Literature DB >> 31465832

Computerized Adaptive Tests for Rapid and Accurate Assessment of Psychopathology Dimensions in Youth.

Robert D Gibbons1, David J Kupfer2, Ellen Frank2, Benjamin B Lahey3, Brandie A George-Milford4, Candice L Biernesser5, Giovanna Porta4, Tara L Moore6, Jong Bae Kim7, David A Brent8.   

Abstract

OBJECTIVE: At least half of youths with mental disorders are unrecognized and untreated. Rapid, accurate assessment of child mental disorders could facilitate identification and referral and potentially reduce the occurrence of functional disability that stems from early-onset mental disorders.
METHOD: Computerized adaptive tests (CATs) based on multidimensional item response theory were developed for depression, anxiety, mania/hypomania, attention-deficit/hyperactivity disorder, conduct disorder, oppositional defiant disorder, and suicidality, based on parent and child ratings of 1,060 items each. In phase 1, CATs were developed from 801 participants. In phase 2, predictive, discriminant, and convergent validity were tested against semi-structured research interviews for diagnoses and suicidality in 497 patients and 104 healthy controls. Overall strength of association was determined by area under the receiver operating characteristic curve (AUC).
RESULTS: The child and parent independently completed the Kiddie-Computerized Adaptive Tests (K-CATs) in a median time of 7.56 and 5.03 minutes, respectively, with an average of 7 items per domain. The K-CATs accurately captured the presence of diagnoses (AUCs from 0.83 for generalized anxiety disorder to 0.92 for major depressive disorder) and suicidal ideation (AUC = 0.996). Strong correlations with extant measures were found (r ≥ 0.60). Test-retest reliability averaged r = 0.80.
CONCLUSION: These K-CATs provide a new approach to child psychopathology screening and measurement. Testing can be completed by child and parent in less than 8 minutes and yields results that are highly convergent with much more time-consuming structured clinical interviews and dimensional severity assessment and measurement. Testing of the implementation of the K-CAT is now indicated.
Copyright © 2019 American Academy of Child and Adolescent Psychiatry. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  adaptive testing; child and adolescent psychopathology; diagnosis; measurement; multidimensional item response theory

Mesh:

Year:  2019        PMID: 31465832      PMCID: PMC7042076          DOI: 10.1016/j.jaac.2019.08.009

Source DB:  PubMed          Journal:  J Am Acad Child Adolesc Psychiatry        ISSN: 0890-8567            Impact factor:   8.829


  32 in total

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2.  Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): initial reliability and validity data.

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Journal:  J Am Acad Child Adolesc Psychiatry       Date:  1997-07       Impact factor: 8.829

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Review 4.  Annual Research Review: Building a science of personalized intervention for youth mental health.

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Authors:  Kelly Posner; Gregory K Brown; Barbara Stanley; David A Brent; Kseniya V Yershova; Maria A Oquendo; Glenn W Currier; Glenn A Melvin; Laurence Greenhill; Sa Shen; J John Mann
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7.  Prior juvenile diagnoses in adults with mental disorder: developmental follow-back of a prospective-longitudinal cohort.

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8.  Services for adolescents with psychiatric disorders: 12-month data from the National Comorbidity Survey-Adolescent.

Authors:  E Jane Costello; Jian-ping He; Nancy A Sampson; Ronald C Kessler; Kathleen Ries Merikangas
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9.  The poor prognosis of childhood-onset bipolar disorder.

Authors:  Gabriele S Leverich; Robert M Post; Paul E Keck; Lori L Altshuler; Mark A Frye; Ralph W Kupka; Willem A Nolen; Trisha Suppes; Susan L McElroy; Heinz Grunze; Kirk Denicoff; Maria K M Moravec; David Luckenbaugh
Journal:  J Pediatr       Date:  2007-05       Impact factor: 4.406

10.  Sample Size Requirements for Estimation of Item Parameters in the Multidimensional Graded Response Model.

Authors:  Shengyu Jiang; Chun Wang; David J Weiss
Journal:  Front Psychol       Date:  2016-02-09
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5.  Development and Validation of Computerized Adaptive Assessment Tools for the Measurement of Posttraumatic Stress Disorder Among US Military Veterans.

Authors:  Lisa A Brenner; Lisa M Betthauser; Molly Penzenik; Anne Germain; Jin Jun Li; Ishanu Chattopadhyay; Ellen Frank; David J Kupfer; Robert D Gibbons
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