Package: ipeval
Type: Package
Title: Evaluation of Interventional Predictions
Version: 0.1.0
Authors@R: c(
    person(
      "Jasper", "van Egeraat",
      email = "j.w.a.van_egeraat@lumc.nl",
      role = c("aut", "cre")
    ),
    person(
      "Nan", "van Geloven",
      role = c("aut", "cph")
    ),
    person(
      "Ruth", "Keogh",
      role = c("aut", "cph")
    ),
    person(
      "Leiden University Medical Center", role = "fnd"
    )
  )
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) 
    <DOI:10.1097/EDE.0000000000001713>.
License: GPL (>= 3)
Encoding: UTF-8
RoxygenNote: 7.3.3
Imports: stats, survival, prodlim
Depends: R (>= 3.5)
URL: https://jvelumc.github.io/ipeval/,
        https://github.com/jvelumc/ipeval
BugReports: https://github.com/jvelumc/ipeval/issues
Suggests: knitr, rmarkdown, testthat (>= 3.0.0), ipw, riskRegression
Config/testthat/edition: 3
VignetteBuilder: knitr
NeedsCompilation: no
Packaged: 2026-05-04 13:57:24 UTC; jwavanegeraat
Author: Jasper van Egeraat [aut, cre],
  Nan van Geloven [aut, cph],
  Ruth Keogh [aut, cph],
  Leiden University Medical Center [fnd]
Maintainer: Jasper van Egeraat <j.w.a.van_egeraat@lumc.nl>
Repository: CRAN
Date/Publication: 2026-05-06 20:30:11 UTC
Built: R 4.7.0; ; 2026-05-06 23:51:58 UTC; windows
