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领域流行病学研究统计学
方法族Process / pipelineProcess / pipeline
起源年份Mid-20th century; propensity-score variant 19831983
提出者Established practice; propensity-score matching formalized by Rosenbaum & Rubin (1983)Paul Rosenbaum and Donald Rubin
类型Observational analytic study designMethod
开创性文献Rothman, K. J., Greenland, S., & Lash, T. L. (2008). Modern Epidemiology (3rd ed.). Lippincott Williams & Wilkins. ISBN: 978-0781755641Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
别名matched follow-up study, paired cohort study, propensity-matched cohort, matched prospective studyPSM, propensity score weighting, covariate balance
相关53
摘要A matched cohort study is an observational design in which each exposed participant is paired with one or more unexposed counterparts who share key characteristics — such as age, sex, or comorbidity status — before both groups are followed forward in time to compare incident outcomes. Matching controls for measured confounders at the design stage, reducing bias that would otherwise require statistical adjustment alone.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGate方法对比: Matched Cohort Study · Propensity Score Matching. 于 2026-06-18 检索自 https://scholargate.app/zh/compare