Optimizing acute stroke outcome prediction models: Comparison of generalized regression neural networks and logistic regressions

Sheng Qu; Mingchao Zhou; Shengxiu Jiao; Zeyu Zhang; Kaiwen Xue; Jianjun Long; Fubing Zha; Yuan Chen; Jiehui Li; Qingqing Yang; Yulong Wang

doi:10.1371/journal.pone.0267747

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Open Access

Peer-reviewed

Research Article

Optimizing acute stroke outcome prediction models: Comparison of generalized regression neural networks and logistic regressions

Sheng Qu ,

Contributed equally to this work with: Sheng Qu, Mingchao Zhou, Yulong Wang

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China
⨯
Mingchao Zhou ,

Contributed equally to this work with: Sheng Qu, Mingchao Zhou, Yulong Wang

Roles Conceptualization, Formal analysis, Investigation, Methodology, Project administration, Resources, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China
⨯
Shengxiu Jiao,

Roles Methodology, Validation, Writing – original draft

Affiliation Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Shandong, China
⨯
Zeyu Zhang,

Roles Data curation, Formal analysis, Investigation

Affiliation School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China
⨯
Kaiwen Xue,

Roles Data curation, Investigation, Resources

Affiliation School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China
⨯
Jianjun Long,

Roles Project administration, Visualization

Affiliations Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China, School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China
⨯
Fubing Zha,

Roles Conceptualization, Project administration, Visualization

Affiliation Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China
⨯
Yuan Chen,

Roles Conceptualization, Data curation, Investigation, Resources

Affiliation Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China
⨯
Jiehui Li,

Roles Data curation

Affiliation School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China
⨯
Qingqing Yang,

Roles Data curation

Affiliation School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China
⨯
Yulong Wang

Contributed equally to this work with: Sheng Qu, Mingchao Zhou, Yulong Wang

Roles Conceptualization, Funding acquisition, Writing – review & editing

* E-mail: ylwang668@163.com

Affiliations Department of Rehabilitation, Shenzhen Second People’s Hospital, The First Affiliated Hospital of Shenzhen University Health Science Centre, Shenzhen, China, School of Rehabilitation Sciences, The Shandong University of Traditional Chinese Medicine, Shandong, China

https://orcid.org/0000-0002-0947-6967

⨯

Optimizing acute stroke outcome prediction models: Comparison of generalized regression neural networks and logistic regressions

Sheng Qu,
Mingchao Zhou,
Shengxiu Jiao,
Zeyu Zhang,
Kaiwen Xue,
Jianjun Long,
Fubing Zha,
Yuan Chen,
Jiehui Li,
Qingqing Yang

Published: May 11, 2022
https://doi.org/10.1371/journal.pone.0267747

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