R script implementing 11 ML algorithms with 107 parameter permutations for RA biomarker screening. Performs feature selection, model construction, and multi-cohort AUC evaluation. Outputs risk scores, classifications, gene importance matrices, and heatmaps. Fully reproducible code for the study.