reviewStatistics in MedicineNov 23, 2007Closed access

A critical appraisal of propensity‐score matching in the medical literature between 1996 and 2003

University of Toronto · Institute for Clinical Evaluative Sciences

PubMed
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Abstract

Propensity-score methods are increasingly being used to reduce the impact of treatment-selection bias in the estimation of treatment effects using observational data. Commonly used propensity-score methods include covariate adjustment using the propensity score, stratification on the propensity score, and propensity-score matching. Empirical and theoretical research has demonstrated that matching on the propensity score eliminates a greater proportion of baseline differences between treated and untreated subjects than does stratification on the propensity score. However, the analysis of propensity-score-matched samples requires statistical methods appropriate for matched-pairs data. We critically evaluated 47…

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Topics & keywords

Keywords
  • Propensity score matching
  • Covariate
  • Wilcoxon signed-rank test
  • Statistics
  • Observational study
  • Matching (statistics)
  • Selection bias
  • Logistic regression
UN Sustainable Development Goals
  • Good health and well-being
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