Medical necessity refers to healthcare services or products that a physician, exercising prudent clinical judgment, would provide to a patient for the purpose of preventing, diagnosing, or treating an illness, injury, disease, or its symptoms. In the context of cancer, these services may include diagnostic tests, treatments like chemotherapy and radiation, and supportive care.