Background: Case Managers (CM) are now a standard presence in emergency departments (ED) of large hospitals, partnering with ED and Hospital Medicine providers to improve care. They are integral in improving hospital throughput and reducing unnecessary hospital admissions and readmissions. Case Managers generally identify high-risk patients using a manual chart review process or by provider [...]