Construction of a computerized adaptive test (CAT-CCNB) for efficient neurocognitive and clinical psychopathology assessment*

被引:7
作者
Moore, Tyler M. [1 ,2 ,3 ,5 ]
Di Sandro, Akira [1 ]
Scott, J. Cobb [1 ,4 ]
Lopez, Katherine C. [1 ]
Ruparel, Kosha [1 ,2 ,3 ]
Njokweni, Lucky J. [1 ]
Santra, Satrajit [1 ]
Conway, David S. [1 ]
Port, Allison M. [1 ]
D'Errico, Lisa [1 ]
Rush, Sage [1 ,2 ,3 ]
Wolf, Daniel H. [1 ]
Calkins, Monica E. [1 ,2 ,3 ]
Gur, Raquel E. [1 ,2 ,3 ]
Gur, Ruben C. [1 ,2 ,3 ]
机构
[1] Univ Penn, Perelman Sch Med, Dept Psychiat, Brain Behav Lab, Philadelphia, PA 19104 USA
[2] Childrens Hosp Philadelphia, Lifespan Brain Inst LiBI, Philadelphia, PA 19104 USA
[3] Penn Med, Philadelphia, PA 19104 USA
[4] Philadelphia VA Med Ctr, VISN4 Mental Illness Res Educ & Clin Ctr, Philadelphia, PA 19104 USA
[5] Univ Penn, Perelman Sch Med, Brain Behav Lab, 3700 Hamilton Walk, Philadelphia, PA 19104 USA
关键词
Neuropsychological assessment; Item response theory; Clinical assessment; Computerized adaptive testing; Test abbreviation; CEREBRAL BLOOD-FLOW; WORKING-MEMORY; PERSON-FIT; ITEM BANKS; SHORT-FORM; PERFORMANCE; SCALE; VALIDITY; BATTERY; COMMON;
D O I
10.1016/j.jneumeth.2023.109795
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Traditional paper-and-pencil neurocognitive evaluations and semi-structured mental health interviews can take hours to administer and score. Computerized assessment has decreased that burden substantially, and contemporary psychometric tools such as item response theory and computerized adaptive testing (CAT) allow even further abbreviation. New method: The goal of this paper was to describe the application of CAT and related methods to the Penn Computerized Neurocognitive Battery (CNB) and a well-validated clinical assessment in order to increase efficiency in assessment and relevant domain coverage. To calibrate item banks for CAT, N = 5053 participants (63% female; mean age 45 years, range 18-80) were collected from across the United States via crowdsourcing, providing item parameters that were then linked to larger item banks and used in individual test construction. Tests not amenable to CAT were abbreviated using complementary short-form methods. Results: The final "CAT-CCNB" battery comprised 21 cognitive tests (compared to 14 in the original) and five adaptive clinical scales (compared to 16 in the original).Comparison with existing methods: This new battery, derived with contemporary psychometric approaches, provides further improvements over existing assessments that use collections of fixed-length tests developed for stand-alone administration. The CAT-CCNB provides an improved version of the CNB that shows promise as a maximally efficient tool for neuropsychiatric assessment. Conclusions: We anticipate CAT-CCNB will help satisfy the clear need for broad yet efficient measurement of cognitive and clinical domains, facilitating implementation of large-scale, "big science" approaches to data collection, and potential widespread clinical implementation.
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页数:13
相关论文
共 92 条
[1]   Developing the Patient-Reported Outcomes Measurement Information System (PROMIS) [J].
Ader, Deborah N. .
MEDICAL CARE, 2007, 45 (05) :S1-S2
[2]   Development and Validation of the Cognition Test Battery for Spaceflight [J].
Basner, Mathias ;
Savitt, Adam ;
Moore, Tyler M. ;
Port, Allison M. ;
McGuire, Sarah ;
Ecker, Adrian J. ;
Nasrini, Jad ;
Mollicone, Daniel J. ;
Mott, Christopher M. ;
McCann, Thom ;
Dinges, David F. ;
Gur, Ruben C. .
