R Observatory: Metrics for multipleOutcomes version 0.18.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

multipleOutcomes

0.18.1

Joint Covariance and Treatment-Effect Tests for Multiple Outcomes

0packages depend

2.7Kdownloads / year

83.8%test coverage

13/13checks pass

Overview

About

Maintained by Han ZhangFirst published 2024-03-084 releasesCRAN page ↗GitHub ↗

Fits generalized linear models, Cox proportional-hazards models, log-rank tests, generalized estimating equations, mixed models with repeated measures, Kaplan-Meier curves, quantile differences, and hierarchical net-benefit (win-difference) and log win-ratio statistics 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.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("multipleOutcomes", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("zhangh12/multipleOutcomes")

Development version from zhangh12/multipleOutcomes. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-multipleoutcomes

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-multipleOutcomes

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-multipleOutcomes

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 4.1 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.67

83.8%

Coverage · measured lines

100%

Documentation · exports

11

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 468 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 38%
References docs: 18%

Downloads

2.7K

CRAN downloads in the past year

Rank #8,535 · ~7/day · ~222/mo

Releases R versions

Daily download trend is not available in this view yet.

19730 days

1.1K90 days

2.7K1 year

Compare downloads with other packages →

Also on178 r2u15 autocran

Repository

GitHub ↗ zhangh12/multipleoutcomes

0Stars

0Forks

0Open issues

0Open PRs

0Releases

Last activity 2026-06-13

Repository practices

Upstream repositoryBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/zhangh12/multipleoutcomes on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

Docs source (1)

README.Rmd

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

21 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5

Imports (11)

dplyr ggplot2 ggpubr mmrm mvtnorm rlang sandwich stringrsurvivaltidyr tidyselect

LinkingTo (0)

none

Suggests (11)

asaur coin iBST invGauss JM knitr momentfit numDeriv pec rmarkdown testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Han Zhang

Author, Maintainer

Authors (1)

Han Zhang

Author, Maintainer

Package Timeline

4 releases. Pick two to compare their code metrics. R releases are shown for context.

0.18.1Latest
2026-06-15 · current release · diff ↗
0.16.2
2026-05-18 · diff ↗
R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
0.4
2024-05-30 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.2
2024-03-08
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2024-03-08
Total releases: 4 / 2 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5
Bundled data: 45 KB / 4 files
Download size: 207 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("multipleOutcomes")

Format

Zhang, H. (2026). multipleOutcomes: Joint Covariance and Treatment-Effect Tests for Multiple Outcomes (Version 0.18.1) [Computer software]. https://doi.org/10.32614/CRAN.package.multipleOutcomes

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for multipleOutcomes version 0.18.1 [Data set]. HJJB, LLC. Data release v2026-08-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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