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Machine learning outcome regression improves doubly robust estimation of average causal effects

BACKGROUND: Doubly robust estimation produces an unbiased estimator for the average treatment effect unless both propensity score (PS) and outcome models are incorrectly specified. Studies have shown that the doubly robust estimator is subject to more bias than the standard weighting estimator when...

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Detalles Bibliográficos
Publicado en:Pharmacoepidemiol Drug Saf
Main Authors: Choi, Byeong Yeob, Wang, Chen-Pin, Gelfond, Jonathan
Formato: Artigo
Idioma:Inglês
Publicado: 2020
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC8098857/
https://ncbi.nlm.nih.gov/pubmed/32716126
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/pds.5074
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