multipleOutcomes: Joint Covariance and Treatment-Effect Tests for Multiple Outcomes

Fits generalized linear models, Cox proportional-hazards models, log-rank tests, generalized estimating equations, mixed models with repeated measures, Kaplan-Meier curves, and quantile differences jointly across multiple endpoints, and returns the full asymptotic covariance matrix linking them. Implements PATED (Prognostic Assisted Treatment Effect Detection), a randomized-trial method that exploits balanced prognostic covariates to tighten standard errors and increase statistical power without introducing bias.

Version: 0.16.2
Depends: R (≥ 3.5)
Imports: dplyr, ggplot2, ggpubr, mmrm (≥ 0.3.15), mvtnorm, rlang, sandwich, stringr, survival, tidyr, tidyselect
Suggests: asaur, coin, iBST, invGauss, JM, joint.Cox, knitr, momentfit, numDeriv, pec, randomForestSRC, rmarkdown, testthat (≥ 3.0.0)
Published: 2026-05-18
DOI: 10.32614/CRAN.package.multipleOutcomes
Author: Han Zhang [aut, cre]
Maintainer: Han Zhang <zhangh.ustc at gmail.com>
BugReports: https://github.com/zhangh12/multipleOutcomes/issues
License: MIT + file LICENSE
URL: https://github.com/zhangh12/multipleOutcomes, https://zhangh12.github.io/multipleOutcomes/
NeedsCompilation: yes
Materials: README, NEWS
CRAN checks: multipleOutcomes results

Documentation:

Reference manual: multipleOutcomes.html , multipleOutcomes.pdf

Downloads:

Package source: multipleOutcomes_0.16.2.tar.gz
Windows binaries: r-devel: multipleOutcomes_0.4.zip, r-release: multipleOutcomes_0.4.zip, r-oldrel: multipleOutcomes_0.4.zip
macOS binaries: r-release (arm64): multipleOutcomes_0.16.2.tgz, r-oldrel (arm64): multipleOutcomes_0.16.2.tgz, r-release (x86_64): multipleOutcomes_0.16.2.tgz, r-oldrel (x86_64): multipleOutcomes_0.16.2.tgz
Old sources: multipleOutcomes archive

Linking:

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