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qgcomp: Quantile G-Computation

G-computation for a set of time-fixed exposures with quantile-based basis functions, possibly under linearity and homogeneity assumptions. This approach estimates a regression line corresponding to the expected change in the outcome (on the link basis) given a simultaneous increase in the quantile-based category for all exposures. Works with continuous, binary, and right-censored time-to-event outcomes. Reference: Alexander P. Keil, Jessie P. Buckley, Katie M. OBrien, Kelly K. Ferguson, Shanshan Zhao, and Alexandra J. White (2019) A quantile-based g-computation approach to addressing the effects of exposure mixtures; <doi:10.1289/EHP5838>.

Version: 2.15.2
Depends: R (≥ 3.5.0)
Imports: arm, future, future.apply, generics, ggplot2 (≥ 3.3.0), grDevices, grid, gridExtra, nnet, pscl, stats, survival, tibble
Suggests: broom, devtools, knitr, markdown, MASS, mice
Published: 2023-08-10
DOI: 10.32614/CRAN.package.qgcomp
Author: Alexander Keil [aut, cre]
Maintainer: Alexander Keil <alex.keil at nih.gov>
BugReports: https://github.com/alexpkeil1/qgcomp/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://github.com/alexpkeil1/qgcomp/
NeedsCompilation: no
Language: en-US
Materials: README NEWS
CRAN checks: qgcomp results

Documentation:

Reference manual: qgcomp.pdf
Vignettes: The qgcomp package: g-computation on exposure quantiles

Downloads:

Package source: qgcomp_2.15.2.tar.gz
Windows binaries: r-devel: qgcomp_2.15.2.zip, r-release: qgcomp_2.15.2.zip, r-oldrel: qgcomp_2.15.2.zip
macOS binaries: r-release (arm64): qgcomp_2.15.2.tgz, r-oldrel (arm64): qgcomp_2.15.2.tgz, r-release (x86_64): qgcomp_2.15.2.tgz, r-oldrel (x86_64): qgcomp_2.15.2.tgz
Old sources: qgcomp archive

Reverse dependencies:

Reverse imports: CompMix, epiomics, qgcompint
Reverse suggests: mpower

Linking:

Please use the canonical form https://CRAN.R-project.org/package=qgcomp to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.