Mediation analysis for common binary outcomes.
Sign Up to like & getrecommendations! Published in 2019 at "Statistics in medicine"
DOI: 10.1002/sim.7945
Abstract: Mediation analysis provides an attractive causal inference framework to decompose the total effect of an exposure on an outcome into natural direct effects and natural indirect effects acting through a mediator. For binary outcomes, mediation… read more here.
Keywords: mediation analysis; natural direct; binary outcomes; mediation ... See more keywords
Efficient and flexible estimation of natural direct and indirect effects under intermediate confounding and monotonicity constraints.
Sign Up to like & getrecommendations! Published in 2023 at "Biometrics"
DOI: 10.1111/biom.13850
Abstract: Natural direct and indirect effects are mediational estimands that decompose the average treatment effect and describe how outcomes would be affected by contrasting levels of a treatment through changes induced in mediator values (in the… read more here.
Keywords: monotonicity; natural direct; treatment induced; direct indirect ... See more keywords