Package: rwetools 0.5.0

rwetools: Estimating Propensity Scores (PS), PS-Based Weights, and Effects

Toolbox that provides a streamlined, end-to-end workflow for propensity score analysis in generating real-world evidence from real-world data. The package covers the full analytic pipeline - from estimating propensity scores via logistic regression, to calculating weights or creating a matched cohort, to generating publication-ready Table 1s with standardized mean differences and weighted balance diagnostics. It also estimates incidence rates, rate differences and rate ratios, hazard ratios, risks, risk ratios, and risk differences, including competing-risk methods and optionally stratified hazard models. Many functions can write formatted 'Excel' reports with method documentation, making results immediately shareable with collaborators and stakeholders. Methods are based on Rosenbaum and Rubin (1983) <doi:10.1093/biomet/70.1.41>, Austin (2011) <doi:10.1080/00273171.2011.568786>, and Desai et al. (2017) <doi:10.1097/EDE.0000000000000595>.

Authors:Hanseul Cho [aut, cre], Georg Hahn [aut], Janinne Ortega-Montiel [aut], Julie Paik [aut], Elisabetta Patorno [aut]

rwetools_0.5.0.tar.gz
rwetools_0.5.0.zip(r-4.7-any)rwetools_0.5.0.zip(r-4.6-any)rwetools_0.5.0.zip(r-4.5-any)
rwetools_0.5.0.tgz(r-4.6-any)rwetools_0.5.0.tgz(r-4.5-any)
rwetools_0.5.0.tar.gz(r-4.7-any)rwetools_0.5.0.tar.gz(r-4.6-any)
rwetools_0.5.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
rwetools/json (API)

# Install 'rwetools' in R:
install.packages('rwetools', repos = c('https://hanseul0618.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/hanseul0618/rwetools/issues

On CRAN:

Conda:

1.60 score 2 scripts 338 downloads 10 exports 10 dependencies

Last updated from:51aac903b6. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK125
source / vignettesOK179
linux-releaseOK135
macos-releaseOK179
macos-oldrelOK206
windows-develOK109
windows-releaseOK110
windows-oldrelOK153
wasm-releaseOK92

Exports:build_table1create_iptwcreate_matching_weightscreate_overlap_weightscreate_ps_fs_weightscreate_ps_matched_cohortestimate_hrestimate_irestimate_psestimate_risk

Dependencies:DBIlatticeMatrixminqamitoolsnumDerivRcppRcppArmadillosurveysurvival