The typical ER patient has about sixty documents in his or her medical history, which takes considerable time for clinicians to review and ingest. MedStar developed a machine learning system that rapidly scans the complete patient record and provides recommendations regarding the patient’s presenting symptoms, freeing doctors and nurses to render care for their patients.