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Outcome-adaptive lasso: variable selection for causal inference

Methodological advancements, including propensity score methods, have resulted in improved unbiased estimation of treatment effects from observational data. Traditionally, a “throw in the kitchen sink” approach has been used to select covariates for inclusion into the propensity score, but recent wo...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Biometrics
Hauptverfasser: Shortreed, Susan M, Ertefaie, Ashkan
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2017
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5591052/
https://ncbi.nlm.nih.gov/pubmed/28273693
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/biom.12679
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