R package CausalGAM: Estimation of Causal Effects with Generalized Additive Models. This package implements various estimators for average treatment effects—an inverse probability weighted (IPW) estimator, an augmented inverse probability weighted (AIPW) estimator, and a standard regression estimator—that make use of generalized additive models for the treatment assignment model and/or outcome model.