Identifying factors associated with locomotive syndrome using machine learning methods: The third survey of the research on osteoarthritis/osteoporosis against disability study.

Journal: Geriatrics & gerontology international
PMID:

Abstract

AIM: To identify factors associated with locomotive syndrome (LS) using medical questionnaire data and machine learning.

Authors

  • Eri Nakahara
    NTT Basic Research Laboratories, Bio-Medical Informatics Research Center, Atsugi-shi, Japan.
  • Toshiko Iidaka
    Department of Preventive Medicine for Locomotive Organ Disorders, 22Nd Century Medical and Research Center, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-Ku, Tokyo, 113-8655, Japan.
  • Akihiro Chiba
    NTT Basic Research Laboratories, Bio-Medical Informatics Research Center, Atsugi-shi, Japan.
  • Hisashi Kurasawa
    University of Tokyo, Tokyo, Japan Nippon Telegraph and Telephone Corporation, Tokyo, Japan.
  • Akinori Fujino
    Nippon Telegraph and Telephone Corporation, Tokyo, Japan.
  • Nagisa Shiomi
    NTT Basic Research Laboratories, Bio-Medical Informatics Research Center, Atsugi-shi, Japan.
  • Hirohito Maruyama
    Department of Prevention Medicine for Locomotive Organ Disorders, 22nd Century Medical and Research Center, The University of Tokyo, Tokyo, Japan.
  • Chiaki Horii
    Department of Orthopedic Surgery, Sensory and Motor System Medicine, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
  • Shigeyuki Muraki
    Department of Prevention Medicine for Locomotive Organ Disorders, 22nd Century Medical and Research Center, The University of Tokyo, Tokyo, Japan.
  • Hiroyuki Oka
    Department of Preventive Medicine for Locomotive Organ Disorders, 22nd Century Medical & Research Center, Faculty of Medicine, University of Tokyo, Tokyo, Japan.
  • Hiroshi Kawaguchi
    Nadogaya Hospital, Kashiwa-shi, Japan.
  • Kozo Nakamura
    Towa Hospital, Tokyo, Japan.
  • Toru Akune
    National Rehabilitation Center for Persons with Disabilities, Tokorosawa-shi, Japan.
  • Sakae Tanaka
    Department of Orthopedic Surgery, Sensory and Motor System Medicine, Graduate School of Medicine, University of Tokyo, Tokyo, Japan.
  • Noriko Yoshimura
    Department of Preventive Medicine for Locomotive Organ Disorders, 22nd Century Medical and Research Center, The University of Tokyo, Tokyo, 113-8655, Japan.