{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000281275,0.0005175425,0.0004073665,0.001232005,0.0009899229,0.0006431591,0.0005083506,0.0003510274,0.0240646],"category_scores_gemma":[0.001761208,0.00008611711,0.0003155118,0.001692244,0.0004314455,0.0003628359,0.0009801913,0.0004227434,0.005813105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005685133,"about_ca_system_score_gemma":0.001571141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729708,"about_ca_topic_score_gemma":0.006159434,"domain_scores_codex":[0.9995245,0.00004127885,0.00006801566,0.00004803707,0.0002213362,0.0000968158],"domain_scores_gemma":[0.9991573,0.00007066312,0.0002807397,0.00007047441,0.0003182986,0.0001025377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007549648,0.0005698466,0.5263026,0.001963497,0.0003896403,0.01152308,0.0007139735,0.001009329,0.002837546,0.002773882,0.0602602,0.3909015],"study_design_scores_gemma":[0.0000653732,0.001273132,0.8289001,0.001375118,0.000209624,0.05004016,0.001608017,0.0005379522,0.002406133,0.005277131,0.1082552,0.00005229611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7920991,0.01449852,0.004927573,0.003199612,0.0008012109,0.0008726989,0.01711557,0.000361867,0.1661238],"genre_scores_gemma":[0.9419587,0.01714528,0.002635888,0.001364208,0.0004983664,0.0005208554,0.01466051,0.00004290432,0.02117318],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0240646,"threshold_uncertainty_score":0.08050412,"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."}}