Package: pmcalibration 0.1.1

pmcalibration: Calibration Curves for Clinical Prediction Models

Fit calibrations curves for clinical prediction models and calculate several associated metrics (Eavg, E50, E90, Emax). Ideally predicted probabilities from a prediction model should align with observed probabilities. Calibration curves relate predicted probabilities (or a transformation thereof) to observed outcomes via a flexible non-linear smoothing function. 'pmcalibration' allows users to choose between several smoothers (regression splines, generalized additive models/GAMs, lowess, loess). Both binary and time-to-event outcomes are supported. See Van Calster et al. (2016) <doi:10.1016/j.jclinepi.2015.12.005>; Austin and Steyerberg (2019) <doi:10.1002/sim.8281>; Austin et al. (2020) <doi:10.1002/sim.8570>.

Authors:Stephen Rhodes [aut, cre, cph]

pmcalibration_0.1.1.tar.gz
pmcalibration_0.1.1.zip(r-4.5)pmcalibration_0.1.1.zip(r-4.4)pmcalibration_0.1.1.zip(r-4.3)
pmcalibration_0.1.1.tgz(r-4.4-any)pmcalibration_0.1.1.tgz(r-4.3-any)
pmcalibration_0.1.1.tar.gz(r-4.5-noble)pmcalibration_0.1.1.tar.gz(r-4.4-noble)
pmcalibration_0.1.1.tgz(r-4.4-emscripten)pmcalibration_0.1.1.tgz(r-4.3-emscripten)
pmcalibration.pdf |pmcalibration.html
pmcalibration/json (API)
NEWS

# Install 'pmcalibration' in R:
install.packages('pmcalibration', repos = c('https://stephenrho.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/stephenrho/pmcalibration/issues

On CRAN:

4.86 score 36 scripts 231 downloads 16 exports 68 dependencies

Last updated 8 months agofrom:442db43bf2. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 10 2024
R-4.5-winOKNov 10 2024
R-4.5-linuxOKNov 10 2024
R-4.4-winOKNov 10 2024
R-4.4-macOKNov 10 2024
R-4.3-winNOTENov 10 2024
R-4.3-macNOTENov 10 2024

Exports:bootcal_metricsgam_calget_ccglm_calinvlogitloess_callogistic_callogitlowess_calpmcalibrationpredict_lowessreg_spline_Xrun_bootssim_datsimb

Dependencies:backportsbase64encbslibcachemcheckmatechkcliclustercolorspacedata.tabledigestevaluatefansifarverfastmapfontawesomeforeignFormulafsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetpbapplypillarpkgconfigR6rappdirsRColorBrewerrlangrmarkdownrpartrstudioapisassscalesstringistringrsurvivaltibbletinytexutf8vctrsviridisviridisLitewithrxfunyaml

External validation using pmcalibration

Rendered fromexternal-validation.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2023-09-05
Started: 2023-08-16

Internal validation using pmcalibration

Rendered frominternal-validation.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2024-03-13
Started: 2023-08-16