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ΠεδίοΕπιδημιολογίαΕπιδημιολογία
ΟικογένειαProcess / pipelineProcess / pipeline
Έτος προέλευσης1995–20011993–2005 (foundational models)
ΔημιουργόςJoseph, Gyorkos & Coupal; Dendukuri & Joseph (formal Bayesian DTA framework)Moses, Shapiro & Littenberg (SROC framework, 1993); Reitsma et al. (bivariate model, 2005)
ΤύποςBayesian inferential study designQuantitative systematic synthesis
Θεμελιώδης πηγήDendukuri, N., & Joseph, L. (2001). Bayesian approaches to modeling the conditional dependence between multiple diagnostic tests. Biometrics, 57(1), 158–167. DOI ↗Reitsma, J. B., Glas, A. S., Rutjes, A. W., Scholten, R. J., Bossuyt, P. M., & Zwinderman, A. H. (2005). Bivariate analysis of sensitivity and specificity produces informative summary measures in diagnostic reviews. Journal of Clinical Epidemiology, 58(10), 982–990. DOI ↗
Εναλλακτικές ονομασίεςBayesian DTA study, Bayesian test evaluation, Bayesian diagnostic test accuracy, BDASDTA meta-analysis, diagnostic meta-analysis, systematic review of diagnostic accuracy, pooled diagnostic accuracy
Συναφείς62
ΣύνοψηA 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 meta-analytic diagnostic accuracy study systematically identifies and pools sensitivity and specificity data from multiple primary diagnostic test accuracy studies. Using the bivariate or hierarchical summary ROC (HSROC) model, it produces a joint summary of a test's ability to correctly classify diseased and non-diseased individuals across diverse clinical settings, accounting for the inherent trade-off between sensitivity and specificity.
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  3. PUBLISHED

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ScholarGateΣύγκριση μεθόδων: Bayesian Diagnostic Accuracy Study · Meta-analytic Diagnostic Accuracy Study. Ανακτήθηκε στις 2026-06-17 από https://scholargate.app/el/compare