{"id":"W4416428257","doi":"10.1177/22925503251392593","title":"Nerve Injury Related to Firearm Extremity Trauma","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Nerve Injury and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Nerve injury; Peripheral nerve injury; Brachial plexus; Brachial plexus injury; Injury Severity Score; Concomitant; Epineurial repair; Penetrating trauma; Poison control","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":[0.0004175416,0.0001274029,0.0003330682,0.0003198714,0.00006767585,0.00001173374,0.00003818976,0.0001173818,0.000309035],"category_scores_gemma":[0.007365247,0.000108306,0.0001708392,0.0006432765,0.00005322327,0.00005471677,0.00002636227,0.0001809288,0.0001927816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007601728,"about_ca_system_score_gemma":0.0001251948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000255888,"about_ca_topic_score_gemma":0.000002877654,"domain_scores_codex":[0.9988712,0.00006793462,0.0004004572,0.0002678618,0.0001691196,0.0002234301],"domain_scores_gemma":[0.9915586,0.007937882,0.00004539842,0.0002418067,0.00007834963,0.0001380301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002032958,0.0007280988,0.6224865,0.0005954267,0.0002418923,0.0001566157,0.0004369077,0.00005228016,0.01757761,0.0009542545,0.1162822,0.2384553],"study_design_scores_gemma":[0.0003821815,0.000132664,0.9761189,0.000755676,0.0001266292,0.00001715274,0.00009949508,0.0002336154,0.007864659,0.0005066069,0.01357533,0.0001871212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991541,0.0001157166,0.0001572124,0.001355265,0.003543074,0.0001661275,0.00001046407,0.0001293696,0.002981725],"genre_scores_gemma":[0.9972472,0.000004987851,0.0001294771,0.0002025415,0.00006719748,0.00002926705,0.00002659158,0.00001230261,0.002280391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3536323,"threshold_uncertainty_score":0.8817421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01621479004696089,"score_gpt":0.2889857677192859,"score_spread":0.272770977672325,"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."}}