{"title":"Beyond Traditional Continuous Performance Tests: The Incremental Diagnostic Value of Distractor-Embedded Paradigms.","authors":"Şenay Kılınçel, Furkan Bulut, Oğuzhan Kılınçel","doi":"10.30773/pi.2026.0080","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Distractor-embedded continuous performance test (CPT) paradigms have been developed to enhance the ecological validity and diagnostic precision of attention-deficit/hyperactivity disorder (ADHD) assessment. This study aimed to quantitatively synthesize the diagnostic performance of distractor-embedded CPT models and evaluate their incremental validity beyond traditional CPT paradigms.</p><p><strong>Methods: </strong>A systematic review and meta-analysis were conducted in accordance with PRISMA 2020 guidelines. PubMed, Scopus, and Web of Science were searched through February 2026. Studies were included if they employed distractor-embedded CPT paradigms and reported sufficient data to compute standardized mean differences between ADHD and control groups. Hedges g was calculated for each study. Random-effects meta-analyses (DerSimonian-Laird method) were performed to estimate pooled effect sizes.</p><p><strong>Results: </strong>Eight studies comprising 2,135 participants were included. The pooled standardized mean difference was 1.14 (95% confidence interval: 0.53-1.75), indicating substantial separation between ADHD and control groups. Subgroup analyses revealed comparable pooled effects for MOXO-based (|g|=1.26) and virtual reality (VR)-based paradigms (|g|=1.30), with lower heterogeneity observed in VR-based studies. Domain-specific analyses showed the largest effect for attention (g=1.35), followed by impulsivity (g=0.82) and hyperactivity (g=0.80). Incremental validity findings demonstrated improved diagnostic precision when eye-tracking augmentation and multivariate composite scoring methods were applied. Sensitivity analyses confirmed stability of the pooled estimates.</p><p><strong>Conclusion: </strong>Distractor-embedded and ecologically enriched CPT paradigms demonstrate robust diagnostic discrimination in ADHD assessment. Multimodal and integrated models may provide incremental advantages over conventional CPT approaches. These findings support the integration of ecologically valid and multimodal objective measures into ADHD diagnostic frameworks.</p>","PeriodicalId":21164,"journal":{"name":"Psychiatry Investigation","volume":"23 8","pages":"1047-1057"},"PeriodicalIF":2.0000,"publicationDate":"2026-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13485389/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Psychiatry Investigation","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.30773/pi.2026.0080","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/8/4 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: Distractor-embedded continuous performance test (CPT) paradigms have been developed to enhance the ecological validity and diagnostic precision of attention-deficit/hyperactivity disorder (ADHD) assessment. This study aimed to quantitatively synthesize the diagnostic performance of distractor-embedded CPT models and evaluate their incremental validity beyond traditional CPT paradigms.
Methods: A systematic review and meta-analysis were conducted in accordance with PRISMA 2020 guidelines. PubMed, Scopus, and Web of Science were searched through February 2026. Studies were included if they employed distractor-embedded CPT paradigms and reported sufficient data to compute standardized mean differences between ADHD and control groups. Hedges g was calculated for each study. Random-effects meta-analyses (DerSimonian-Laird method) were performed to estimate pooled effect sizes.
Results: Eight studies comprising 2,135 participants were included. The pooled standardized mean difference was 1.14 (95% confidence interval: 0.53-1.75), indicating substantial separation between ADHD and control groups. Subgroup analyses revealed comparable pooled effects for MOXO-based (|g|=1.26) and virtual reality (VR)-based paradigms (|g|=1.30), with lower heterogeneity observed in VR-based studies. Domain-specific analyses showed the largest effect for attention (g=1.35), followed by impulsivity (g=0.82) and hyperactivity (g=0.80). Incremental validity findings demonstrated improved diagnostic precision when eye-tracking augmentation and multivariate composite scoring methods were applied. Sensitivity analyses confirmed stability of the pooled estimates.
Conclusion: Distractor-embedded and ecologically enriched CPT paradigms demonstrate robust diagnostic discrimination in ADHD assessment. Multimodal and integrated models may provide incremental advantages over conventional CPT approaches. These findings support the integration of ecologically valid and multimodal objective measures into ADHD diagnostic frameworks.
期刊介绍:
The Psychiatry Investigation is published on the 25th day of every month in English by the Korean Neuropsychiatric Association (KNPA). The Journal covers the whole range of psychiatry and neuroscience. Both basic and clinical contributions are encouraged from all disciplines and research areas relevant to the pathophysiology and management of neuropsychiatric disorders and symptoms, as well as researches related to cross cultural psychiatry and ethnic issues in psychiatry. The Journal publishes editorials, review articles, original articles, brief reports, viewpoints and correspondences. All research articles are peer reviewed. Contributions are accepted for publication on the condition that their substance has not been published or submitted for publication elsewhere. Authors submitting papers to the Journal (serially or otherwise) with a common theme or using data derived from the same sample (or a subset thereof) must send details of all relevant previous publications and simultaneous submissions. The Journal is not responsible for statements made by contributors. Material in the Journal does not necessarily reflect the views of the Editor or of the KNPA. Manuscripts accepted for publication are copy-edited to improve readability and to ensure conformity with house style.