{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007037157,0.00007845346,0.0002250741,0.0001866797,0.00001843729,7.55117e-7,0.0001034324,0.000106177,0.0000746747],"category_scores_gemma":[0.000004249122,0.00008092439,0.00001255737,0.0002337925,0.0000904899,0.00002430213,0.00003970874,0.0001734975,0.000001280342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007813659,"about_ca_system_score_gemma":0.00004637845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2000062,"about_ca_topic_score_gemma":0.8969889,"domain_scores_codex":[0.999496,0.0000033415,0.0001464816,0.0001221922,0.00007775081,0.0001541616],"domain_scores_gemma":[0.9997005,0.00001456502,0.00006408476,0.0001605376,0.00002522838,0.00003511347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002042976,0.00001156209,0.9962409,0.00002662088,0.00003551453,0.000078343,0.0001029031,0.000898603,0.0006039651,0.0001334748,0.00007137306,0.001776329],"study_design_scores_gemma":[0.0004094212,0.00002719984,0.9949235,0.00006117218,0.00001342774,0.000009363691,0.001200658,0.0003491437,0.002349611,0.00001346482,0.0005508218,0.00009223421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979514,0.00002067858,0.0005461563,0.00003431034,0.0000263081,0.00007544501,0.000002820758,0.00004043464,0.001302416],"genre_scores_gemma":[0.9981393,0.00001326175,0.001739285,6.655926e-7,0.000001421649,4.044727e-8,0.000001113239,0.000004257575,0.0001006878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6969827,"threshold_uncertainty_score":0.805321,"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."}}