Application of deep learning algorithms in automatic sonographic localization and segmentation of the median nerve: A systematic review and meta-analysis.

Journal: Artificial intelligence in medicine
PMID: 36868687

Abstract

OBJECTIVE: High-resolution ultrasound is an emerging tool for diagnosing carpal tunnel syndrome caused by the compression of the median nerve at the wrist. This systematic review and meta-analysis aimed to explore and summarize the performance of deep learning algorithms in the automatic sonographic assessment of the median nerve at the carpal tunnel level.

Authors

  • Jia-Chi Wang
    Department of Physical Medicine and Rehabilitation, Taipei Veterans General Hospital, Taipei, Taiwan; School of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan.
  • Yi-Chung Shu
    Institute of Applied Mechanics, College of Engineering, National Taiwan University, Taipei, Taiwan.
  • Che-Yu Lin
    Institute of Applied Mechanics, College of Engineering, National Taiwan University, Taipei, Taiwan.
  • Wei-Ting Wu
    Department of Physical Medicine and Rehabilitation and Community and Geriatric Research Center, National Taiwan University Hospital, Bei-Hu Branch, Taipei, Taiwan; Department of Physical Medicine and Rehabilitation, National Taiwan University College of Medicine, Taipei, Taiwan.
  • Lan-Rong Chen
    Department of Physical Medicine and Rehabilitation and Community and Geriatric Research Center, National Taiwan University Hospital, Bei-Hu Branch, Taipei, Taiwan.
  • Yu-Cheng Lo
    Institute of Applied Mechanics, College of Engineering, National Taiwan University, Taipei, Taiwan.
  • Hsiao-Chi Chiu
    Institute of Applied Mechanics, College of Engineering, National Taiwan University, Taipei, Taiwan.
  • Levent Özçakar
    Department of Physical and Rehabilitation Medicine, Hacettepe University Medical School, Ankara, Turkey.
  • Ke-Vin Chang
    Department of Physical Medicine and Rehabilitation and Community and Geriatric Research Center, National Taiwan University Hospital, Bei-Hu Branch, Taipei, Taiwan; Department of Physical Medicine and Rehabilitation, National Taiwan University College of Medicine, Taipei, Taiwan; Center for Regional Anesthesia and Pain Medicine, Wang-Fang Hospital, Taipei Medical University, Taipei, Taiwan. Electronic address: kvchang011@gmail.com.

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