Package: gcomputation 0.36

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]

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manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
gcomputation/json (API)

# Install 'gcomputation' in R:
install.packages('gcomputation', repos = c('https://chupverse.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:

biostatisticscausal-inferenceconfounders

5.02 score 7 stars 363 downloads 5 exports 78 dependencies

Last updated from:796c6ad1e1. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK196
source / vignettesOK202
linux-releaseOK144
macos-releaseOK226
macos-oldrelOK230
windows-develOK220
windows-releaseOK152
windows-oldrelOK139
wasm-releaseOK116

Exports:gc_binarygc_continuousgc_countgc_timestransport

Dependencies:backportsbitbit64bootbroomclicliprcodetoolscpp11crayondplyrfarverforcatsforeachgeexgenericsggplot2glmnetgluegridExtragtablehavenhdnomhmsisobanditeratorsjomolabelinglatticelifecyclelme4magrittrMASSMatrixmiceminqamitmlncvregnlmenloptrnnetnumDerivordinalpanpenalizedpillarpkgconfigprettyunitsprogresspurrrR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreadrreformulasrlangrootSolverpartS7scalesshapestringistringrsurvivaltibbletidyrtidyselecttzdbucminfutf8vctrsviridisLitevroomwithr