{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007525409,0.0004012998,0.0006846938,0.001958478,0.0009484993,0.0007661636,0.0004791065,0.0006702889,0.001666121],"category_scores_gemma":[0.002562801,0.0006156493,0.0004356158,0.002422769,0.0006613173,0.0005852107,0.0006821036,0.0005843577,0.0004489794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008008983,"about_ca_system_score_gemma":0.001177486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009963221,"about_ca_topic_score_gemma":0.0103463,"domain_scores_codex":[0.9988472,0.0002086433,0.0002255785,0.0001748556,0.0003483105,0.0001954825],"domain_scores_gemma":[0.9974706,0.0004151108,0.001224312,0.000163214,0.0003853001,0.0003414869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005310797,0.00005451603,0.9980668,0.00002143811,0.00001812188,0.0007011563,0.0001143053,0.000009009547,0.00005523809,0.000005040194,0.00006540507,0.000835767],"study_design_scores_gemma":[0.00001969365,0.000493899,0.9888382,0.00004465713,0.00006343397,0.008657514,0.001271939,0.00009389078,0.00007053918,0.00001563693,0.0004194997,0.0000110337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989607,0.0004746194,0.00004900346,0.00002478484,0.000005829138,0.00004030273,0.0001323582,0.000002581083,0.0003097587],"genre_scores_gemma":[0.998884,0.0005270813,0.00009818812,0.00006187895,0.0000205495,0.00003527223,0.0002967851,0.000001863614,0.00007425283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009963221,"threshold_uncertainty_score":0.01981044,"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."}}