Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi; Jianyan Lin; Wudi Wei; Yaqin Qin; Sirun Meng; Xiaoyu Chen; Yueqi Li; Rongfeng Chen; Zongxiang Yuan; Yingmei Qin; Jiegang Huang; Bingyu Liang; Yanyan Liao; Li Ye; Hao Liang; Zhiman Xie; Junjun Jiang

doi:10.1371/journal.pntd.0010388

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Open Access

Peer-reviewed

Research Article

Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Jianyan Lin ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

Roles Data curation, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Wudi Wei ,

Contributed equally to this work with: Minjuan Shi, Jianyan Lin, Wudi Wei

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

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yaqin Qin,

Roles Data curation, Software, Writing – original draft

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Sirun Meng,

Roles Data curation, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Xiaoyu Chen,

Roles Formal analysis, Software

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Yueqi Li,

Roles Formal analysis, Software

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Rongfeng Chen,

Roles Data curation, Supervision

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Zongxiang Yuan,

Roles Investigation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yingmei Qin,

Roles Investigation

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
Jiegang Huang,

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Bingyu Liang,

Roles Validation

Affiliation Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China
⨯
Yanyan Liao,

Roles Validation

Affiliation Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Li Ye ,

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Hao Liang ,

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China
⨯
Zhiman Xie ,

Roles Conceptualization, Project administration, Supervision

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliation Fourth People’s Hospital of Nanning, Nanning, Guangxi, China
⨯
[ ... ],
Junjun Jiang

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

* E-mail: yeli@gxmu.edu.cn (LY); lianghao@gxmu.edu.cn (HL); 20060830xzm@163.com (ZX); jiangjunjun@gxmu.edu.cn (JJ)

Affiliations Guangxi Key Laboratory of AIDS Prevention and Treatment & School of Public Health, Guangxi Medical University, Nanning, Guangxi, China, Joint Laboratory for Emerging Infectious Diseases in China (Guangxi)-ASEAN, Life Sciences Institute, Guangxi Medical University, Nanning, Guangxi, China

https://orcid.org/0000-0003-4905-9348

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Machine learning-based in-hospital mortality prediction of HIV/AIDS patients with Talaromyces marneffei infection in Guangxi, China

Minjuan Shi,
Jianyan Lin,
Wudi Wei,
Yaqin Qin,
Sirun Meng,
Xiaoyu Chen,
Yueqi Li,
Rongfeng Chen,
Zongxiang Yuan,
Yingmei Qin

Published: May 4, 2022
https://doi.org/10.1371/journal.pntd.0010388

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