{"title":"Development of computer adaptive tests to assess the psychological status of individuals with an eating disorder or type 2 diabetes.","authors":"Takeshi Horie, Ken Kurisu, Shuji Inada, Kenshi Kawahara, Yutaka Matsuyama, Hiroe Kikuchi, Yoshiharu Yamamoto, Toshimasa Yamauchi, Kazuhiro Yoshiuchi","doi":"10.1186/s13030-025-00325-z","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Individuals with type 2 diabetes and eating disorders must change their eating behaviors, which are often influenced by psychological factors like depression and anxiety. To efficiently assess daily psychological status, the present study aimed to develop computerized adaptive tests (CAT) based on item response theory (IRT).</p><p><strong>Methods: </strong>Individuals with depression, anxiety disorders, eating disorders, type 2 diabetes, and healthy persons participated in the study. Participants completed six questionnaires, including momentary and most recent one-week depression, anxiety, and positive affect. We selected items meeting the IRT assumptions, applied a graded response model, and conducted CAT simulations.</p><p><strong>Results: </strong>Across all six questionnaires, the CAT simulations used a smaller number of items and exhibited substantial Pearson's correlation coefficients exceeding 0.95 between simulated and full item-set mood status estimates. These estimated mood scores demonstrated satisfactory concurrent validity with the Hospital Anxiety and Depression Scale and sufficient discriminant validity between the clinical group and healthy controls.</p><p><strong>Conclusion: </strong>These findings suggest that these scales offer efficient measurement of the mood status of individuals with an eating disorder or type 2 diabetes.</p>","PeriodicalId":9027,"journal":{"name":"BioPsychoSocial Medicine","volume":"19 1","pages":"2"},"PeriodicalIF":2.3000,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11827128/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"BioPsychoSocial Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s13030-025-00325-z","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Individuals with type 2 diabetes and eating disorders must change their eating behaviors, which are often influenced by psychological factors like depression and anxiety. To efficiently assess daily psychological status, the present study aimed to develop computerized adaptive tests (CAT) based on item response theory (IRT).
Methods: Individuals with depression, anxiety disorders, eating disorders, type 2 diabetes, and healthy persons participated in the study. Participants completed six questionnaires, including momentary and most recent one-week depression, anxiety, and positive affect. We selected items meeting the IRT assumptions, applied a graded response model, and conducted CAT simulations.
Results: Across all six questionnaires, the CAT simulations used a smaller number of items and exhibited substantial Pearson's correlation coefficients exceeding 0.95 between simulated and full item-set mood status estimates. These estimated mood scores demonstrated satisfactory concurrent validity with the Hospital Anxiety and Depression Scale and sufficient discriminant validity between the clinical group and healthy controls.
Conclusion: These findings suggest that these scales offer efficient measurement of the mood status of individuals with an eating disorder or type 2 diabetes.
期刊介绍:
BioPsychoSocial Medicine is an open access, peer-reviewed online journal that encompasses all aspects of the interrelationships between the biological, psychological, social, and behavioral factors of health and illness. BioPsychoSocial Medicine is the official journal of the Japanese Society of Psychosomatic Medicine, and publishes research on psychosomatic disorders and diseases that are characterized by objective organic changes and/or functional changes that could be induced, progressed, aggravated, or exacerbated by psychological, social, and/or behavioral factors and their associated psychosomatic treatments.