Enhanced Detection, Using Deep Learning Technology, of Medial Meniscal Posterior Horn Ramp Lesions in Patients with ACL Injury.

Journal: The Journal of bone and joint surgery. American volume
Published Date: Jul 31, 2025

Abstract

BACKGROUND: Meniscal ramp lesions can impact knee stability, particularly when associated with anterior cruciate ligament (ACL) injuries. Although magnetic resonance imaging (MRI) is the primary diagnostic tool, its diagnostic accuracy remains suboptimal. We aimed to determine whether deep learning technology could enhance MRI-based ramp lesion detection.

Authors

  • Hyung Jun Park
    Department of Pulmonary and Critical Care Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
  • Sungwon Ham
    Asan Institute for Life Sciences, Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea. (S.H.).
  • Euddeum Shim
    Department of Radiology, Korea University Ansan Hospital, Ansan, Korea.
  • Dong Hun Suh
    Department of Orthopedic Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.
  • Jae Gyoon Kim
    Department of Orthopedic Surgery, Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

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