Package: psfmi Type: Package Depends: R (>= 4.0.0), Imports: ggplot2, norm, survival, mitools, pROC, rms, magrittr, rsample, mice, mitml, cvAUC, dplyr, purrr, tidyr, tibble, stringr, lme4, car Suggests: foreign (>= 0.8-80), knitr, rmarkdown, testthat (>= 3.0.0), bookdown, readr, gtools, covr Title: Prediction Model Pooling, Selection and Performance Evaluation Across Multiply Imputed Datasets Version: 1.4.0 Authors@R: c( person("Martijn", "Heymans", email = "mw.heymans@amsterdamumc.nl", role=c("cre", "aut"), comment = c(ORCID = "0000-0002-3889-0921")), person("Iris", "Eekhout", email = "iris.eekhout@tno.nl", role=c("ctb"))) Description: Pooling, backward and forward selection of linear, logistic and Cox regression models in multiply imputed datasets. Backward and forward selection can be done from the pooled model using Rubin's Rules (RR), the D1, D2, D3, D4 and the median p-values method. This is also possible for Mixed models. The models can contain continuous, dichotomous, categorical and restricted cubic spline predictors and interaction terms between all these type of predictors. The stability of the models can be evaluated using (cluster) bootstrapping. The package further contains functions to pool model performance measures as ROC/AUC, Reclassification, R-squared, scaled Brier score, H&L test and calibration plots for logistic regression models. Internal validation can be done across multiply imputed datasets with cross-validation or bootstrapping. The adjusted intercept after shrinkage of pooled regression coefficients can be obtained. Backward and forward selection as part of internal validation is possible. A function to externally validate logistic prediction models in multiple imputed datasets is available and a function to compare models. For Cox models a strata variable can be included. Eekhout (2017) . Wiel (2009) . Marshall (2009) . Encoding: UTF-8 LazyData: true RoxygenNote: 7.2.3 License: GPL (>= 2) URL: https://mwheymans.github.io/psfmi/ BugReports: https://github.com/mwheymans/psfmi/issues/ VignetteBuilder: knitr Config/testthat/edition: 3 Config/pak/sysreqs: cmake make libicu-dev libuv1-dev libx11-dev zlib1g-dev Repository: https://mwheymans.r-universe.dev Date/Publication: 2025-10-26 14:50:39 UTC RemoteUrl: https://github.com/mwheymans/psfmi RemoteRef: HEAD RemoteSha: 6b4fdf7d79d881936e5741b864a7fb04ca66e58c NeedsCompilation: no Packaged: 2026-07-04 06:23:49 UTC; root Author: Martijn Heymans [cre, aut] (ORCID: ), Iris Eekhout [ctb] Maintainer: Martijn Heymans