{"id":"W4297457542","doi":"10.1227/neu.0000000000002143","title":"Reverse End-to-Side Nerve Transfer for Severe Ulnar Nerve Injury: A Western Canadian Multicentre Prospective Nonrandomized Cohort Study","year":2022,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; International Collaboration On Repair Discoveries; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Reinnervation; Ulnar nerve; Surgery; Nerve injury; Median nerve; Anesthesia; Epineurial repair; Elbow; Sciatic nerve","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001779442,0.0008082827,0.0008884197,0.0007428628,0.001750816,0.0009850824,0.0009815081,0.0008594111,0.002488006],"category_scores_gemma":[0.002143704,0.0005077384,0.0008691326,0.00160874,0.001102122,0.0004507115,0.000528177,0.0006571033,0.0003806152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00337598,"about_ca_system_score_gemma":0.007349433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5032254,"about_ca_topic_score_gemma":0.5543466,"domain_scores_codex":[0.9988247,0.0001835328,0.00008176945,0.0002619975,0.0003393033,0.0003086765],"domain_scores_gemma":[0.9985225,0.0001417358,0.0003672799,0.0001451019,0.000455459,0.0003679854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002813591,0.0005594335,0.9911504,0.00007582956,0.0003532924,0.0003440573,0.0004605236,0.00004633455,0.0006747256,0.00007203437,0.0005230172,0.002926791],"study_design_scores_gemma":[0.0007527898,0.001711901,0.9951224,0.00003711195,0.000274487,0.0004047838,0.000688553,0.0002560871,0.00008537486,0.0000366114,0.000602958,0.00002697833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985787,0.000271607,0.00008463945,0.00006726143,0.000009316953,0.000189458,0.0003388666,0.000003411045,0.0004567844],"genre_scores_gemma":[0.9980775,0.0003149112,0.0002123442,0.0001792782,0.00001779278,0.0001159765,0.0005582746,0.000004341189,0.0005194335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5032254,"threshold_uncertainty_score":0.9994003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137869430604976,"score_gpt":0.2706268509586354,"score_spread":0.2568399078981378,"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."}}