Mediation analysis in epidemiology: methods, interpretation and bias
University of Milano-Bicocca · Karolinska Institutet · +2 more institutions
Abstract
In epidemiological studies it is often necessary to disentangle the pathways that link an exposure to an outcome. Typically the aim is to identify the total effect of the exposure on the outcome, the effect of the exposure that acts through a given set of mediators of interest (indirect effect) and the effect of the exposure unexplained by those same mediators (direct effect). The traditional approach to mediation analysis is based on adjusting for the mediator in standard regression models to estimate the direct effect. However, several methodological papers have shown that under a number of circumstances this traditional approach may produce flawed conclusions. Through a better understanding of the causal…
Citation impact
- FWCI
- 25.16
- Percentile
- 100%
- References
- 44
Authors
3Topics & keywords
- Mediation
- Counterfactual thinking
- Confounding
- Outcome (game theory)
- Causal inference
- Psychology
- Econometrics
- Mediator
- Good health and well-being