Can some algorithms of machine learning identify osteoporosis patients after training and testing some clinical information about patients?

Journal: BMC medical informatics and decision making
PMID: 40069777

Abstract

OBJECTIVE: This study was designed to establish a diagnostic model for osteoporosis by collecting clinical information from patients with and without osteoporosis. Various machine learning algorithms were employed for training and testing the model, evaluating its performance, and conducting validations to explore the most suitable machine learning algorithm.

Authors

  • Guixiong Huang
    Department of Orthopaedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China. huangguixiong@hust.edu.cn.
  • Weilin Zhu
    Shenzhen Health Development Research and Data Management Center, Shenzhen, 518028, China.
  • Yulong Wang
    Department of Rehabilitation Medicine, The First Affiliated Hospital of Shenzhen University, The Second People's Hospital of Shenzhen, Shenzhen, Guangdong, China.
  • Yizhou Wan
    Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, Level 3 A Block Box 165, Cambridge Biomedical Campus, Cambridge, CB2 0QQ, UK. yw435@cantab.net.
  • Kaifang Chen
    Department of Orthopaedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
  • Yanlin Su
    Department of Orthopaedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
  • Weijie Su
    Department of Orthopaedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
  • Lianxin Li
    Department of Orthopaedics, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China.
  • Pengran Liu
    Department of Orthopedics Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China. lprlprlprwd@163.com.
  • Xiao Dong Guo
    Department of Orthopaedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China. xiaodongguo@hust.edu.cn.

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