MACHINE LEARNING-BASED SYSTEM FOR ESTIMATING GLUCOSE VALUES BASED ON BLOOD GLUCOSE MEASUREMENTS AND CONTEXTUAL ACTIVITY DATA

MACHINE LEARNING-BASED SYSTEM FOR ESTIMATING GLUCOSE VALUES BASED ON BLOOD GLUCOSE MEASUREMENTS AND CONTEXTUAL ACTIVITY DATA

A method for estimating glucose values of a user and an insulin infusion and management system are provided. The insulin infusion and management system can include an insulin infusion device configured to deliver insulin to a user; a blood glucose meter; a source of user activity data; and a process...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Agrawal, Pratik, Hoebing, John, Zhong, Yuxiang, McMahon, Chantal M, Neemuchwala, Huzefa F
Format: Patent
Sprache:eng
Schlagworte:
DIAGNOSIS
HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATIONTECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING ORPROCESSING OF MEDICAL OR HEALTHCARE DATA
HUMAN NECESSITIES
HYGIENE
IDENTIFICATION
INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTEDFOR SPECIFIC APPLICATION FIELDS
MEDICAL OR VETERINARY SCIENCE
PHYSICS
SURGERY
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Beschreibung
Zusammenfassung:A method for estimating glucose values of a user and an insulin infusion and management system are provided. The insulin infusion and management system can include an insulin infusion device configured to deliver insulin to a user; a blood glucose meter; a source of user activity data; and a processor-based computing device that supports data communication with the insulin infusion device. A processor device of the computing device can perform a method for estimating glucose values of a user. In accordance with the method, a first set of inputs can be received and processed via an estimation model for a user to generate a set of estimated glucose values that track actual glucose values.