Prediction of oxygen supplementation by a deep-learning model integrating clinical parameters and chest CT images in COVID-19.

Journal: Japanese journal of radiology
PMID: 37440160

Abstract

PURPOSE: As of March 2023, the number of patients with COVID-19 worldwide is declining, but the early diagnosis of patients requiring inpatient treatment and the appropriate allocation of limited healthcare resources remain unresolved issues. In this study we constructed a deep-learning (DL) model to predict the need for oxygen supplementation using clinical information and chest CT images of patients with COVID-19.

Authors

  • Naoko Kawata
    Department of Respirology, Graduate School of Medicine, Chiba University, 1-8-1, Inohana, Chuo-ku, Chiba-shi, Chiba, 260-8677, Japan. chumito_03@yahoo.co.jp.
  • Yuma Iwao
    Center for Frontier Medical Engineering, Chiba University, 1-33, Yayoi-cho, Inage-ku, Chiba-shi, Chiba, 263-8522, Japan.
  • Yukiko Matsuura
    Department of Respiratory Medicine, Chiba Aoba Municipal Hospital, 1273-2 Aoba-cho, Chuo-ku, Chiba-shi, Chiba, 260-0852, Japan.
  • Masaki Suzuki
    Department of Respirology, Kashiwa Kousei General Hospital, 617 Shikoda, Kashiwa-shi, Chiba, 277-8551, Japan.
  • Ryogo Ema
    Department of Respirology, Eastern Chiba Medical Center, 3-6-2, Okayamadai, Togane-shi, Chiba, 283-8686, Japan.
  • Yuki Sekiguchi
    Graduate School of Science and Engineering, Chiba University, Chiba, 263-8522, Japan.
  • Hirotaka Sato
    School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore hirosato@ntu.edu.sg.
  • Akira Nishiyama
    Department of Radiology, Chiba University Hospital, 1-8-1, Inohana, Chuo-ku, Chiba-shi, Chiba, 260-8677, Japan.
  • Masaru Nagayoshi
    Department of Respiratory Medicine, Chiba Aoba Municipal Hospital, 1273-2 Aoba-cho, Chuo-ku, Chiba-shi, Chiba, 260-0852, Japan.
  • Yasuo Takiguchi
    Department of Respiratory Medicine, Chiba Aoba Municipal Hospital, 1273-2 Aoba-cho, Chuo-ku, Chiba-shi, Chiba, 260-0852, Japan.
  • Takuji Suzuki
    Department of Respirology, Graduate School of Medicine, Chiba University, 1-8-1, Inohana, Chuo-ku, Chiba-shi, Chiba, 260-8677, Japan.
  • Hideaki Haneishi
    Center for Frontier Medical Engineering, Chiba University, Inage-ku, Japan.

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