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ベイズ診断精度研究×ベイズ的無作為化臨床試験×
分野疫学疫学
系統Process / pipelineProcess / pipeline
提唱年1995–20011980s–2000s (formal methodology consolidated ~2004–2006)
提唱者Joseph, Gyorkos & Coupal; Dendukuri & Joseph (formal Bayesian DTA framework)Donald A. Berry and David J. Spiegelhalter (applied Bayesian inference formally to RCT design)
種類Bayesian inferential study designRandomized experimental study with Bayesian inference
原典Dendukuri, N., & Joseph, L. (2001). Bayesian approaches to modeling the conditional dependence between multiple diagnostic tests. Biometrics, 57(1), 158–167. DOI ↗Spiegelhalter, D. J., Abrams, K. R., & Myles, J. P. (2004). Bayesian Approaches to Clinical Trials and Health-Care Evaluation. Wiley. ISBN: 978-0471499756
別名Bayesian DTA study, Bayesian test evaluation, Bayesian diagnostic test accuracy, BDASBayesian RCT, Bayesian adaptive trial, Bayesian clinical trial design, BRCT
関連65
概要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.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.
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ScholarGate手法を比較: Bayesian Diagnostic Accuracy Study · Bayesian Randomized Clinical Trial. 2026-06-17に以下より取得 https://scholargate.app/ja/compare