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gFormulaMI  

G-Formula for Causal Inference via Multiple Imputation
View on CRAN: Click here


Download and install gFormulaMI package within the R console
Install from CRAN:
install.packages("gFormulaMI")

Install from Github:
library("remotes")
install_github("cran/gFormulaMI")

Install by package version:
library("remotes")
install_version("gFormulaMI", "1.0.3")



Attach the package and use:
library("gFormulaMI")
Maintained by
Jonathan Bartlett
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-05-25
Latest Update: 2025-07-03
Description:
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) . 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.
How to cite:
Jonathan Bartlett (2023). gFormulaMI: G-Formula for Causal Inference via Multiple Imputation. R package version 1.0.3, https://cran.r-project.org/web/packages/gFormulaMI. Accessed 28 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:40), 1.0.0 (2023-05-25 22:00), 1.0.1 (2025-05-13 11:20), 1.0.2 (2025-07-03 16:30)
Other packages that cited gFormulaMI R package
View gFormulaMI citation profile
Other R packages that gFormulaMI depends, imports, suggests or enhances
Complete documentation for gFormulaMI
Functions, R codes and Examples using the gFormulaMI R package
Some associated functions: gFormulaImpute . simDataFullyObs . syntheticPool . 
Some associated R codes: data.R . gFormulaImpute.R . syntheticPool.R .  Full gFormulaMI package functions and examples
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