{"id":"W4415256515","doi":"10.1016/j.trf.2025.103400","title":"Driving speed choice by novice, experienced, and offending drivers: The role of hazard perception, impulsivity, decision making and psychopathology","year":2025,"lang":"en","type":"article","venue":"Transportation Research Part F Traffic Psychology and Behaviour","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"Ferdowsi University of Mashhad; Cognitive Sciences and Technologies Council","keywords":"Psychopathology; Impulsivity; Moderation; Poison control; Injury prevention; Human factors and ergonomics","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":[0.000615437,0.0002624121,0.0002810187,0.0006231845,0.0002695082,0.001047287,0.000285347,0.0004977963,0.001537738],"category_scores_gemma":[0.003152975,0.0003219831,0.0003305817,0.0003064563,0.0004728298,0.0005798803,0.0005105929,0.0006800807,0.0002156429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594945,"about_ca_system_score_gemma":0.000215566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008008902,"about_ca_topic_score_gemma":0.0125298,"domain_scores_codex":[0.9997841,0.00005363444,0.00002220413,0.0000345008,0.00004878313,0.00005694679],"domain_scores_gemma":[0.9977247,0.0006914576,0.0006400584,0.0001242461,0.0001656049,0.0006540343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004510805,0.0002931331,0.9959811,0.000004550999,0.00004591272,0.00009436081,0.0008201177,0.00006916494,0.0005210406,0.00002592748,0.00003120733,0.001662451],"study_design_scores_gemma":[0.000007048911,0.0002140143,0.9983507,0.000001814149,0.00000861295,0.0001158359,0.0009004743,0.000258256,0.00006444464,0.00003992383,0.00003376524,0.000005106187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998952,0.00001527418,0.00000802773,0.000004575202,7.320866e-7,8.907824e-7,0.00001009237,3.535949e-7,0.00006487302],"genre_scores_gemma":[0.999791,0.0000158428,0.00001317267,0.000004574877,0.000001284885,8.025587e-7,0.00002909887,5.85381e-7,0.0001436109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008008902,"threshold_uncertainty_score":0.01592457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770857652477195,"score_gpt":0.3529532445573956,"score_spread":0.3352446680326237,"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."}}