R Observatory: Metrics for CRBHSF version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

CRBHSF

0.1.0

Cyber-Resilient Bayesian Healthcare Surveillance Framework

0packages depend

449downloads / year

3.6%test coverage

13/13checks pass

Overview

About

Maintained by Muhammad Zahir KhanFirst published 2026-06-241 releasesCRAN page ↗GitHub ↗

Provides methods for healthcare performance surveillance using Bayesian risk estimation, latent organisational trust modelling, cyber-resilience assessment, external validation, decision-theoretic optimisation, and digital-twin deployment simulation. The package supports prospective deterioration monitoring, uncertainty-aware risk assessment, intervention prioritisation, ablation analysis, and operational evaluation for healthcare performance management and health system resilience research. The methodological framework is informed by contemporary guidance on prediction model development and validation (Efthimiou et al., 2024 doi:10.1136/bmj-2023-078276), transparent reporting of prediction models (Collins et al., 2024 doi:10.1136/bmj-2023-078378), and decision-analytic model evaluation (Vickers and Elkin, 2006 doi:10.1177/0272989X06295361).

Install

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

install.packages("CRBHSF", 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("zerish12/CRBHSF")

Development version from zerish12/CRBHSF. 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-crbhsf

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-CRBHSF

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-CRBHSF

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

Health

CRAN checks

13OK

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

Code health

Yes

Tests · ratio 0.07

3.6%

Coverage · measured lines

100%

Documentation · exports

5

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
OK2026-06-25
7 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 686 wordsVignettesNopkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: not tracked
Documented parameters: 100%
Return-value docs: 100%
References docs: 0%

Downloads

449

CRAN downloads in the past year

Rank #23,020 · ~1/day · ~37/mo

Releases R versions

Daily download trend is not available in this view yet.

13430 days

44990 days

4491 year

Compare downloads with other packages →

Also on13 r2u5 autocran

Repository

GitHub ↗ zerish12/crbhsf

0Stars

0Forks

0Open issues

0Open PRs

1Releases

1Commits

1Contributors

cyber-resiliencedecision-supportdigital-healthdigital-twinhealth-data-science-sandboxhealthcare-analyticsr-packagebayesian-surveillance

1 commits · Last activity 2026-06-14

Releases over time

2026-06-14 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/zerish12/crbhsf on 2026-08-16.

Reproducibility and dev environment (1)

data-raw/

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (5)

dplyr ggplot2 pROC purrr tibble

LinkingTo (0)

none

Suggests (3)

testthat knitr rmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (2)

Maintainer (1)

Muhammad Zahir Khan

Author, Maintainer

Authors (2)

Muhammad Zahir Khan

Author, Maintainer

Abdul Wahid Khan

Author

Package Timeline

1 release. R releases are shown for context.

0.1.0Latest
2026-06-24 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-06-24
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1.0
Download size: 554 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("CRBHSF")

Format

Zahir Khan, M., & Khan, A. W. (2026). CRBHSF: Cyber-Resilient Bayesian Healthcare Surveillance Framework (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.CRBHSF

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 CRBHSF version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-08-16. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →