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

Tingting Chen
Tingting Chen
Jun Xu
Jun Xu
Xiaojun Chen
Xiaojun Chen
Ruiwei Feng
Ruiwei Feng
Xueling Fang
Xueling Fang
Honghao Gao
Honghao Gao

IEEE ACCESS, pp. 150960.0-150968.0, 2019.

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Abstract:

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 is associated with increased mortalitie...More

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