Background: Patients at high risk for cardiac events often receive telemetry, however, overutilization of cardiac monitoring leads to unnecessary interventions and increased healthcare costs. The American Heart Association (AHA) recommends classification of cardiac risk via symptoms and clinical course for determining telemetry needs as Class I, II, or III from highest to lowest risk respectively. [...]