Pain Management physicians are often anesthesiologists, who have made their specialty the diagnosis and treatment of chronic pain. Patients who have completed treatment for a medical condition at a hospital or physician's office and are still experiencing pain, or whose pain is worsening are candidates for treatment by a pain management specialist..