This paper reviews prognostic models for predicting the risk of seizures and epilepsy after stroke, brain tumors, and traumatic brain injury. It evaluates clinical scores like SeLECT, CAVE, and PTE nomograms, highlighting their predictive accuracy, limitations, and real-world utility.