Literature DB >> 21841939

Principal stratification--uses and limitations.

Tyler J Vanderweele1.   

Abstract

Pearl (2011) asked for the causal inference community to clarify the role of the principal stratification framework in the analysis of causal effects. Here, I argue that the notion of principal stratification has shed light on problems of non-compliance, censoring-by-death, and the analysis of post-infection outcomes; that it may be of use in considering problems of surrogacy but further development is needed; that it is of some use in assessing "direct effects"; but that it is not the appropriate tool for assessing "mediation." There is nothing within the principal stratification framework that corresponds to a measure of an "indirect" or "mediated" effect.

Keywords:  causal inference; mediation; non-compliance; potential outcomes; principal stratification; surrogates

Mesh:

Year:  2011        PMID: 21841939      PMCID: PMC3154088          DOI: 10.2202/1557-4679.1329

Source DB:  PubMed          Journal:  Int J Biostat        ISSN: 1557-4679            Impact factor:   0.968


  26 in total

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  28 in total

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8.  A Bayesian approach to improved estimation of causal effect predictiveness for a principal surrogate endpoint.

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