Ai World Journal - A Doctor's Role in Reinforcement Learning: An Example in Oncology Consider a scenario in oncology, where doctors treat cancer patients with a variety of treatment options such as surgery, chemotherapy, radiation, and immunotherapy. Deciding the best course of action for a specific patient can be a challenge, as factors like tumor size, location, genetic mutations, and the patient's overall health must all be taken into account.