System and method for identifying low clinical value telemetry cases

A telemetry analysis system configured to generate a telemetry indication score for a patient, comprising:

• a database comprising medical information about the patient, comprising one or more patient demographics, one or more physiological measurements, and/or a patient diagnosis;
• a decision support tool, wherein the decision support tool utilizes telemetry guidelines;
• a classifier trained to generate a telemetry indication score for the patient comprising a probability of whether the patient is likely to meet the telemetry guidelines;
• a processor configured to:
• (i) receive the medical information from the database;
• (ii) direct the decision support tool to analyze the received medical information;
• (iii) direct the classifier to determine the telemetry indication score for the patient;
• and (iv) generate a telemetry indication report for the patient;
• and
• a user interface configured to provide the generated telemetry indication report for the patient, wherein the telemetry indication report comprises the telemetry indication score and further wherein the telemetry indication report comprises evidence supporting the telemetry indication score.