A machine learning based survival prediction model for advanced parotid gland mucoepidermoid carcinoma

• We developed a survival prediction ML model for patients with advanced parotid MEC. • The Cox proportional hazard, conditional survival forest, random survival forest, and DeepSurv model were used. • ML techniques have satisfactory results in predicting survival in real-world data.