A large UK cohort study developed and externally validated a 100‑day prognostic model for allopurinol‑induced severe cutaneous adverse reactions (SCAR). Key predictors include age, CKD stage, high initial dose, and Asian ethnicity; discrimination was good (C≈0.8).