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Machine learning-enabled risk prediction of chronic obstructive pulmonary disease with unbalanced data.
Wang, Xuchun; Ren, Hao; Ren, Jiahui; Song, Wenzhu; Qiao, Yuchao; Ren, Zeping; Zhao, Ying; Linghu, Liqin; Cui, Yu; Zhao, Zhiyang; Chen, Limin; Qiu, Lixia.
Affiliation
  • Wang X; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Ren H; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Ren J; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Song W; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Qiao Y; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Ren Z; Shanxi Centre for Disease Control and Prevention, Taiyuan, Shanxi 030012, China.
  • Zhao Y; Shanxi Centre for Disease Control and Prevention, Taiyuan, Shanxi 030012, China.
  • Linghu L; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China; Shanxi Centre for Disease Control and Prevention, Taiyuan, Shanxi 030012, China.
  • Cui Y; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Zhao Z; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China.
  • Chen L; The Fifth Hospital (Shanxi People's Hospital) of Shanxi Medical University, No. 29, Shuangtaji Street, Taiyuan, Shanxi 030012, China. Electronic address: sxchenlimin@163.com.
  • Qiu L; Department of Health Statistics, School of Public Health, Shanxi Medical University, 56 South XinJian Road, Taiyuan, Shanxi 030001, China. Electronic address: qlx_1126@163.com.
Comput Methods Programs Biomed ; 230: 107340, 2023 Mar.
Article in En | MEDLINE | ID: mdl-36640604
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pulmonary Disease, Chronic Obstructive Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Adolescent / Humans Language: En Journal: Comput Methods Programs Biomed Journal subject: INFORMATICA MEDICA Year: 2023 Document type: Article Affiliation country: Country of publication:
Fulltext
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Print
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Pulmonary Disease, Chronic Obstructive Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Adolescent / Humans Language: En Journal: Comput Methods Programs Biomed Journal subject: INFORMATICA MEDICA Year: 2023 Document type: Article Affiliation country: Country of publication: