{"id":"W1987153072","doi":"10.1227/neu.0000000000000554","title":"Traumatic Brain Injuries","year":2014,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; St. Michael's Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; Ontario Neurotrauma Foundation","keywords":"Medicine; Traumatic brain injury; Hematoma; Subarachnoid hemorrhage; Subdural hemorrhage; Head injury; Head trauma; Subdural Hematomas; Brain Contusion; Poison control; Injury prevention; Surgery; Emergency medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002443129,0.0001109111,0.000248429,0.0001319974,0.00007147891,0.00002114428,0.00004843474,0.00005443546,0.000307885],"category_scores_gemma":[0.0003477182,0.00009582852,0.0001093809,0.0001292278,0.00005722798,0.00005602884,0.00002334976,0.0001312404,0.0002794816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001178366,"about_ca_system_score_gemma":0.00002607752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002561646,"about_ca_topic_score_gemma":9.205178e-7,"domain_scores_codex":[0.9991668,0.00005617647,0.0002115983,0.0001891784,0.0001772002,0.0001989709],"domain_scores_gemma":[0.9993246,0.0002127257,0.00005843082,0.0002696694,0.00003350233,0.0001011001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005729626,0.001152055,0.05943481,0.001005002,0.0001524369,0.0002151162,0.001939127,0.000002377729,0.1541387,0.05563211,0.55765,0.1681054],"study_design_scores_gemma":[0.00161388,0.001732489,0.3701174,0.0002483355,0.0001522187,0.0001931811,0.000101321,0.00225055,0.03467729,0.0087169,0.5795516,0.0006447837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864973,0.00002423757,0.001013391,0.002653093,0.0004981256,0.0001257417,0.00000386805,0.0001882001,0.008996057],"genre_scores_gemma":[0.9875707,0.000005934106,0.0001184364,0.008669869,0.0002317743,0.000007688622,0.000009690951,0.00002622015,0.003359697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3106826,"threshold_uncertainty_score":0.3907773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03080441526994881,"score_gpt":0.2824584042231016,"score_spread":0.2516539889531528,"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."}}