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Musculoskeletal (MSK)AI / InformaticsResearch

X-VIG deep learning framework for automated knee OA grading on plain films

X-VIG, a deep learning model fusing AP and lateral knee radiographs, achieved AUC 0.9646–0.9945 for Kellgren-Lawrence grading across five subregions, outperforming junior radiologists and reducing reading time by 82% (27 s per case) in a reader study.

Journal of orthopaedic research : official publication of the Orthopaedic Research Society
Neuro / Head & NeckGuidelineTrainee

Updated Tinnitus Guideline: Avoid Routine Neuroimaging, Advise CBT and Hearing Aids

For adults with persistent bothersome tinnitus, updated guideline recommends against routine neuroimaging unless concerning features; recommends CBT, hearing aid evaluation, and cochlear implants; advises against antidepressants, anticonvulsants, supplements, and rTMS.

Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery +1 more
Neuro / Head & NeckEducationTrainee

Imaging Patterns and Differential Diagnosis of Autoimmune Encephalitis

Limbic encephalitis is a common imaging feature of autoimmune encephalitis, but cortical, basal ganglia, brainstem, and cerebellar involvement also occur. A practical review outlines imaging patterns of key causes and differential diagnoses for radiologists.

Radiology
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