Package: rmsb Title: Bayesian Regression Modeling Strategies Version: 1.1-3 Date: 2026-06-18 Authors@R: c(person(given = "Frank", family = "Harrell", role = c("aut", "cre"), email = "fh@fharrell.com", comment = c(ORCID = "0000-0002-8271-5493")), person(given = "Ben", family = "Goodrich", role = "ctb", email = "benjamin.goodrich@columbia.edu", comment = "contributed Stan code"), person(given = "Ben", family = "Bolker", role = "ctb", comment = "wrote original code that is folded into the pdensityContour function"), person(given = "Doug", family = "Bates", role = "ctb", comment = "write original code for highest posterior density interval that is folded into the HPDint function")) Description: A Bayesian companion to the 'rms' package, 'rmsb' provides Bayesian model fitting, post-fit estimation, and graphics. It implements Bayesian regression models whose fit objects can be processed by 'rms' functions such as 'contrast()', 'summary()', 'Predict()', 'nomogram()', and 'latex()'. The fitting function currently implemented in the package is 'blrm()' for Bayesian logistic binary and ordinal regression with optional clustering, censoring, and departures from the proportional odds assumption using the partial proportional odds model of Peterson and Harrell (1990) . License: GPL (>= 3) Encoding: UTF-8 URL: https://hbiostat.org/R/rmsb/ Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 Biarch: true Depends: R (>= 3.4.0), rms (>= 8.0-0) Imports: methods, Rcpp (>= 0.12.0), rstan (>= 2.26.23), Hmisc (>= 5.2-3), survival (>= 3.1-12), ggplot2, MASS, cluster, digest, knitr, loo LinkingTo: BH (>= 1.66.0), Rcpp (>= 0.12.0), RcppEigen (>= 0.3.3.3.0), RcppParallel (>= 5.0.1), rstan (>= 2.18.1), rstantools, StanHeaders (>= 2.18.0) Suggests: cmdstanr, bayesplot, mice Additional_repositories: https://mc-stan.org/r-packages/ SystemRequirements: GNU make Config/pak/sysreqs: cmake make libicu-dev libuv1-dev Repository: https://harrelfe.r-universe.dev Date/Publication: 2026-06-18 23:07:08 UTC RemoteUrl: https://github.com/harrelfe/rmsb RemoteRef: HEAD RemoteSha: 4943e98888d296bbe37c2a016f922d1705de48af NeedsCompilation: yes Packaged: 2026-07-05 13:42:16 UTC; root Author: Frank Harrell [aut, cre] (ORCID: ), Ben Goodrich [ctb] (contributed Stan code), Ben Bolker [ctb] (wrote original code that is folded into the pdensityContour function), Doug Bates [ctb] (write original code for highest posterior density interval that is folded into the HPDint function) Maintainer: Frank Harrell