Prediction of depression risk in middle-aged and elderly Cardiovascular-Kidney-Metabolic syndrome patients by social and environmental determinants of health: an interpretable machine learning approach using longitudinal data from China.

Abstract

Authors

• Xinyi Xu
  School of Micro-Nano Electronics, ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University, Hangzhou 310027, China.
• Xinru Li
  College of Health Management, China Medical University, Shenyang, Liaoning Province, China.
• Xiyan Li
  Key Laboratory of Philosophy and Social Sciences of Colleges and Universities in Guangdong Province for Collaborative Innovation of Health Management Policy and Precision Health Service, Guangzhou, China.
• Benli Xue
  School of Public Health, Southern Medical University, Guangzhou, China.
• Xiao Zheng
  School of Computer, National University of Defense Technology, Deya Road, Changsha 410073, China.
• Shujuan Xiao
  School of Public Health, Southern Medical University, Guangzhou, China.
• Lingli Yang
  Key Laboratory of Philosophy and Social Sciences of Colleges and Universities in Guangdong Province for Collaborative Innovation of Health Management Policy and Precision Health Service, Guangzhou, China.
• Xinyi Zhang
  Department of Gastroenterology, The First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, China.
• Chengyu Chen
  Key Laboratory of Philosophy and Social Sciences of Colleges and Universities in Guangdong Province for Collaborative Innovation of Health Management Policy and Precision Health Service, Guangzhou, China.
• Ting Zheng
  Department of Medical Oncology, The First People's Hospital of Linping District, Hangzhou, 311100, Zhejiang Province, China. zz_tt666@163.com.
• Yuyang Li
  Department of Oral and Maxillofacial Surgery Hospital of Stomatology Jilin University Changchun China.
• Yanan Wang
  Vasculocardiology Department, The Third People's Hospital of Datong, Datong, Shanxi, China.
• Jianan Han
  School of Health Management, Southern Medical University, Guangzhou, China.
• Haoran Wu
  Key Laboratory of Philosophy and Social Sciences of Colleges and Universities in Guangdong Province for Collaborative Innovation of Health Management Policy and Precision Health Service, Guangzhou, China.
• Mengjie Zhang
  Centre for Data Science and Artificial Intelligence, Victoria University of Wellington, Wellington, New Zealand.
• Yanming Liao
  School of Health Management, Southern Medical University, Guangzhou, China.
• Siyi Bai
  College of Humanities and Social Sciences, Guangxi Medical University, Nanning, China.
• Nan Zeng
  School of Public Health, Southern Medical University, Guangzhou, China. znshuyu@126.com.
• Chichen Zhang
  Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, Sichuan, China.

Keywords

External Resources