AEROSPACE MEDICINE AND HUMAN PERFORMANCE, 2015, 86 (11) :942-952
[3]   Validity and sensitivity of a brief psychomotor vigilance test (PVT-B) to total and partial sleep deprivation [J].
Basner, Mathias ;
Mollicone, Daniel ;
Dinges, David F. .
ACTA ASTRONAUTICA, 2011, 69 (11-12) :949-959
[4]   Determining a Short Form Montreal Cognitive Assessment (s-MoCA) Czech Version: Validity in Mild Cognitive Impairment Parkinson's Disease and Cross-Cultural Comparison [J].
Bezdicek, Ondrej ;
Cervenkova, Marketa ;
Moore, Tyler M. ;
Georgi, Hana Stepankova ;
Sulc, Zdenek ;
Wolk, David A. ;
Weintraub, Daniel A. ;
Moberg, Paul J. ;
Jech, Robert ;
Kopecek, Miloslav ;
Roalf, David R. .
ASSESSMENT, 2020, 27 (08) :1960-1970
[5]   Schedule for affective disorders and schizophrenia for school-age children (K-SADS-PL) for the assessment of preschool children - A preliminary psychometric study [J].
Birmaher, Boris ;
Ehmann, Mary ;
Axelson, David A. ;
Goldstein, Benjamin L. ;
Monk, Kelly ;
Kalas, Catherine ;
Kupfer, David ;
Gill, Mary Kay ;
Leibenluft, Ellen ;
Bridge, Jeffrey ;
Guyer, Amanda ;
Egger, Helen L. ;
Brent, David A. .
JOURNAL OF PSYCHIATRIC RESEARCH, 2009, 43 (07) :680-686
[6]  
Brown A., 2015, HDB ITEM RESPONSE TH, P325
[7]   Preserving the Integrity of Online Testing [J].
Burke, Eugene .
INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY-PERSPECTIVES ON SCIENCE AND PRACTICE, 2009, 2 (01) :35-38
[8]   COMPUTERIZED PSYCHOLOGICAL-TESTING - OVERVIEW AND CRITIQUE [J].
BURKE, MJ ;
NORMAND, J .
PROFESSIONAL PSYCHOLOGY-RESEARCH AND PRACTICE, 1987, 18 (01) :42-51
[9]   The Philadelphia Neurodevelopmental Cohort: constructing a deep phenotyping collaborative [J].
Calkins, Monica E. ;
Merikangas, Kathleen R. ;
Moore, Tyler M. ;
Burstein, Marcy ;
Behr, Meckenzie A. ;
Satterthwaite, Theodore D. ;
Ruparel, Kosha ;
Wolf, Daniel H. ;
Roalf, David R. ;
Mentch, Frank D. ;
Qiu, Haijun ;
Chiavacci, Rosetta ;
Connolly, John J. ;
Sleiman, Patrick M. A. ;
Gur, Ruben C. ;
Hakonarson, Hakon ;
Gur, Raquel E. .
JOURNAL OF CHILD PSYCHOLOGY AND PSYCHIATRY, 2015, 56 (12) :1356-1369
[10]   The psychosis spectrum in a young US community sample: findings from the Philadelphia Neurodevelopmental Cohort [J].
Calkins, Monica E. ;
Moore, Tyler M. ;
Merikangas, Kathleen R. ;
Burstein, Marcy ;
Satterthwaite, Theodore D. ;
Bilker, Warren B. ;
Ruparel, Kosha ;
Chiavacci, Rosetta ;
Wolf, Daniel H. ;
Mentch, Frank ;
Qiu, Haijun ;
Connolly, John J. ;
Sleiman, Patrick A. ;
Hakonarson, Hakon ;
Gur, Ruben C. ;
Gur, Raquel E. .
WORLD PSYCHIATRY, 2014, 13 (03) :296-305