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DESCRIPTION
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DESCRIPTION
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Package: gFormulaMI
Title: G-Formula for Causal Inference via Multiple Imputation
Version: 1.0.1
Authors@R:
c(person("Jonathan", "Bartlett", email = "jonathan.bartlett1@lshtm.ac.uk", role = c("aut", "cre"),
comment = c(ORCID = "0000-0001-7117-0195")),
person("Camila", "Olarte Parra", email = "camila.olarte.parra@ki.se", role = "ctb",
comment = c(ORCID = "0000-0003-0263-4392")),
person("Erik", "van Zwet", email = "e.w.van_zwet@lumc.nl", role = "ctb"))
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) <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.
License: GPL (>= 3)
Encoding: UTF-8
Imports:
mice
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3
Suggests:
knitr,
rmarkdown,
testthat (>= 3.0.0)
Config/testthat/edition: 3
Depends:
R (>= 2.10)
LazyData: true
VignetteBuilder: knitr
URL: https://jwb133.github.io/gFormulaMI/