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Studiu Bayesian de Acuratețe Diagnostică×Studiu meta-analitic de acuratețe diagnostică×
DomeniuEpidemiologieEpidemiologie
FamilieProcess / pipelineProcess / pipeline
Anul apariției1995–20011993–2005 (foundational models)
Autorul originalJoseph, Gyorkos & Coupal; Dendukuri & Joseph (formal Bayesian DTA framework)Moses, Shapiro & Littenberg (SROC framework, 1993); Reitsma et al. (bivariate model, 2005)
TipBayesian inferential study designQuantitative systematic synthesis
Sursa seminalăDendukuri, 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 ↗
Denumiri alternativeBayesian DTA study, Bayesian test evaluation, Bayesian diagnostic test accuracy, BDASDTA meta-analysis, diagnostic meta-analysis, systematic review of diagnostic accuracy, pooled diagnostic accuracy
Înrudite62
RezumatA 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.
ScholarGateSet de date
  1. v1
  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Bayesian Diagnostic Accuracy Study · Meta-analytic Diagnostic Accuracy Study. Preluat la 2026-06-17 de pe https://scholargate.app/ro/compare