<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Evaluation of Interventional Predictions</dc:title>
  <dc:title>R package ipeval version 0.1.0</dc:title>
  <dc:description>Provides methods to evaluate predictive performance of models that 
    estimate risks under hypothetical intervention scenarios 
    (interventional/causal/counterfactual predictions) with observational data 
    subject to treatment-outcome confounding. Inverse probability of treatment 
    weighting (IPTW) is used to construct a pseudopopulation in which all 
    individuals receive a specified intervention, enabling assessment of 
    agreement between predicted risks under the intervention and observed 
    outcomes in the pseudo-population corresponding to that intervention. 
    Package supports binary and time-to-event outcomes under binary 
    interventions made at a single time point. Performance measures supported 
    are AUC (Area Under the receiving operating characteristic Curve), Brier 
    score, observed-expected ratio, and calibration plots. Methods implemented 
    in this package are based on work by Keogh and Van Geloven (2024) 
    &lt;DOI:10.1097/EDE.0000000000001713&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5)</dc:relation>
  <dc:relation>Imports: stats, survival, prodlim</dc:relation>
  <dc:relation>Suggests: knitr, rmarkdown, testthat (&gt;= 3.0.0), ipw, riskRegression</dc:relation>
  <dc:creator>Jasper van Egeraat &lt;j.w.a.van_egeraat@lumc.nl&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Jasper van Egeraat [aut, cre],
  Nan van Geloven [aut, cph],
  Ruth Keogh [aut, cph],
  Leiden University Medical Center [fnd]</dc:contributor>
  <dc:rights>GPL (&gt;= 3)</dc:rights>
  <dc:date>2026-05-06</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=ipeval</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.ipeval</dc:identifier>
</oai_dc:dc>
