Mediation Analysis: A Practitioner's Guide
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Abstract
This article provides an overview of recent developments in mediation analysis, that is, analyses used to assess the relative magnitude of different pathways and mechanisms by which an exposure may affect an outcome. Traditional approaches to mediation in the biomedical and social sciences are described. Attention is given to the confounding assumptions required for a causal interpretation of direct and indirect effect estimates. Methods from the causal inference literature to conduct mediation in the presence of exposure-mediator interactions, binary outcomes, binary mediators, and case-control study designs are presented. Sensitivity analysis techniques for unmeasured confounding and measurement error are…
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Authors
1Topics & keywords
Topics
Keywords
- Counterfactual thinking
- Causal inference
- Mediation
- Confounding
- Inference
- Outcome (game theory)
- Computer science
- Causal model
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