This tutorial discusses a recently developed methodology for causal infe...
We develop flexible and nonparametric estimators of the average treatmen...
Mediation analysis is appealing for its ability to improve understanding...
There is a long-standing debate in the statistical, epidemiological and
...
Previous works have formalized the conditions under which findings from ...
Natural direct and indirect effects are mediational estimands that decom...
Interventional effects have been proposed as a solution to the
unidentif...
Mediation analysis is a strategy for understanding the mechanisms by whi...
Background: All states in the US have enacted at least some naloxone acc...
There is a growing literature on finding so-called optimal treatment rul...
Causal mediation analysis has historically been limited in two important...
The same intervention can produce different effects in different sites.
...
Interventional effects for mediation analysis were proposed as a solutio...
Transported mediation effects may contribute to understanding how and wh...
Mediation analysis is critical to understanding the mechanisms underlyin...