Prediction of Blood Glucose Concentration Based on OptiScanner and XGBoost in ICU

Prediction of Blood Glucose Concentration Based on OptiScanner and XGBoost in ICU

Hyperglycemia, a stress-induced physiological condition, is associated with severe complications, including sepsis, multiple organ failure, and higher mortality rates. The seminal 2001 Leuven study highlighted the potential for strict blood glucose control (80-110 mg/dL) to lower mortality rates by...

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Bibliographic Details
Main Authors: Chun-Han Lin, Chien-Liang Liu
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Hyperglycemia
blood glucose monitoring
OptiScanner
XGBoost
machine learning
LASSO model
Online Access:https://ieeexplore.ieee.org/document/10287341/

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