reviewTop 1% cited
Invited Commentary: Propensity Scores
American Journal of Epidemiology · 1999 · Vol. 150(4) · pp. 327–333
Marshall M. Joffe✉(University of Pennsylvania)Peter Rosenbaum(University of Pennsylvania)
Abstract
The propensity score is the conditional probability of exposure to a treatment given observed covariates. In a cohort study, matching or stratifying treated and control subjects on a single variable, the propensity score, tends to balance all of the observed covariates; however, unlike random assignment of treatments, the propensity score may not also balance unobserved covariates. The authors review the uses and limitations of propensity scores and provide a brief outline of associated statistical theory. They also present a new result of using propensity scores in case-cohort studies.
Advanced Causal Inference TechniquesStatistical Methods and InferenceStatistical Methods and Bayesian InferencePropensity score matchingCovariateMatching (statistics)MedicineStatisticsCohortRandom assignmentCohort studyDemographyEconometrics
MeSH terms
Coronary Artery BypassCoronary DiseaseHumansModels, StatisticalCausalityConfounding Factors, EpidemiologicCase-Control Studies
Funding
- National Science Foundation
Citations
1,051
FWCI
17.69
field-weighted impact
References
28
Percentile
100%
vs. same field & year
Citations per year
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References
Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
Journal of the American Statistical Association · 1984 · 3,240 citations
Estimating causal effects of treatments in randomized and nonrandomized studies.
Journal of Educational Psychology · 1974 · 9,316 citations
The central role of the propensity score in observational studies for causal effects
Biometrika · 1983 · 30,427 citations
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