Biostatistics (Oxford, England)HumansCOVID-19Longitudinal StudiesRespirationArtificial
Identification and estimation of mediational effects of longitudinal modified treatment policies.
Brian Gilbert, Katherine Hoffman, Nicholas Williams, Kara Rudolph, Edward J Schenck, Iván Díaz
Published: 202410.1093/biostatistics/kxaf031
Abstract
We demonstrate a comprehensive semiparametric approach to causal mediation analysis, addressing the complexities inherent in settings with longitudinal and continuous treatments, confounders, and mediators. Our methodology utilizes a nonparametric st…
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