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Causal moderated mediation analysis: Methods and software
Behavior Research Methods, 2023Research 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
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Causal Mediation Analysis for Standardized Mortality Ratios
Epidemiology, 2019Indirectly 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
2018https://www.meetup.com/St-Louis-Machine-Learning/events/248490856/?_cookie-check=LzgUTBN ...
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Sample size and power calculations for causal mediation analysis: A Tutorial and Shiny App
Behavior Research Methods, 2023Xu Qin
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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, 2020Christian Dippel, Stephan Heblich
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Semiparametric Estimation for Causal Mediation Analysis with Multiple Causally Ordered Mediators
Journal of the Royal Statistical Society Series B: Statistical Methodology, 2022Xiang Zhou
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Identification, Inference and Sensitivity Analysis for Causal Mediation Effects
Statistical Science, 2010Kosuke Imai +2 more
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