Development and validation of a machine-learning model for predicting prognosis in critically ill patients undergoing major surgery

Authors

Yunliang Cui (ORCID: https://orcid.org/0000-0001-9927-5992)
Yingyi Qin (ORCID: https://orcid.org/0000-0002-3340-3776)
Xian Zhang (ORCID: https://orcid.org/0000-0003-3635-5930)
Zhixiong Wu (ORCID: https://orcid.org/0000-0002-7776-563X)
Tao Wang (ORCID: https://orcid.org/0000-0002-5178-6969)
Zhe Chen (ORCID: https://orcid.org/0000-0003-3044-545X)
Jihong Yuan (ORCID: https://orcid.org/0000-0003-2789-4334)
S. Zhang

Institutions

Second Military Medical University (CN)
Fudan University (CN)
Ruijin Hospital (CN)
Shanghai University of Traditional Chinese Medicine (CN)
Huadong Hospital (CN)
People's Liberation Army 401 Hospital (CN)
Shanghai Sixth People's Hospital (CN)
Seventh People's Hospital of Shanghai (CN)

Publication Details

Journal: BMC Medical Informatics and Decision Making
Published: 2025-10-29
DOI: https://doi.org/10.1186/s12911-025-03240-z
Primary Topic: Sepsis Diagnosis and Treatment
Type: article
Field-Weighted Citation Impact: 0.00

Funders

Massachusetts Institute of Technology
Shanghai Jiao Tong University
School of Medicine, Shanghai Jiao Tong University

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article

Development and validation of a machine-learning model for predicting prognosis in critically ill patients undergoing major surgery

Yunliang Cui, Yingyi Qin, Xian Zhang, Zhixiong Wu et al.

Oct 29, 2025

BMC Medical Informatics and Decision Making

Sepsis Diagnosis and Treatment

article

Development and validation of a machine-learning model for predicting prognosis in critically ill patients undergoing major surgery

Yunliang Cui, Yingyi Qin, Xian Zhang, Zhixiong Wu, Tao Wang, Zhe Chen, Jihong Yuan, S. Zhang

October 29, 2025article en

Abstract

No abstract available for this paper.

BMC Medical Informatics and Decision MakingVol. 25(1)

Second Military Medical University (CN), Fudan University (CN), Ruijin Hospital (CN), Shanghai University of Traditional Chinese Medicine (CN), Huadong Hospital (CN), People's Liberation Army 401 Hospital (CN), Shanghai Sixth People's Hospital (CN), Seventh People's Hospital of Shanghai (CN)

Massachusetts Institute of Technology, Shanghai Jiao Tong University, School of Medicine, Shanghai Jiao Tong University

Openalex Percentile: Top 58%

Sepsis Diagnosis and Treatment

DOI Open Access PDF OpenAlex

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Development and validation of a machine-learning model for predicting prognosis in critically ill patients undergoing major surgery — Yunliang Cui, Yingyi Qin, et al. · BMC Medical Informatics and Decision Making (2025) | TGRS Research Map | TGRS