Gait Characteristics Associated with Walking Speed in Postoperative Patients with Adult Spinal Deformity Extracted by Machine Learning.

Journal: Annals of biomedical engineering
Published Date: May 8, 2025

Abstract

PURPOSE: Patients with adult spinal deformity (ASD) are unable to walk faster even after spinal fixation. Gait rehabilitation that focuses on movements associated with reduced speed may help improve gait function. This study aimed to identify the gait characteristics associated with walking velocity in postoperative patients with ASD.

Authors

  • Naoto Mano
    Department of Physical Medicine and Rehabilitation, Graduate School of Medicine, Kansai Medical University, 2-5-1 Shinmachi, Hirakata, Osaka, 573-1010, Japan. naotoman830@icloud.com.
  • Kimihiko Mori
    Department of Physical Therapy, Faculty of Rehabilitation, Kansai Medical University, 18-89, Uyamahigashimachi, Hirakata, Osaka, 573-1136, Japan.
  • Tomohiro Ushikubo
    Department of AI Research and Development, Anima Corporation, 3-65-1, Shimoishihara, Chofu, Tokyo, 182-0034, Japan.
  • Takayuki Konishi
    Department of Physical Medicine and Rehabilitation, Kansai Medical University Hospital, 2-3-1 Shinmachi, Hirakata, Osaka, 573-1191, Japan.
  • Shun Ito
    Department of Chemistry, Graduate School of Science, The University of Tokyo 7-3-1 Hongo, Bunkyo-ku Tokyo 113-0033 Japan tsukuda@chem.s.u-tokyo.ac.jp.
  • Jin Kuramoto
    Department of Physical Medicine and Rehabilitation, Kansai Medical University Hospital, 2-3-1 Shinmachi, Hirakata, Osaka, 573-1191, Japan.
  • Masayuki Ishihara
    Department of Orthopaedic Surgery, Kansai Medical University Hospital, Hirakata, Japan.
  • Kimitaka Hase
    Department of Physical Medicine and Rehabilitation, Kansai Medical University, 2-5-1 Shinmachi, Hirakata, Osaka, 573-1010, Japan.

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