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Fengrui Xu

Government of the People's Republic of China - Chinese PLA General Hospital

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An Ensemble Machine Learning Approach Integrating Hemodynamic and Echocardiographic Features for Acute Mountain Sickness Risk Stratification: A Prospective Multicenter Analysis

Number of pages: 51 Posted: 20 Apr 2026
Feng Li, Xiao Liu, Peng Zhou, Daijun Zhou, Jianbin Li, Bao Liu, Chenchen Ji, Zhengyao Chang, Fengrui Xu, Bin Ouyang, Qunke Tang, Haiyan Li, Shaojie Liu, Shilei An, Cuiqing Yan, Yuan Zhao, Pengcheng Shi, Ying Zhang, Dong Li, Shaohua Zhang, Mingxing Lei and Jiandong Wang
Government of the People's Republic of China - Fifth Medical Centre, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, General Hospital of Western Theater Command, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Capital Medical University, First Medical Center of Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Xining First People's Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, Government of the People's Republic of China - Chinese PLA General Hospital, General Hospital of Western Theater Command, Government of the People's Republic of China - Fifth Medical Centre, Government of the People's Republic of China - Chinese PLA General Hospital and Government of the People's Republic of China - Chinese PLA General Hospital
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Abstract:

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Acute mountain sickness, machine learning, predictive model, ensemble learning, high-altitude medicine, echocardiography, LASSO regression