Degree of Accuracy With Which Deep Learning for Ultrasound Images Identifies Osteochondritis Dissecans of the Humeral Capitellum.

Journal: The American journal of sports medicine
PMID:

Abstract

BACKGROUND: Medical screening using ultrasonography (US) has been performed on young baseball players for early detection of osteochondritis dissecans (OCD) of the humeral capitellum. Deep learning (DL) and artificial intelligence (AI) techniques are widely adopted in the medical imaging research field.

Authors

  • Issei Shinohara
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Tomoya Yoshikawa
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Atsuyuki Inui
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan. Electronic address: ainui@med.kobe-u.ac.jp.
  • Yutaka Mifune
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Hanako Nishimoto
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Shintaro Mukohara
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Tatsuo Kato
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Takahiro Furukawa
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Shuya Tanaka
    Department of Orthopaedic Surgery, Kobe University Graduate School of Medicine, Japan.
  • Masaya Kusunose
    Department of Orthopaedic Surgery, Kobe University Graduate School of Medicine, Japan.
  • Yuichi Hoshino
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Takehiko Matsushita
    Department of Orthopaedic Surgery, Kobe University, Graduate School of Medicine, 5-2, Kusunoki-cho7, Chuo-ku, Kobe City, Hyogo 650-0017, Japan.
  • Ryosuke Kuroda
    Department of Orthopaedic Surgery, Kobe University Graduate School of Medicine, Kobe, Japan.