MRI-based deep learning radiomics model for automated classi…

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MRI-based deep learning radiomics model for automated classification of disc degeneration in the lumbar spine

Article 2026 EN Gold

Disc degeneration in the lumbar spine is a major cause of low back pain (LBP). The accurate grading of disc degeneration on magnetic resonance imaging (MRI) is critical for clinical management and patient selection for spine surgery. This study aims to develop and evaluate machine learning (ML) models that combine features from deep learning (DL) and radiomics for the automated prediction of Pfirr…

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5 authors
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1 Shiv Patil Thomas Jefferson University (US)
2 Om H. Gandhi Hospital of the University of … (US) University of Oxford (GB)
3 Mert Karabacak Mount Sinai Health System (US)
4 Matthew T. Carr Mount Sinai Health System (US)
5 Konstantinos D. Margetis Corresponding Mount Sinai Health System (US)

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