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贝叶斯队列研究×嵌套病例对照研究×
领域流行病学流行病学
方法族Process / pipelineProcess / pipeline
起源年份1990s–2000s (widespread adoption in epidemiology)1973–1977
提出者Bayesian framework: Thomas Bayes / Pierre-Simon Laplace; applied to cohort epidemiology from the 1990s onwardNathan Mantel (1973); D. C. Thomas (1977 formalization)
类型Observational longitudinal study with Bayesian inferenceHybrid observational study design
开创性文献Spiegelhalter, D. J., Abrams, K. R., & Myles, J. P. (2004). Bayesian Approaches to Clinical Trials and Health-Care Evaluation. Wiley. ISBN: 978-0471499756Thomas, D. C. (1977). Addendum to: Methods of cohort analysis: Appraisal by application to asbestos mining. Journal of the Royal Statistical Society, Series A, 140(4), 469–491. link ↗
别名Bayesian longitudinal cohort, Bayesian prospective cohort, Bayesian cohort analysis, Bayesian follow-up studyNCC study, nested CC design, case-control within cohort, density sampling case-control
相关56
摘要A Bayesian cohort study follows a defined group of individuals over time to estimate incidence, risk, or rate of outcomes, while using Bayesian statistical inference to incorporate prior knowledge and quantify uncertainty through posterior probability distributions rather than classical p-values and confidence intervals. It combines the longitudinal observational design of a cohort study with the probability-updating logic of Bayesian analysis, allowing richer uncertainty quantification and sequential updating as data accumulate.A nested case-control study is an efficient observational design embedded within a defined cohort. For each participant who develops the outcome of interest (a case), a small number of matched controls are sampled from those still at risk at the same point in time. This density-sampling strategy yields odds ratios that approximate incidence-rate ratios from the full cohort at a fraction of the data-collection cost — making it the preferred alternative when measuring exposures for all cohort members would be prohibitively expensive or technically demanding.
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  3. PUBLISHED

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ScholarGate方法对比: Bayesian Cohort Study · Nested case-control. 于 2026-06-15 检索自 https://scholargate.app/zh/compare