Construction and application of machine learning models for predicting intradialytic hypotension

Pingping Wang; Ningjie Xu; Lingping Wu; Yue Hong; Yihui Qu; Zhijian Ren; Qun Luo; Kedan Cai

doi:10.1371/journal.pone.0333357

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Open Access

Peer-reviewed

Research Article

Construction and application of machine learning models for predicting intradialytic hypotension

Pingping Wang,

Roles Conceptualization, Data curation, Funding acquisition, Software, Validation, Writing – original draft, Writing – review & editing

Affiliations Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China, Department of Rehabilitation, Ninghai First Hospital, Ningbo, PR China
⨯
Ningjie Xu,

Roles Software, Validation, Writing – original draft, Writing – review & editing

Affiliations Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China, Health Science center, Ningbo University, Ningbo, PR China
⨯
Lingping Wu,

Roles Data curation, Software, Validation, Writing – review & editing

Affiliation Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China
⨯
Yue Hong,

Roles Software, Validation, Writing – review & editing

Affiliation Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China
⨯
Yihui Qu,

Roles Data curation, Writing – review & editing

Affiliations Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China, Health Science center, Ningbo University, Ningbo, PR China
⨯
Zhijian Ren,

Roles Software, Validation, Writing – review & editing

Affiliations Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China, Department of Nephrology, Ninghai Country Hospital of Traditional Chinese Medicine, Ningbo, PR China
⨯
Qun Luo,

Roles Conceptualization, Funding acquisition, Writing – review & editing

Affiliation Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China
⨯
Kedan Cai

Roles Conceptualization, Data curation, Software, Validation, Writing – original draft, Writing – review & editing

^{^*} caikedan@ucas.edu.cn

Affiliation Department of Nephrology, Ningbo No. 2 Hospital, Ningbo, PR China

https://orcid.org/0000-0003-3169-5143

⨯

Construction and application of machine learning models for predicting intradialytic hypotension

Pingping Wang,
Ningjie Xu,
Lingping Wu,
Yue Hong,
Yihui Qu,
Zhijian Ren,
Qun Luo,
Kedan Cai

Published: October 8, 2025
https://doi.org/10.1371/journal.pone.0333357

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