In XGBoost (Figures 8, 9, 10, and 11), the gain‐based embedded importance in XGBoost displayed a nearly identical pattern: arthritis held the top rank, with albumin and oral ulcers next, followed by PT and anti‐DNA. This evidence concerns the gene ALB and arthritic joint disease.