gFormulaMI: G-Formula for Causal Inference via Multiple Imputation
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.
| Version: | 1.0.0 |
| Depends: | R (≥ 2.10) |
| Imports: | mice |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0) |
| Published: | 2023-05-25 |
| DOI: | 10.32614/CRAN.package.gFormulaMI |
| Author: | Jonathan Bartlett 
[aut, cre],
Camila Olarte Parra
[ctb],
Erik van Zwet [ctb] |
| Maintainer: | Jonathan Bartlett <jonathan.bartlett1 at lshtm.ac.uk> |
| License: | GPL (≥ 3) |
| URL: | https://jwb133.github.io/gFormulaMI/ |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | gFormulaMI results |
Documentation:
| Reference manual: | gFormulaMI.pdf |
| Vignettes: |
gFormulaMI |
Downloads:
| Package source: | gFormulaMI_1.0.0.tar.gz |
| Windows binaries: | r-devel: gFormulaMI_1.0.0.zip, r-release: gFormulaMI_1.0.0.zip, r-oldrel: gFormulaMI_1.0.0.zip |
| macOS binaries: | r-release (arm64): gFormulaMI_1.0.0.tgz, r-oldrel (arm64): gFormulaMI_1.0.0.tgz, r-release (x86_64): gFormulaMI_1.0.0.tgz, r-oldrel (x86_64): gFormulaMI_1.0.0.tgz |
Linking:
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