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ベイズ的スクリーニング検査評価×診断精度の研究デザイン×
分野疫学臨床研究
系統Process / pipelineProcess / pipeline
提唱年1763 (theorem); clinical screening application formalized ~1959–1970s2003-2015
提唱者Thomas Bayes (theorem, 1763); applied to clinical screening by Ledley & Lusted (1959)Bossuyt, Reitsma, and STARD group (2003); clinical epidemiology pioneers
種類Bayesian analytical framework for test evaluationResearch Design
原典Fletcher, R. H., Fletcher, S. W., & Fletcher, G. S. (2014). Clinical Epidemiology: The Essentials (5th ed.). Lippincott Williams & Wilkins. ISBN: 978-1451144475Bossuyt, P. M., Reitsma, J. B., Bruns, D. E., Gatsonis, C. A., Glasziou, P. P., Irwig, L. M., ... & de Vet, H. C. (2003). Towards complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative. Annals of Internal Medicine, 138(1), 40–44. DOI ↗
別名Bayesian diagnostic test evaluation, Bayesian predictive value analysis, posterior predictive value approach, Bayes theorem screeningdiagnostic accuracy study, test accuracy, STARD, diagnostic evaluation
関連62
概要Bayesian screening test evaluation applies Bayes' theorem to quantify how a screening test result changes the probability that an individual truly has a disease. Rather than reporting sensitivity and specificity in isolation, the approach centres on predictive values — the probability of disease given a positive or negative test — which depend critically on disease prevalence in the population being screened. The framework allows systematic updating of pre-test probability to post-test probability and supports decision-making under uncertainty.A diagnostic accuracy study evaluates how well a new diagnostic test (or biomarker, imaging modality, clinical assessment) detects the presence or absence of disease compared to a reference standard (gold standard). Standardized since 2003 by the STARD (Standards for Reporting of Diagnostic Accuracy Studies) initiative, diagnostic accuracy studies are fundamental to clinical medicine, determining whether and how new tests can improve patient diagnosis and treatment.
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ScholarGate手法を比較: Bayesian Screening Test Evaluation · Diagnostic Accuracy Study Design. 2026-06-15に以下より取得 https://scholargate.app/ja/compare