Package: gcomputation 0.34

Yohann Foucher

gcomputation: Causal Inference by using G-Computation

Several functions and S3 methods for G-computation and emulation of clinical trials. It allows for flexible estimation of the outcome model, especially penalized regressions (Lasso, Ridge, or Elasticnet) for binary, continuous, counting, or right-censored time-to-event outcomes. Average treatment effect among the entire population (ATE) or among the treated population (ATT) can be estimated. The method for time-to-events is described by Chatton et al. (2020) <doi:10.1038/s41598-020-65917-x>. For a binary outcome, details are available in the paper proposed by Chatton et al. (2022) <doi:10.1177/09622802211047345>.

Authors:Yohann Foucher [aut, cre], Joe De Keizer [aut]

gcomputation_0.34.tar.gz
gcomputation_0.34.tar.gz(r-4.7-any)gcomputation_0.34.tar.gz(r-4.6-any)
gcomputation_0.34.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
gcomputation/json (API)

# Install 'gcomputation' in R:
install.packages('gcomputation', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/chupverse/gcomputation/issues

Datasets:
  • dataCOHORT - Simulated Real Word Data Similar to the PROPHYVAP Study
  • dataPROPHYVAP - A Simulated Randomized Clinical Trial from the PROPHYVAP Study

On CRAN:

Conda:

1.70 score 5 exports 76 dependencies

Last updated from:0d45c2efc3. Checks:4 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK181
source / vignettesOK186
linux-release-x86_64OK179
wasm-releaseOK124

Exports:gc_binarygc_continuousgc_countgc_timestransport

Dependencies:backportsbitbit64bootbroomclicliprcodetoolscpp11crayondplyrfarverforcatsforeachgenericsggplot2glmnetgluegridExtragtablehavenhdnomhmsisobanditeratorsjomolabelinglatticelifecyclelme4magrittrMASSMatrixmiceminqamitmlncvregnlmenloptrnnetnumDerivordinalpanpenalizedpillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreadrreformulasrlangrpartS7scalesshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsviridisLitevroomwithr