R Observatory: Metrics for resilience version 2025.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

resilience

2025.1.1Package record

Predictors of Resilience to a Stressor in a Single-Arm Study

0packages depend

40.7Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Ravi VaradhanCRAN page ↗

Studies of resilience in older adults employ a single-arm design where everyone experiences the stressor. The simplistic approach of regressing change versus baseline yields biased estimates due to regression-to-the-mean. This package provides a method to correct the bias. It also allows covariates to be included. The method implemented in the package is described in Varadhan, R., Zhu, J., and Bandeen-Roche, K (2024), Biostatistics 25(4): 1094-1111.

Install

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

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

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

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-resilience

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-resilience

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-resilience

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 55 s · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK13 OK2026-05-02

Show 2 earlier changesHide 2 earlier changes

ERROR11 OK, 1 ERROR2026-04-25
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 2025.1.1

READMENoVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 6
Examples that run: 0%2 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 17%

How these are measured

Downloads

40.7K

CRAN downloads in the past year

Rank #20,200 · ~111/day · ~3.4K/mo

Releases R versions

Daily download trend is not available in this view yet.

22430 days

66390 days

40.7K1 year

Compare downloads with other packages →

Also on89 r2u1 autocran

How downloads are counted

Dependencies

Declared dependencies

4 external dependencies (excludes base and recommended)

Installing resilience adds 55 packages (31 with compiled code, 40 MB of source tarballs). Heaviest: stringi 11 MB, lme4 4.3 MB, glmnet 2.7 MB.

Depends (4)

R >= 4.0.0paralleldoParallel foreach

Imports (3)

statsmice nptest

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (2)

Ravi Varadhan

Author, Maintainer since 2023.1.0 (2023)

Jiafeng Zhu

Contributor

Releases (6)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
2025.1.1Latest
record
2025-12-15 · current release · diff ↗ ·
removed 1 export
prepost_resilience_mi_list

added 1 export
prepost_mi
2025.1.0
record
2025-12-11 · diff ↗ ·
added 1 export
prepost_resilience_mi_list
R
R 4.5.0 released · 2025-04-11
2024.1.2
record
2024-08-22 · diff ↗
2024.1.1
record
2024-07-07 · diff ↗
R
R 4.4.0 released · 2024-04-24
2023.1.1
record
2023-08-22 · diff ↗
2023.1.0
record
2023-07-06
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-07-06
Total releases: 6 / 3 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 4.0.0
Bundled data: 5.4 KB / 1 file
Download size: 20 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("resilience")

Format

Varadhan, R., & Zhu, J. (2025). resilience: Predictors of Resilience to a Stressor in a Single-Arm Study (Version 2025.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.resilience

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 resilience version 2025.1.1 [Data set]. HJJB, LLC. Data release v2026-10-26. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-26, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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