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ベイズ的無作為化臨床試験×ベイズ診断精度研究×
分野疫学疫学
系統Process / pipelineProcess / pipeline
提唱年1980s–2000s (formal methodology consolidated ~2004–2006)1995–2001
提唱者Donald A. Berry and David J. Spiegelhalter (applied Bayesian inference formally to RCT design)Joseph, Gyorkos & Coupal; Dendukuri & Joseph (formal Bayesian DTA framework)
種類Randomized experimental study with Bayesian inferenceBayesian inferential study design
原典Spiegelhalter, D. J., Abrams, K. R., & Myles, J. P. (2004). Bayesian Approaches to Clinical Trials and Health-Care Evaluation. Wiley. ISBN: 978-0471499756Dendukuri, N., & Joseph, L. (2001). Bayesian approaches to modeling the conditional dependence between multiple diagnostic tests. Biometrics, 57(1), 158–167. DOI ↗
別名Bayesian RCT, Bayesian adaptive trial, Bayesian clinical trial design, BRCTBayesian DTA study, Bayesian test evaluation, Bayesian diagnostic test accuracy, BDAS
関連56
概要A Bayesian randomized clinical trial (Bayesian RCT) combines the rigour of random treatment allocation with Bayesian statistical inference, allowing researchers to incorporate prior evidence and update beliefs continuously as trial data accumulate. Unlike the classical frequentist RCT, it yields direct probability statements about treatment effects and supports pre-specified adaptive stopping rules based on posterior probabilities.A Bayesian diagnostic accuracy study evaluates how well a medical test distinguishes between people who have a condition and those who do not, using Bayesian statistical methods that formally incorporate prior knowledge into the estimation of sensitivity, specificity, and related measures. Unlike classical approaches that rely solely on the observed sample, Bayesian inference combines a likelihood model of the data with prior probability distributions to produce posterior estimates with intuitive credible intervals.
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ScholarGate手法を比較: Bayesian Randomized Clinical Trial · Bayesian Diagnostic Accuracy Study. 2026-06-17に以下より取得 https://scholargate.app/ja/compare