Package: pharmax.ml 0.3.0.9000

Malek Okour

pharmax.ml: R-Native Machine Learning Helpers for Pharmacometrics

R-native machine learning helpers for exploratory pharmacometric workflows. Includes covariate screening, conformal prediction intervals, explainability helpers, data quality checks, ensemble summaries, synthetic benchmarks, calibration summaries, and bounded evidence summaries.

Authors:Malek Okour

pharmax.ml_0.3.0.9000.tar.gz
pharmax.ml_0.3.0.9000.zip(r-4.7)pharmax.ml_0.3.0.9000.zip(r-4.6)pharmax.ml_0.3.0.9000.zip(r-4.5)
pharmax.ml_0.3.0.9000.tgz(r-4.6-any)pharmax.ml_0.3.0.9000.tgz(r-4.5-any)
pharmax.ml_0.3.0.9000.tar.gz(r-4.7-any)pharmax.ml_0.3.0.9000.tar.gz(r-4.6-any)
pharmax.ml_0.3.0.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
pharmax.ml/json (API)
NEWS

# Install 'pharmax.ml' in R:

install.packages('pharmax.ml', repos = c('https://pharmax-org.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/pharmax-org/pharmax/issues

On CRAN:

3.00 score 10 exports 37 dependencies

Last updated from:ec769714bb. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	149
source / vignettes	OK	179
linux-release-x86_64	OK	126
macos-release-arm64	OK	117
macos-oldrel-arm64	OK	89
windows-devel	OK	94
windows-release	OK	72
windows-oldrel	OK	87
wasm-release	OK	133

Exports:px_benchmark_covariate px_bootstrap_uq px_calibrate_conformal px_conformal px_covariate px_data_quality px_ensemble px_explain px_ml_report px_simulate_covariates

Dependencies:cli codetools cpp11 dplyr farver foreach generics ggplot2 glmnet glue gtable isoband iterators labeling lattice lifecycle magrittr Matrix pillar pkgconfig purrr R6 ranger RColorBrewer Rcpp RcppEigen rlang S7 scales shape survival tibble tidyselect utf8 vctrs viridisLite withr

Benchmarking ML Covariate Screening With Synthetic PK Parameters

Rendered frombenchmarking-covariate-screening.Rmdusingknitr::rmarkdownon May 27 2026.

Last update: 2026-05-27
Started: 2026-05-27

ML Covariate Screening With Synthetic PK Parameters

Rendered fromml-covariate-screening.Rmdusingknitr::rmarkdownon May 27 2026.

Last update: 2026-05-27
Started: 2026-05-27

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Plot conformal calibration intervals	plot.pharmax_conformal_calibration
Plot covariate screening results	plot.pharmax_covariate
Benchmark covariate screening on synthetic scenarios	px_benchmark_covariate
Bootstrap prediction uncertainty	px_bootstrap_uq
Calibrate conformal interval coverage	px_calibrate_conformal
Conformal prediction intervals	px_conformal
ML covariate screening	px_covariate
Assess ML data quality	px_data_quality
Ensemble predictions	px_ensemble
Explain a fitted model with permutation importance	px_explain
Create an ML decision-support report object	px_ml_report
Simulate synthetic covariate benchmark data	px_simulate_covariates