Background: Before unilateral total knee arthroplasty (TKA), the contralateral radiograph is reduced to a Kellgren–Lawrence grade. We asked what the image adds, what the model reads, and how many views are needed. Methods: A multi-view DenseNet121 survival network predicted 5-year contralateral arthroplasty from routin...
Samer G. Salman, Rohan A. Phadke, Zane G. Salman et al.· Journal of Imaging· 0 citations
Chronic low back pain encompasses heterogeneous mechanical, neuropathic, nociplastic, and myofascial presentations that may reflect distinct neuroimmune mechanisms. We synthesized evidence linking these phenotypes to measurable biological features and clinically relevant treatment strategies. We conducted a structured...
Samer G. Salman, Rohan A. Phadke, Adithya Nair et al.· Current Pain and Headache Re...· 0 citations
Current evidence does not support autonomous diagnostic, radiographic, or operative decision-making in spine surgery, and future studies should prioritize spine-specific retrieval-augmented systems, validated multimodal workflows, privacy-preserving deployment, fairness assessment, and prospective evaluation using clin...
Samer G. Salman, R. Phadke, Anne E Tatooles et al.· Global Spine Journal· 2 citations
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