10 Weeks 9~10 Weeks
5~8 Weeks
Feedback Process
Feedback Process
EducationDaily Recommendations and Lifelogging
Daily Recommendations and Lifelogging
Do’s• Walk 30 min daily• Go Gym for muscles
strengthen exercise
Don’ts• Don't sit more than 60
mins
Ph
ysic
al A
ctiv
ity
Cal
Bu
rn G
oal
=15
0 Don’ts • Take no sugar• Reduce Red Meat
Do’s• Take Whole Grain• Eat 3 times• Add Vegetables
Nu
trit
ion
Cal
Inta
ke G
oal
-20
00Do’s
• Take prescriptive medicine regularly
• Check glucose level in fasting daily
• Get weekly blood testDia
be
tes
Fast
ing
GL<
10
0
Diabetic Assessment1. Dehydration: Yes2. Fatigue: No3. Diabetic Medicine: Yes4. Blood Glucose Fasting:
110 md/dL5. OGTT 75 g = 190
Diabetes Level: boaderLine
Physical Activity Assessment
1. Regular Exercise: Yes2. Duration: 20 min3. Number of days= 4
Physical Activity: Moderate
Nutrition Assessment1. Red Meat: Risky2. Sugar Intake: Risky3. Whole Grain: Moderate4. Eating Pattern: Moderate5. Vegetable: Moderate6. Fruit Intake: Moderate7. Dairy Intake: Moderate8. Sodium Intake: Normal9. Protein Intake: Normal
5~1
0 W
ee
kSTA
GE
-II
Diabetic
8
Adaptive Questionnaire
Adaptive Recommendations
Don’ts• Reduce smoking
upto 0.5 pack/day
• Reduces alcohol up 10 packs/week
Smo
kin
g &
Alc
oh
ol
/STAGE – II : Week 8 Evaluation 9Diabetic
Nutrition
Behavior Tracking
Registration
1
2
3 4
Daily Recommendations and Lifelogging
Questionnaire
Methodology: 4 weeks lifelog data + Questionnaire Data
Education
Methodology: 4 weeks lifelog data + Questionnaire Data
Methodology: Check Changing Habit + Lifelog evaluation
Monitoring Habits(No Recommendation)
5~8 Weeks
Feedback Process
3
Feedback Process
Education
Twelve Weeks Duration
Daily Recommendations and Lifelogging
Diabetic Management– Time Based
10
STA
GE-
I 0-4
Wee
ks
STAG
E-II 5~
8 W
eeks
STA
GE-
II: 9
-10
Wee
ks
STA
GE-
III:
11
~12
Wee
ks
Education Stage
Recommendation Stage
Recommendation Stage Evaluation Stage
1) Education 2) Recommendation3) Evaluation
User Stage
/STAGE - III 11
3
9~10 Weeks 9~10 Weeks
Feedback ProcessDaily Recommendations and Lifelogging
Methodology: Lifelog Evaluation + Questionnaire Data
Monitoring Habits(No Recommendation)
11~12 Weeks
3
Diabetic Assessment1. Dehydration: No2. Fatigue: No3. Diabetic Medicine: Yes4. Blood Glucose Fasting: 95
md/dL5. OGTT 75 g = 170
Diabetes Controlled
Physical Activity Assessment
1. Regular Exercise: Yes2. Duration: 30 min3. Intensity of Exercise:
Moderate4. Number of days=6
Physical Activity: Active
Nutrition Assessment1. Red Meat: Risky2. Sugar Intake: Moderate3. Whole Grain: Normal4. Eating Pattern: Normal5. Vegetable: Normal6. Fruit Intake: Moderate7. Dairy Intake: Moderate8. Sodium Intake: Normal9. Protein Intake: Moderate
2
Methodology: 4 weeks lifelog data + Questionnaire Data
9~1
0 W
ee
kSTA
GE
-II STAGE - III
11
~12
We
ek
Formula : if nutrition….then…..
11
Adaptive Questionnaire
Smoking & Alcohol1. Smoking : Yes2. Quantity: 0.5 Pack3. Alcohol : Yes4. Frequency: 7 packs/week
/STAGE – III : Week 12 Evaluation 12Diabetic
Nutrition
Behavior Tracking
/STAGE – III : Week 12 Evaluation – Adaptive QA 13
/Decision to Proceed 14
Thank You 15
