In a multicenter cohort of 3,980 oral cavity squamous cell carcinoma patients, preoperative clinical and tumor features—including age, comorbidity, tumor subsite, size, clinical stage, and biopsy grade—predicted receipt and intensity of adjuvant therapy, with a predictive model AUC of 0.84.