USPS: Unsupervised and Supervised methods of Propensity Score
Adjustment for Bias
Unsupervised methods: identify and display the
distribution of Local Treatment Differences (LTDs) and Local
Average Treatment Effects (LATEs) across Clusters of patients
chosen so as to be relatively well matched on patient baseline
X-covariates. Supervised methods: estimate and validate
Propensity Scores and use them to either sub-group or smooth
observed patient outcomes over the common support of
alternative treatment cohorts.
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