Early prediction of noninvasive ventilation failure after extubation: development and validation of a machine-learning model

被引:0
作者
Huan Wang
Qin-Yu Zhao
Jing-Chao Luo
Kai Liu
Shen-Ji Yu
Jie-Fei Ma
Ming-Hao Luo
Guang-Wei Hao
Ying Su
Yi-Jie Zhang
Guo-Wei Tu
Zhe Luo
机构
[1] Fudan University,Department of Critical Care Medicine, Zhongshan Hospital
[2] Australian National University,College of Engineering and Computer Science
[3] Fudan University,Shanghai Medical College
[4] Fudan University,Department of Critical Care Medicine, Xiamen Branch, Zhongshan Hospital
[5] Shanghai Key Lab of Pulmonary Inflammation and Injury,undefined
来源
BMC Pulmonary Medicine | / 22卷
关键词
Non-invasive mechanical ventilation failure; Recursive feature elimination; Hyperparameter optimization; Categorical Boosting; Prospective validation;
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