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Subgroup analyses are routinely performed in clinical trial analyses. From a methodological perspective, two key issues of subgroup analyses are multiplicity (even if only predefined subgroups are investigated) and the low sample sizes of subgroups which lead to highly variable estimates, see e.g. Yusuf et al (1991) <doi:10.1001/jama.1991.03470010097038>. This package implements subgroup estimates based on Bayesian shrinkage priors, see Carvalho et al (2019) <https://proceedings.mlr.press/v5/carvalho09a.html>. In addition, estimates based on penalized likelihood inference are available, based on Simon et al (2011) <doi:10.18637/jss.v039.i05>. The corresponding shrinkage based forest plots address the aforementioned issues and can complement standard forest plots in practical clinical trial analyses.
| Version: | 0.1.0 |
| Depends: | R (≥ 4.1) |
| Imports: | brms, broom, checkmate, dplyr, forcats, gbm, ggplot2, glmnet, MASS, Rcpp, splines2, stats, survival, tibble, tidyr, tidyselect, vdiffr |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0) |
| Published: | 2024-06-17 |
| DOI: | 10.32614/CRAN.package.bonsaiforest |
| Author: | Mar Vazquez Rabunal [aut], Daniel Sabanés Bové [aut], Marcel Wolbers [aut], Isaac Gravestock [cre], F. Hoffmann-La Roche AG [cph, fnd] |
| Maintainer: | Isaac Gravestock <isaac.gravestock at roche.com> |
| BugReports: | https://github.com/insightsengineering/bonsaiforest/issues |
| License: | Apache License 2.0 |
| URL: | https://github.com/insightsengineering/bonsaiforest/ |
| NeedsCompilation: | yes |
| Language: | en-US |
| Materials: | NEWS |
| CRAN checks: | bonsaiforest results |
| Reference manual: | bonsaiforest.pdf |
| Vignettes: |
Introduction |
| Package source: | bonsaiforest_0.1.0.tar.gz |
| Windows binaries: | r-devel: bonsaiforest_0.1.0.zip, r-release: bonsaiforest_0.1.0.zip, r-oldrel: bonsaiforest_0.1.0.zip |
| macOS binaries: | r-release (arm64): bonsaiforest_0.1.0.tgz, r-oldrel (arm64): bonsaiforest_0.1.0.tgz, r-release (x86_64): bonsaiforest_0.1.0.tgz, r-oldrel (x86_64): bonsaiforest_0.1.0.tgz |
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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.