The Role of Prediction Modeling in Propensity Score Estimation: An Evaluation of Logistic Regression, bCART, and the Covariate-Balancing Propensity Score

The covariate-balancing propensity score (CBPS) extends logistic regression to simultaneously optimize covariate balance and treatment prediction. Although the CBPS has been shown to perform well in certain settings, its performance has not been evaluated in settings specific to pharmacoepidemiology...

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Main Authors: Wyss, Richard, Ellis, Alan R., Brookhart, M. Alan, Girman, Cynthia J., Jonsson Funk, Michele, LoCasale, Robert, Stürmer, Til
Formato: Artigo
Idioma:Inglês
Publicado: Oxford University Press 2014
Assuntos:
Practice of Epidemiology
Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC4157700/
https://ncbi.nlm.nih.gov/pubmed/25143475
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/aje/kwu181
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