{"id":"W1584612903","doi":"10.29173/cjfy21484","title":"Personal and Social Determinants of Aggressive and Dangerous Driving","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse","topic":"Traffic and Road Safety","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Aggressive driving; Anger; Aggression; Permissive; Dangerous driving; Psychology; Poison control; Distracted driving; Human factors and ergonomics; Injury prevention; Social psychology; Computer security; Applied psychology; Medical emergency; Medicine; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009449899,0.0001895976,0.0003952695,0.0002950545,0.0003372198,0.0001068905,0.0001360816,0.0001775449,0.000002975242],"category_scores_gemma":[0.0001826192,0.0001764226,0.00007256555,0.00008590509,0.0002457867,0.0001932847,0.00001386141,0.0005983263,1.150022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622054,"about_ca_system_score_gemma":0.0009064383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005793213,"about_ca_topic_score_gemma":0.05034594,"domain_scores_codex":[0.9987347,0.0001836708,0.0003802951,0.0001033115,0.0001359863,0.0004619958],"domain_scores_gemma":[0.9984141,0.0001714125,0.0003177864,0.0000511327,0.0001172091,0.0009283571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001407141,0.00003610634,0.6191458,0.000456782,0.0004828014,0.005105588,0.2431031,0.002204641,0.001045564,0.001637303,0.002064193,0.1245773],"study_design_scores_gemma":[0.002307088,0.0003114918,0.9257842,0.0006426189,0.0001934082,0.0178511,0.04436938,0.003464394,0.00007301252,0.0002980867,0.00417896,0.0005262318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943117,0.004162482,0.0003784678,0.0001125856,0.0002931114,0.00003432829,0.00004815817,0.000006274365,0.0006528145],"genre_scores_gemma":[0.9984775,0.0008035067,0.0003024313,0.000127077,0.0002381563,4.724836e-7,0.000001045002,0.00003071907,0.00001911967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3066384,"threshold_uncertainty_score":0.9669828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00953512923471142,"score_gpt":0.2171298811346389,"score_spread":0.2075947518999275,"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."}}