Publications by authors named "Danilo F de Carvalho"
Data-driven meal events detection using blood glucose response patterns.
BMC Med Inform Decis Mak
December 2023
Article Synopsis
- In diabetes management, meal events significantly impact blood glucose variations but are influenced by various external factors, necessitating a personalized approach for meal detection.
- The proposed method involves training machine learning models to identify individual meal response patterns in blood glucose (BG) signals, filtering out noise from non-meal events.
- Results demonstrate effective daily meal detection with a reasonable balance between true meal identification and false alarms, particularly when ample reliable training data is available.