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stat.ME2022★ 4 cited
Efficient estimation of modified treatment policy effects based on the generalized propensity score
Nima S. Hejazi, David Benkeser, Iván Díaz +1
Continuous treatments have posed a significant challenge for causal inference, both in the formulation and identification of scientifically meaningful effects and in their robust e…
stat.ME2022
Efficient and flexible causal mediation with time-varying mediators, treatments, and confounders
Iván Díaz, Nicholas Williams, Kara E. Rudolph
Interventional effects have been proposed as a solution to the unidentifiability of natural (in)direct effects under mediator-outcome confounders affected by the exposure. Such con…