Method and Apparatus for Inferring Elevated Pulmonary Capillary Wedge Pressures from Single-Lead Electrocardiogram Telemetry Data

A system and method are provided for monitoring patients with heart failure. The method includes receiving physiological data associated with a patient. The method also includes determining a data portion satisfying a signal-quality-index condition. The method also includes determining a probability value for the data portion with a model developed, for example, via machine learning using training data. The method also includes determining whether an exacerbation condition is satisfied based on the probability value, and, in response to determining that the exacerbation condition is satisfied, generating and transmitting an exacerbation alert associated with the patient.

Researchers

Collin M Stultz / Eugene Pomerantsev / Ridwan Alam / Daphne Schlesinger

Departments: Dept of Electrical Engineering & Computer Science
Technology Areas: Artificial Intelligence (AI) and Machine Learning (ML) / Biomaterials & Bioelectronics: Health Monitoring / Biotechnology: Biomedical Devices & Systems, Sensors & Monitoring
Impact Areas: Healthy Living

  • method and apparatus for determining abnormal cardiac conditions non-invasively
    United States of America | Pending

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