Code
sessionInfo()
R version 4.2.3 (2023-03-15)
Platform: x86_64-apple-darwin17.0 (64-bit)
Running under: macOS Big Sur ... 10.16

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRlapack.dylib

locale:
[1] en_GB.UTF-8/en_GB.UTF-8/en_GB.UTF-8/C/en_GB.UTF-8/en_GB.UTF-8

attached base packages:
[1] grid      parallel  stats     graphics  grDevices utils     datasets 
[8] methods   base     

other attached packages:
 [1] epiR_2.0.76          survival_3.7-0       GGally_2.2.1        
 [4] ggrepel_0.9.6        ggbeeswarm_0.7.2     glmnet_4.1-8        
 [7] Matrix_1.6-4         pROC_1.18.5          kernlab_0.9-32      
[10] caret_6.0-94         lattice_0.22-6       randomForest_4.7-1.1
[13] DT_0.33              data.table_1.16.2    lubridate_1.9.3     
[16] forcats_1.0.0        stringr_1.5.1        purrr_1.0.2         
[19] readr_2.1.5          tidyr_1.3.1          tibble_3.2.1        
[22] ggplot2_3.5.1        tidyverse_2.0.0      dplyr_1.1.4         
[25] mclust_6.0.1         pheatmap_1.0.12      readxl_1.4.3        

loaded via a namespace (and not attached):
 [1] colorspace_2.1-1        class_7.3-22            flextable_0.9.6        
 [4] proxy_0.4-27            listenv_0.9.1           prodlim_2024.06.25     
 [7] fansi_1.0.6             xml2_1.3.6              codetools_0.2-20       
[10] splines_4.2.3           knitr_1.48              jsonlite_1.8.9         
[13] compiler_4.2.3          fastmap_1.2.0           cli_3.6.3              
[16] htmltools_0.5.8.1       tools_4.2.3             gtable_0.3.5           
[19] glue_1.8.0              reshape2_1.4.4          Rcpp_1.0.13            
[22] cellranger_1.1.0        fontquiver_0.2.1        vctrs_0.6.5            
[25] nlme_3.1-164            iterators_1.0.14        timeDate_4041.110      
[28] gower_1.0.1             xfun_0.48               globals_0.16.3         
[31] timechange_0.3.0        lifecycle_1.0.4         future_1.34.0          
[34] MASS_7.3-58.2           zoo_1.8-12              scales_1.3.0           
[37] ipred_0.9-15            ragg_1.3.3              hms_1.1.3              
[40] fontLiberation_0.1.0    RColorBrewer_1.1-3      pander_0.6.5           
[43] gdtools_0.4.0           rpart_4.1.23            stringi_1.8.3          
[46] fontBitstreamVera_0.1.1 foreach_1.5.2           e1071_1.7-16           
[49] zip_2.3.1               hardhat_1.4.0           lava_1.8.0             
[52] shape_1.4.6.1           rlang_1.1.4             pkgconfig_2.0.3        
[55] systemfonts_1.1.0       evaluate_1.0.1          sf_1.0-15              
[58] ggstats_0.9.0           recipes_1.1.0           htmlwidgets_1.6.4      
[61] tidyselect_1.2.1        parallelly_1.38.0       plyr_1.8.9             
[64] magrittr_2.0.3          R6_2.5.1                generics_0.1.3         
[67] DBI_1.2.3               pillar_1.9.0            withr_3.0.1            
[70] units_0.8-5             nnet_7.3-19             future.apply_1.11.2    
[73] uuid_1.2-1              KernSmooth_2.23-22      utf8_1.2.4             
[76] tzdb_0.4.0              rmarkdown_2.28          officer_0.6.7          
[79] ModelMetrics_1.2.2.2    digest_0.6.37           classInt_0.4-10        
[82] textshaping_0.4.0       openssl_2.2.2           stats4_4.2.3           
[85] munsell_0.5.1           beeswarm_0.4.0          BiasedUrn_2.0.12       
[88] vipor_0.4.7             askpass_1.2.1