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Introduction to Person-
Centered Assessment
Karon Cook, PhDNan Rothrock, PhD
HealthMeasures User ConferenceSept 27, 2017
•State-of-the-science methodology to be psychometrically sound
•Based on a nationally representative samples
•Well-suited for measuring outcomes in longitudinal studies
•Translations available in many languages
•Growing bolus of comparative research
All models are wrong; the practical question is how wrong do they have to be not to be useful.
--Box and Draper, 1987, p. 74
Basic Idea Probability can be used to estimate where
someone is on a latent trait.
I am too tired to do errands
No Yes
low severeFATIGUE
Different Scoring Questions
• Classical: What was the sum of the item scores?• Modern:
– Given what is known about the items and how persons responded
– What is there most likely level of the symptom or outcome?
Advantages
• Adaptive testing (CAT)
• Diagnosis of item strengths and weaknesses
• Linking scores across measures and groups
• Many others.
LEARN MORE GOOGLE: karoncook YouTube, “A Conceptual Introduction to Item Response Theory”
Available HealthMeasures
• Types of Measures• Fixed length short forms
• Profiles• Computer Adaptive Tests (CATs)• Performance-based tests of function
• Subset of item bank
• Single domain
• Off-the-shelf or custom
• Usually 4-10 items
• Collection of short forms from different domains
• Tailored: item selection based on previous responses
• Single domain
• Usually 4-6 items (range 4-12)
• Administered by trained person
• Function: cognitive, motor, sensory
MotorSensationCognition
NIH Toolbox Performance Tests of Function
• Executive Function
• Attention
• Episodic Memory
• Language
• Processing Speed
• Working Memory
• Audition
• Visual Acuity
• Vestibular Balance
• Olfaction
• Taste
• Dexterity
• Grip Strength
• Standing Balance
• Gait Speed
• Endurance
Example NIH Toolbox Cognition
Picture Sequence Memory Test
Recommended HealthMeasures
• PROMIS Profiles• PROMIS Global• Neuro-QoL short forms – neurologic conditions• ASCQ-Me short forms – sickle cell disease• NIH Toolbox batteries for Cognition, Emotion,
Motor, Sensation
Recommendations for Specific Patient Populations• Anemia• Cancer – adult &
ped• Heart Failure• Hepatitis C• Fibromyalgia• IBD• Ortho Surgery• OA & RA• Sickle Cell• Stroke• Pediatric Asthma
General Guide
• Aims of assessment
• Global or specific outcomes
• Disease-specific outcomes versus universal outcomes
• Needed reliability, precise, and length
“Picking an instrument is like picking a life-partner. You can, and you should, weed out the ones that have goals that are different from yours, pay attention to empirical evidence, and remember that you will have to make compromises. The best you can do is find a good match, not a perfect one.”
Guide to Selection of Measures from HealthMeasures, p.5
Many PlatformsElectronic Health Records
• Epic• Cerner in dev• SMART-on-FHIR
in development• OBERD
Online• REDCap• Assessment
Center• AO Patient
Outcomes Center
• BrightOutcome
Mobile• NIH Toolbox &
PROMIS iPad Apps
• MyGiHealth
And Paper!
Important Considerations
• What data collection tools support this measure?• See Search & View Measures
• Can I support online data collection or do I need offline/mobile device access?
• Do I need languages other than English?• Do I need a score in real time?• What are my resources?
• Financial• Informatics support
Scoring Measures
1. Some data collection tools include automatic scoring a. ONLY option for NIH Toolbox Cognition, Sensation,
Motor
2. HealthMeasures Scoring Service (free!)3. Score by hand
Data Collection Tools with Automatic Scoring• REDCap
• NIH Toolbox and PROMIS iPad Apps• Assessment Center• Epic• OBERD, AOPOC
HealthMeasures Scoring Service
• Off-the-shelf HealthMeasures short forms• Short forms you create by selecting items
• Preferred over scoring manuals• More accurate (uses underlying item-level parameters
for each item and each response)• Handles missing data well
• https://www.assessmentcenter.net/ac_scoringservice
Instructions
• Download input template• Paste in raw response data• Upload• Retrieve files with scores from email
YouTube Tutorials
• Brief instructions (~ 1 min)• How to Use the HealthMeasures Scoring Service
(12 min)• PROMIS Global, PROMIS Profiles, PROMIS
Psychosocial Illness Impact (~5 min)
Standardized Scores• Purpose is to place scores on a similar metric
to make comparisons easier.
-3SD -2SD -1SD Mean +1SD +2SD +3SD20 30 40 50 60 70 80
Z-ScoreT-Score
What is the center?
“Score and Interpret”
Direction of Scores
Higher Means More
Higher Means Better (cognitive, motor, sensory function)
Varies by Domain
Interpretation: Important Differences
• There is no such thing as “Truth” when estimating important differences.
• Estimates only.
• Estimates reflect values, concerns, and context of the estimator.
Interpretation: Standard Setting
656045
77.5
72.5
67.5
62.5
57.5
52.5
82.5
47.5
42.5
37.5
32.5
Severe ProblemsMod.Mild ProblemsNo Problems