An interpretable machine learning model for predicting in-hospital mortality in ICU patients with ventilator-associated pneumonia

Junying Wei; Heshan Cao; Mingling Peng; Yinzhou Zhang; Sibei Li; Wuhua Ma; Yuhui Li

doi:10.1371/journal.pone.0316526

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Open Access

Peer-reviewed

Research Article

An interpretable machine learning model for predicting in-hospital mortality in ICU patients with ventilator-associated pneumonia

Junying Wei ,

Roles Data curation, Methodology, Software, Visualization, Writing – original draft

¶‡ JW and HC are contributed equally to this work and share first authorship.

Affiliation First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China

https://orcid.org/0009-0001-7405-2087

⨯
Heshan Cao ,

Roles Data curation, Methodology, Software, Visualization, Writing – original draft

¶‡ JW and HC are contributed equally to this work and share first authorship.

Affiliation Department of Neurology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China
⨯
Mingling Peng,

Roles Validation, Writing – review & editing

Affiliation First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
⨯
Yinzhou Zhang,

Roles Validation, Writing – review & editing

Affiliation Department of Anesthesiology, Shanghai General Hospital, Shanghai Jiao Tong University, Shanghai, China
⨯
Sibei Li,

Roles Validation, Writing – review & editing

Affiliation Department of Anesthesiology, The Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China
⨯
Wuhua Ma,

Roles Supervision, Writing – review & editing

Affiliation Department of Anesthesiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
⨯
Yuhui Li

Roles Conceptualization, Supervision, Writing – review & editing

* E-mail: liliuyuhui@126.com

Affiliation Department of Anesthesiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China

https://orcid.org/0000-0001-5235-6090

⨯

An interpretable machine learning model for predicting in-hospital mortality in ICU patients with ventilator-associated pneumonia

Junying Wei,
Heshan Cao,
Mingling Peng,
Yinzhou Zhang,
Sibei Li,
Wuhua Ma,
Yuhui Li

Published: January 7, 2025
https://doi.org/10.1371/journal.pone.0316526

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