{"id":"W4410214673","doi":"10.1177/22925503251333366","title":"Concussions in Facial Trauma Patients: A Retrospective Study","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of British Columbia; University of Toronto","funders":"","keywords":"Retrospective cohort study; Medicine; Facial trauma; Emergency medicine; Medical emergency; Physical medicine and rehabilitation; Internal medicine; Surgery","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":[0.0002396105,0.0001358601,0.0004525141,0.0002883278,0.00006521266,0.00001337004,0.00005046351,0.00005393796,0.0001232674],"category_scores_gemma":[0.006365526,0.0001085807,0.0001300084,0.0005374725,0.00006167961,0.00005559372,0.00002434993,0.000203436,0.00002246139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007865153,"about_ca_system_score_gemma":0.00009778982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002575471,"about_ca_topic_score_gemma":0.00004490867,"domain_scores_codex":[0.9987672,0.0001034878,0.000371807,0.0003021799,0.0002445199,0.0002108223],"domain_scores_gemma":[0.9965805,0.003041419,0.00005223669,0.000208962,0.00005561606,0.00006127026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002680206,0.001490075,0.9869477,0.00004103185,0.00009434213,0.00005228083,0.0003743246,0.000001085877,0.0000111993,0.00007590023,0.00227204,0.008371967],"study_design_scores_gemma":[0.001663003,0.0001438366,0.9963483,0.0002230992,0.00008139191,0.000001636157,0.0004444953,0.00002173178,0.00006420492,0.0000568866,0.0008601767,0.00009122765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952948,0.00005538431,0.00004387361,0.0001005424,0.002323215,0.0003656475,0.00001304722,0.00005536552,0.001748095],"genre_scores_gemma":[0.9996256,0.000005049108,0.00001240216,0.000101998,0.00004520824,0.00007302002,0.00001320322,0.000008724568,0.0001148205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009400578,"threshold_uncertainty_score":0.7620589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205490114131463,"score_gpt":0.2720010922597677,"score_spread":0.2514520808466214,"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."}}