A machine learning model to predict neurological deterioration after mild traumatic brain injury in older adults.

Journal: Frontiers in neurology
Published Date: Jan 3, 2025

Abstract

OBJECTIVE: Neurological deterioration after mild traumatic brain injury (TBI) has been recognized as a poor prognostic factor. Early detection of neurological deterioration would allow appropriate monitoring and timely therapeutic interventions to improve patient outcomes. In this study, we developed a machine learning model to predict the occurrence of neurological deterioration after mild TBI using information obtained on admission.

Authors

  • Daisu Abe
    Department of Neurosurgery, Tokyo Medical and Dental University, Bunkyo-ku, Japan.
  • Motoki Inaji
    Department of Neurosurgery, Tokyo Medical and Dental University, Bunkyo-ku, Japan.
  • Takeshi Hase
    Institute of Education, Innovative Human Resource Development Division, Tokyo Medical and Dental University, Bunkyo-ku, Japan.
  • Eiichi Suehiro
    Department of Neurosurgery, School of Medicine, International University of Health and Welfare, Narita, Japan.
  • Naoto Shiomi
    Emergency Medical Care Center, Saiseikai Shiga Hospital, Ritto, Shiga, Japan.
  • Hiroshi Yatsushige
    Department of Neurosurgery, NHO Disaster Medical Center, Tachikawa, Japan.
  • Shin Hirota
    Department of Neurosurgery, Tsuchiura Kyodo General Hospital, Tsuchiura, Ibaraki, Japan.
  • Shu Hasegawa
    Department of Neurosurgery, Kumamoto Red Cross Hospital, Kumamoto, Japan.
  • Hiroshi Karibe
    Department of Neurosurgery, Sendai City Hospital, Sendai, Miyagi, Japan.
  • Akihiro Miyata
    Department of Neurosurgery, Chiba Emergency Medical Center, Chiba, Japan.
  • Kenya Kawakita
    Emergency Medical Center, Kagawa University Hospital, Kita-gun, Kagawa, Japan.
  • Kohei Haji
    Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan.
  • Hideo Aihara
    Department of Neurosurgery, Hyogo Prefectural Kakogawa Medical Center, Kakogawa, Hyogo, Japan.
  • Shoji Yokobori
    Department of Emergency and Critical Care Medicine, Graduate School of Medicine, Nippon Medical School, Bunkyo-ku, Japan.
  • Takeshi Maeda
    Department of Neurological Surgery, Nihon University School of Medicine, Itabashi-ku, Japan.
  • Takahiro Onuki
    Department of Emergency Medicine, Teikyo University School of Medicine, Itabashi-ku, Japan.
  • Kotaro Oshio
    Department of Neurosurgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan.
  • Nobukazu Komoribayashi
    Iwate Prefectural Advanced Critical Care and Emergency Center, Iwate Medical University, Yahaba, Iwate, Japan.
  • Michiyasu Suzuki
    Department of Neurosurgery, Yamaguchi University School of Medicine, Ube, Yamaguchi, Japan.
  • Taketoshi Maehara
    Department of Neurosurgery, Tokyo Medical and Dental University, Bunkyo-ku, Japan.

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