Package: bewrs 0.1.0
bewrs: Bayesian Early-Warning Risk Surveillance for Healthcare Performance Monitoring
Provides tools for Bayesian early-warning risk surveillance in healthcare performance monitoring. The package implements functions for posterior underperformance risk estimation, Dynamic Bayesian Early-Warning Risk Score computation, temporal and external validation, calibration assessment, decision curve analysis, decision-theoretic intervention optimisation, and Expected Value of Intervention analysis. The methodology is motivated by Bayesian hierarchical modelling, healthcare provider profiling, early-warning surveillance, and decision-theoretic resource allocation, including approaches discussed by Gelman et al. (2013), Spiegelhalter (2005) <doi:10.1136/bmj.331.7512.302>, Vickers and Elkin (2006) <doi:10.1177/0272989X06295361>, and Parmigiani and Inoue (2009).
Authors:
bewrs_0.1.0.tar.gz
bewrs_0.1.0.zip(r-4.7)bewrs_0.1.0.zip(r-4.6)bewrs_0.1.0.zip(r-4.5)
bewrs_0.1.0.tgz(r-4.6-any)bewrs_0.1.0.tgz(r-4.5-any)
bewrs_0.1.0.tar.gz(r-4.7-any)bewrs_0.1.0.tar.gz(r-4.6-any)
bewrs_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
bewrs/json (API)
| # Install 'bewrs' in R: |
| install.packages('bewrs', repos = c('https://zerish12.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/zerish12/bewrs/issues
Last updated from:c9ea1b45bc. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 117 | ||
| source / vignettes | OK | 149 | ||
| linux-release-x86_64 | OK | 127 | ||
| macos-release-arm64 | OK | 80 | ||
| macos-oldrel-arm64 | OK | 104 | ||
| windows-devel | OK | 61 | ||
| windows-release | OK | 71 | ||
| windows-oldrel | OK | 64 | ||
| wasm-release | OK | 149 |
Exports:compute_dynamic_bewrscompute_evioptimal_interventionplot_calibrationplot_risk_groupsrisk_stratifyvalidate_bewrs
Dependencies:clicpp11farverggplot2gluegtableisobandlabelinglifecyclepROCR6RColorBrewerRcpprlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Compute Dynamic BEWRS | compute_dynamic_bewrs |
| Compute Expected Value of Intervention | compute_evi |
| Select optimal intervention | optimal_intervention |
| Plot calibration curve | plot_calibration |
| Plot risk group event rates | plot_risk_groups |
| Stratify Dynamic BEWRS risk | risk_stratify |
| Validate BEWRS predictions | validate_bewrs |
