{"id":"W4415591068","doi":"10.1007/s00256-025-05048-4","title":"Magnetic resonance imaging features of axillary nerve injuries following glenohumeral dislocation: a retrospective observational cohort study","year":2025,"lang":"en","type":"article","venue":"Skeletal Radiology","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada); Toronto Western Hospital; Toronto Rehabilitation Institute; Sinai Health System; University of Toronto; Ontario Council of University Libraries; Women's College Hospital; Mount Sinai Hospital","funders":"","keywords":"Axillary nerve; Magnetic resonance imaging; Retrospective cohort study; Denervation; Cohort study; Orthopedic surgery; Median nerve; Observational study; Brachial Plexopathy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004067076,0.0001595475,0.000479421,0.0001667364,0.0001234098,0.000008444752,0.0001050092,0.00008208124,0.00003363967],"category_scores_gemma":[0.0005249046,0.0001379572,0.0001771078,0.0004107278,0.0002919182,0.0001187903,0.00005076089,0.0002317877,0.000002655511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272605,"about_ca_system_score_gemma":0.0001537389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008497879,"about_ca_topic_score_gemma":0.00002153855,"domain_scores_codex":[0.9985858,0.0001920794,0.0004234887,0.000381083,0.0002155839,0.0002019529],"domain_scores_gemma":[0.9991588,0.0002180987,0.00009543269,0.0003028778,0.0001870222,0.00003778601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215401,0.0002144532,0.9800699,0.00005580145,0.0001001079,0.00002371034,0.0003924757,0.00000302796,0.004278266,0.006212311,0.0006079701,0.007826528],"study_design_scores_gemma":[0.001051382,0.0007842949,0.9934942,0.000083149,0.0001671685,0.00002643953,0.0004565668,0.00004788458,0.0003239143,0.003073979,0.0003854656,0.000105593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985632,0.008349873,0.00007034869,0.00184998,0.0005930915,0.0008792868,0.00001064273,0.000046167,0.002568622],"genre_scores_gemma":[0.9976365,0.00001834501,0.0006210991,0.0002094982,0.0001245547,0.0001026028,0.00006636795,0.00001183278,0.001209225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01342422,"threshold_uncertainty_score":0.5625731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007419716029522206,"score_gpt":0.2910175916315665,"score_spread":0.2835978756020444,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}