Seizure prophylaxis is typically initiated in patients who have a known high risk of seizures. This includes those with newly diagnosed brain tumors, post-operative patients, and those about to undergo radiation therapy involving the brain. The decision should be individualized based on the patient's overall risk profile and the type of cancer treatment they are receiving.