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tmle3shift: Targeted Learning of the Causal Effects of Stochastic Shift Interventions

Hejazi, Nima S; Coyle, Jeremy R; van der Laan, Mark J

tmle3shift is an adapter/extension R package in the tlverse ecosystem that exposes support for the estimation of a target parameter defined as the mean counterfactual outcome under a shift of the natural value of a continuous-valued intervention. The package provides tools for targeted maximum likelihood estimation (TMLE) of the population-level causal effects of stochastic treatment regimes characterized as modified treatment policies and related nonparametric variable importance analyses.

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