gFormulaMI

G-Formula for Causal Inference via Multiple Imputation

CRAN Package

Implements the G-Formula method for causal inference with time-varying treatments and confounders using Bayesian multiple imputation methods, as described by Bartlett, Olarte Parra and Daniel (2023) doi:10.48550/arXiv.2301.12026. It creates multiple synthetic imputed datasets under treatment regimes of interest using the 'mice' package. These can then be analysed using rules developed for analysing multiple synthetic datasets.


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