SYSTEM AND METHOD FOR COMPLIANCE PREDICTION BASED ON DEVICE USAGE AND PATIENT DEMOGRAPHICS

SYSTEM AND METHOD FOR COMPLIANCE PREDICTION BASED ON DEVICE USAGE AND PATIENT DEMOGRAPHICS

A system and method for providing compliance predictions for using a respiratory pressure therapy device in a treatment regimen is disclosed. The system includes a respiratory pressure therapy device having a transmitter and an air control device to provide respiratory therapy to a patient. The resp...

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Bibliographische Detailangaben
Hauptverfasser: GAO, Zhao, RAGHAVAN, Badri, MYJER, Ian William Charles, SHUKLA, Prakhar, HOFLER, Timothy, WOO, Sunghee, KOHLI, Amar, STEFFERSON, Michael, DEY, Sourav Raj, MAYNARD, John E, LADHA, Manish, DITTMER, Grant Hilton, NG, Alexander Bruce, CARPENTER, Jason Matthew, HERNANDEZ, Ryan Matnew, HITOV, Sam, GHOSHAL, Kaushik, FIEDLER, Alexander M, HO, Yuen Sang, MOHTA, Vivek, SUNDERJI, Tameez, KUCAN, Jakov, BAKER, Stanley Jackson Spencer, HAYES, Josh, CHEN, Justin
Format: Patent
Sprache:eng
Schlagworte:
HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA
INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS
PHYSICS
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Beschreibung
Zusammenfassung:A system and method for providing compliance predictions for using a respiratory pressure therapy device in a treatment regimen is disclosed. The system includes a respiratory pressure therapy device having a transmitter and an air control device to provide respiratory therapy to a patient. The respiratory pressure therapy device collects operational data and transmits the collected operational data. Demographic data of the patient is collected. A predicted compliance with the treatment regimen is determined based on inputting operational data and demographic data to a machine learning compliance prediction model having a compliance prediction output. The machine learning model is trained from the operational data and demographic data of a population of patients using respiratory pressure therapy devices.