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Evaluates phenotype algorithms by developing a diagnostic prediction model using a set of noisy positives and noisy negatives. It can then apply the model to a large cohort to create a set of subjects each with a predicted probability for the health outcome of interest. This cohort can then be used to evaluate phenotype algorithms through the calculation of the necessary performance characteristics - sensitivity, specificity, and positive and negative predictive value. Based on work by Swerdel (2022) <doi:10.1016/j.jbi.2022.104177> and Swerdel (2019) <doi:10.1016/j.jbi.2019.103258>.
| Version: | 2.2.18 |
| Depends: | R (≥ 4.1.1) |
| Imports: | DatabaseConnector, PatientLevelPrediction (≥ 6.0.4), FeatureExtraction (≥ 2.1.5), SqlRender (≥ 1.5.2), dplyr (≥ 0.7.8), methods, ParallelLogger, tibble |
| Suggests: | knitr, rmarkdown, shiny, shinydashboard, DT, htmltools, qpdf, testthat, Eunomia, withr, CohortGenerator |
| Published: | 2026-10-24 |
| DOI: | 10.32614/CRAN.package.PheValuator (may not be active yet) |
| Author: | William J. O'Brien [aut, cre], Joel Swerdel [aut], Martijn Schuemie [aut] |
| Maintainer: | William J. O'Brien <wobrien8 at its.jnj.com> |
| BugReports: | https://github.com/OHDSI/PheValuator/issues |
| License: | Apache License 2.0 |
| URL: | https://ohdsi.github.io/PheValuator/, https://github.com/OHDSI/PheValuator |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | PheValuator results |
| Reference manual: | PheValuator.html , PheValuator.pdf |
| Vignettes: |
Evaluating Phenotype Algorithms (source, R code) |
| Package source: | PheValuator_2.2.18.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): not available, r-oldrel (x86_64): not available |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.