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Artificial Intelligence Applications in Degenerative Musculoskeletal Diseases.

June 12, 2026pubmed logopapers

Authors

Garton LE,Billings SJ,Schwertner RW,Garner HW

Affiliations (2)

  • Department of Radiology, Mayo Clinic Florida, 4500 San Pablo Road, Jacksonville, FL 32224, USA.
  • Department of Radiology, Mayo Clinic Florida, 4500 San Pablo Road, Jacksonville, FL 32224, USA. Electronic address: [email protected].

Abstract

Degenerative musculoskeletal disorders, particularly knee osteoarthritis and lumbar spine degeneration, are increasingly prevalent and contribute substantially to global disability and health care costs. Rising imaging volumes have prompted interest in artificial intelligence (AI) to improve efficiency and consistency in imaging assessment. For knee osteoarthritis, AI models applied to radiographs and MR imaging demonstrate performance comparable to expert radiologists, though early disease classification remains challenging. In lumbar spine MR imaging, AI shows promise for automating grading and segmentation but is limited by heterogeneous methods. Future progress depends on standardized frameworks, diverse datasets, external validation, and integration of imaging with meaningful outcomes.

Topics

Artificial IntelligenceMusculoskeletal DiseasesMagnetic Resonance ImagingJournal ArticleReview

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