pminternal: Internal Validation of Clinical Prediction Models

Conduct internal validation of a clinical prediction model for a binary outcome. Produce bias corrected performance metrics (c-statistic, Brier score, calibration intercept/slope) via bootstrap (simple bootstrap, bootstrap optimism, .632 optimism) and cross-validation (CV optimism, CV average). Also includes functions to assess model stability via bootstrap resampling. See Steyerberg et al. (2001) <doi:10.1016/s0895-4356(01)00341-9>; Harrell (2015) <doi:10.1007/978-3-319-19425-7>; Riley and Collins (2023) <doi:10.1002/bimj.202200302>.

Version:	0.1.0
Imports:	dcurves, graphics, grDevices, insight, marginaleffects, methods, pmcalibration, pROC, stats, parallel, pbapply, purrr
Suggests:	ggplot2, glmnet, Hmisc, knitr, rmarkdown, ranger, gbm, rms, mgcv, mice
Published:	2025-03-18
DOI:	10.32614/CRAN.package.pminternal
Author:	Stephen Rhodes [aut, cre, cph]
Maintainer:	Stephen Rhodes <steverho89 at gmail.com>
BugReports:	https://github.com/stephenrho/pminternal/issues
License:	GPL-3
URL:	https://github.com/stephenrho/pminternal, https://stephenrho.github.io/pminternal/
NeedsCompilation:	no
Citation:	pminternal citation info
Materials:	README NEWS
CRAN checks:	pminternal results

Documentation:

Reference manual:	pminternal.pdf
Vignettes:	Handling missing data (source, R code) Getting started with 'pminternal' (source, R code) More examples (source, R code)

Downloads:

Package source:	pminternal_0.1.0.tar.gz
Windows binaries:	r-devel: not available, r-release: pminternal_0.1.0.zip, r-oldrel: not available
macOS binaries:	r-devel (arm64): pminternal_0.1.0.tgz, r-release (arm64): not available, r-oldrel (arm64): pminternal_0.1.0.tgz, r-devel (x86_64): pminternal_0.1.0.tgz, r-release (x86_64): pminternal_0.1.0.tgz, r-oldrel (x86_64): pminternal_0.1.0.tgz

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