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A correlation-based feature analysis of physical examination indicators can help predict the overall underlying health status using machine learning.
Wang, Haixin; Shuai, Ping; Deng, Yanhui; Yang, Jiyun; Shi, Yi; Li, Dongyu; Yong, Tao; Liu, Yuping; Huang, Lulin.
Affiliation
  • Wang H; Sichuan Provincial Key Laboratory for Human Disease Gene Study, Center for Medical Genetics, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
  • Shuai P; Research Unit for Blindness Prevention of Chinese Academy of Medical Sciences (2019RU026), Sichuan Academy of Medical Sciences, 32 The First Ring Road West 2, Chengdu, 610072, Sichuan, China.
  • Deng Y; Health Management Center and Physical Examination Center of Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
  • Yang J; Sichuan Provincial Key Laboratory for Human Disease Gene Study, Center for Medical Genetics, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
  • Shi Y; Research Unit for Blindness Prevention of Chinese Academy of Medical Sciences (2019RU026), Sichuan Academy of Medical Sciences, 32 The First Ring Road West 2, Chengdu, 610072, Sichuan, China.
  • Li D; Sichuan Provincial Key Laboratory for Human Disease Gene Study, Center for Medical Genetics, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
  • Yong T; Sichuan Provincial Key Laboratory for Human Disease Gene Study, Center for Medical Genetics, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
  • Liu Y; Health Management Center and Physical Examination Center of Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
  • Huang L; Medical Information Center of Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
Sci Rep ; 12(1): 19626, 2022 11 15.
Article in En | MEDLINE | ID: mdl-36379988
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Health Status / Machine Learning Type of study: Prognostic_studies / Risk_factors_studies Aspects: Determinantes_sociais_saude / Patient_preference Limits: Humans Country/Region as subject: Asia Language: En Journal: Sci Rep Year: 2022 Document type: Article
Fulltext
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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Health Status / Machine Learning Type of study: Prognostic_studies / Risk_factors_studies Aspects: Determinantes_sociais_saude / Patient_preference Limits: Humans Country/Region as subject: Asia Language: En Journal: Sci Rep Year: 2022 Document type: Article