{"id":"W2146794202","doi":"10.1016/j.trf.2014.09.007","title":"The determinants of driving aggression among Polish drivers","year":2014,"lang":"en","type":"article","venue":"Transportation Research Part F Traffic Psychology and Behaviour","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Anger; Narcissism; Aggression; Aggressive driving; Psychology; Personality; Scale (ratio); Social psychology; Poison control; Human factors and ergonomics; Geography; Medicine; Medical emergency","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":[0.0004206227,0.0002762417,0.000314444,0.0008977691,0.0007016737,0.0009835684,0.0004362747,0.0006480174,0.001829376],"category_scores_gemma":[0.002128388,0.0005499216,0.0007885739,0.0009391037,0.0002927913,0.0004977424,0.0006239732,0.001067328,0.0001994532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006064291,"about_ca_system_score_gemma":0.001299083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06073907,"about_ca_topic_score_gemma":0.06522565,"domain_scores_codex":[0.9994453,0.0001282941,0.00006893124,0.00008453689,0.00008883663,0.0001839964],"domain_scores_gemma":[0.9990202,0.0001885594,0.0003322989,0.00007646629,0.0001798217,0.0002026253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006423316,0.000111473,0.9978921,0.000005350035,0.00007065607,0.00005718172,0.0002816685,0.00002949934,0.0001260453,0.00006294435,0.00004476019,0.001254102],"study_design_scores_gemma":[0.000001285441,0.00001743288,0.9992926,0.000003169751,0.00002018833,0.00003344826,0.0004639691,0.00007480444,0.00001414264,0.00001930956,0.00005785866,0.00000173652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993943,0.0001358874,0.00003112984,0.00005698494,0.000004511809,0.000004370035,0.00005063369,8.319361e-7,0.0003213209],"genre_scores_gemma":[0.9995963,0.00008811853,0.0000255546,0.00000648147,0.000002973478,0.000003417736,0.00005686122,9.118688e-7,0.0002193468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06073907,"threshold_uncertainty_score":0.1207711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0934861628869222,"score_gpt":0.4718267609907604,"score_spread":0.3783405981038382,"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."}}