{"id":"W1575938990","doi":"","title":"A Comparison of Reported Driving Anger in Canada with USA, UK and Australia","year":2007,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anger; Situational ethics; Poison control; Psychology; Human factors and ergonomics; Injury prevention; Aggressive driving; Suicide prevention; Scale (ratio); Social psychology; Applied psychology; Medicine; Environmental health; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008924183,0.0002040511,0.0003554823,0.003029063,0.002282328,0.00154943,0.0006967368,0.0003833989,0.00200694],"category_scores_gemma":[0.004098934,0.0002268285,0.0005111208,0.006105023,0.0006136401,0.0003781325,0.000923401,0.0004770753,0.0002286911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0155659,"about_ca_system_score_gemma":0.01157542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9856893,"about_ca_topic_score_gemma":0.9917092,"domain_scores_codex":[0.9984962,0.000143732,0.0001144497,0.0001150846,0.0007656438,0.0003648908],"domain_scores_gemma":[0.9959467,0.000302585,0.0005168783,0.00005444517,0.002557685,0.0006216752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430026,0.00004091705,0.9742711,0.0001102736,0.00008764914,0.0002851192,0.009187413,0.00007550102,0.0003321301,0.0002587734,0.001698528,0.01350949],"study_design_scores_gemma":[0.000002233393,0.00001600575,0.9954093,0.00002214546,0.00001103999,0.00005570681,0.00339834,0.0000394061,0.00002874734,0.0000058361,0.001003198,0.000008007391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905686,0.0008394867,0.00006305948,0.000312497,0.00002534033,0.00003007784,0.001047714,0.000006691978,0.007106476],"genre_scores_gemma":[0.9962808,0.0011812,0.0001200365,0.0001464799,0.000008779322,0.00002140668,0.0006543012,0.000005987754,0.001580947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0155659,"threshold_uncertainty_score":0.1129391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118270134742897,"score_gpt":0.2150210915643978,"score_spread":0.2031940780901081,"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."}}