Prediction of Extubation Failure for Intensive Care Unit Patients Using Light Gradient Boosting Machine

Prediction of Extubation Failure for Intensive Care Unit Patients Using Light Gradient Boosting Machine

Extubation failure is a complex and ongoing problem in the intensive care unit (ICU). It refers to the patients who require re-intubation after extubation (namely disconnection from mechanical ventilation). In these patients, extubation failure leads to severe risks associated with re-intubation and...

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Bibliographic Details
Main Authors: Tingting Chen, Jun Xu, Haochao Ying, Xiaojun Chen, Ruiwei Feng, Xueling Fang, Honghao Gao, Jian Wu
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Extubation failure prediction
feature importance
light gradient boosting machine
shapley additive explanations
Online Access:https://ieeexplore.ieee.org/document/8864987/

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