{"id":"W2067430749","doi":"10.1016/j.aap.2015.04.021","title":"Traumatic brain injury, driver aggression and motor vehicle collisions in Canadian adults","year":2015,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Traffic and Road Safety","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Centre for Addiction and Mental Health","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Industry Canada; Ontario Neurotrauma Foundation","keywords":"Poison control; Injury prevention; Traumatic brain injury; Occupational safety and health; Population; Medicine; Aggression; Suicide prevention; Young adult; Concussion; Mental health; Psychiatry; Demography; Psychology; Gerontology; Medical emergency; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007402259,0.0005210939,0.000604748,0.002021071,0.004623302,0.001760726,0.001958166,0.001449104,0.00427522],"category_scores_gemma":[0.003246119,0.0008461782,0.001153854,0.004751282,0.0007590769,0.001127308,0.001360216,0.001701385,0.0005281467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01686075,"about_ca_system_score_gemma":0.03135039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993328,"about_ca_topic_score_gemma":0.9967132,"domain_scores_codex":[0.9989484,0.00006196248,0.0001150337,0.0001207637,0.0003468134,0.0004070952],"domain_scores_gemma":[0.9980081,0.00008090659,0.0003646508,0.00004113729,0.0009591302,0.000546076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005594735,0.00007183137,0.9966602,0.00002161899,0.0000321698,0.00007652735,0.0007807756,0.0000294493,0.00003718128,0.00004798381,0.0007422126,0.001443969],"study_design_scores_gemma":[0.000005963389,0.00002611334,0.995737,0.00002717153,0.000020346,0.00007166163,0.003561004,0.00007068963,0.000009695324,0.00001857736,0.0004416459,0.00001012807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935139,0.0008247299,0.0000392144,0.0004865229,0.0000410657,0.00003998509,0.002049645,0.000005043636,0.002999697],"genre_scores_gemma":[0.9951646,0.001149582,0.0001304481,0.0002483345,0.00002215387,0.00002861141,0.001411334,0.000004476893,0.001840437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01686075,"threshold_uncertainty_score":0.1223338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268353543409485,"score_gpt":0.2592903036753921,"score_spread":0.2466067682412973,"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."}}