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Causal moderated mediation analysis: Methods and software

Behavior Research Methods, 2023
Research questions regarding how, for whom, and where a treatment achieves its effect on an outcome have become increasingly valued in substantive research. Such questions can be answered by causal moderated mediation analysis, which assesses the heterogeneity of the mediation mechanism underlying the treatment effect across individual and contextual ...
Xu, Qin, Lijuan, Wang
openaire   +2 more sources

Causal Mediation Analysis for Standardized Mortality Ratios

Epidemiology, 2019
Indirectly standardized mortality ratios (SMR) are often used to compare patient outcomes between health care providers as indicators of quality of care. Observed differences in the outcomes raise the question of whether these could be causally attributable to earlier processes or outcomes in the pathway of care that the patients received.
Katherine, Daignault   +3 more
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Mediation Analysis for Causal Inference

2018
https://www.meetup.com/St-Louis-Machine-Learning/events/248490856/?_cookie-check=LzgUTBN ...
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Essays on causal mediation analysis

This dissertation consists of three chapters on causal mediation analysis. The first two chapters propose new estimation approaches for direct and indirect effects in a semiparametric model, and the third chapter studies regression discontinuity design that incorporates indirect effects.
openaire   +1 more source

Causal mediation analysis in instrumental-variables regressions

The Stata Journal, 2020
Christian Dippel, Stephan Heblich
exaly  

Semiparametric Estimation for Causal Mediation Analysis with Multiple Causally Ordered Mediators

Journal of the Royal Statistical Society Series B: Statistical Methodology, 2022
Xiang Zhou
exaly  

Large-Scale Hypothesis Testing for Causal Mediation Effects with Applications in Genome-wide Epigenetic Studies

Journal of the American Statistical Association, 2022
Zhonghua Liu   +2 more
exaly  

Identification, Inference and Sensitivity Analysis for Causal Mediation Effects

Statistical Science, 2010
Kosuke Imai   +2 more
exaly  

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