Explainable machine learning for early prediction of sepsis in traumatic brain injury: A discovery and validation study

Wenchi Liu; Xing Yu; Jinhong Chen; Weizhi Chen; Qiaoyi Wu

doi:10.1371/journal.pone.0313132

Loading metrics

Open Access

Peer-reviewed

Research Article

Explainable machine learning for early prediction of sepsis in traumatic brain injury: A discovery and validation study

Wenchi Liu ,

Contributed equally to this work with: Wenchi Liu, Xing Yu

Roles Conceptualization, Data curation, Funding acquisition, Methodology, Writing – original draft

Affiliations Department of Trauma Center/Emergency Surgery, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China, Department of Trauma Center/Emergency Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
⨯
Xing Yu ,

Contributed equally to this work with: Wenchi Liu, Xing Yu

Roles Conceptualization, Writing – review & editing

Affiliations Department of Geriatrics, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China, Department of Geriatrics, National Regional Medical Center, Binhai Campus of The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
⨯
Jinhong Chen,

Roles Investigation, Visualization

Affiliations Department of Trauma Center/Emergency Surgery, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China, Department of Trauma Center/Emergency Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
⨯
Weizhi Chen,

Roles Methodology, Validation, Visualization

Affiliations Department of Trauma Center/Emergency Surgery, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China, Department of Trauma Center/Emergency Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China
⨯
Qiaoyi Wu

Roles Writing – review & editing

* E-mail: lemonzh2@163.com

Affiliations Department of Trauma Center/Emergency Surgery, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China, Department of Trauma Center/Emergency Surgery, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fuzhou, China

https://orcid.org/0009-0004-6120-8689

⨯

Explainable machine learning for early prediction of sepsis in traumatic brain injury: A discovery and validation study

Wenchi Liu,
Xing Yu,
Jinhong Chen,
Weizhi Chen,
Qiaoyi Wu

Published: November 11, 2024
https://doi.org/10.1371/journal.pone.0313132

Reader Comments (0)

Post a new comment on this article

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Sepsis
Is the Subject Area "Sepsis" applicable to this article?

Thanks for your feedback.
Traumatic brain injury
Is the Subject Area "Traumatic brain injury" applicable to this article?

Thanks for your feedback.
Medical risk factors
Is the Subject Area "Medical risk factors" applicable to this article?

Thanks for your feedback.
Forecasting
Is the Subject Area "Forecasting" applicable to this article?

Thanks for your feedback.
Diabetes mellitus
Is the Subject Area "Diabetes mellitus" applicable to this article?

Thanks for your feedback.
Blood transfusion
Is the Subject Area "Blood transfusion" applicable to this article?

Thanks for your feedback.
Intensive care units
Is the Subject Area "Intensive care units" applicable to this article?

Thanks for your feedback.
Support vector machines
Is the Subject Area "Support vector machines" applicable to this article?

Thanks for your feedback.