{"id":"W4395956918","doi":"10.1016/j.cstp.2024.101206","title":"Determinants of traffic safety enforcement behaviour among police officers: A narrative review","year":2024,"lang":"en","type":"review","venue":"Case Studies on Transport Policy","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Association of Occupational Therapists; Public Safety Canada; University of Manitoba; Canada Research Chairs; University of Toronto; University of New Brunswick; Centre for Addiction and Mental Health","funders":"Mitacs","keywords":"Law enforcement; Situational ethics; Enforcement; Business; Public relations; Transport engineering; Political science; Engineering; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003007068,0.0007237673,0.0019131,0.005192101,0.0004544021,0.002384932,0.0008249084,0.001241593,0.002274785],"category_scores_gemma":[0.01589119,0.0006268794,0.001993832,0.007074171,0.0007683592,0.001564993,0.001232043,0.001197836,0.0002396814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001480535,"about_ca_system_score_gemma":0.008534153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094121,"about_ca_topic_score_gemma":0.02528755,"domain_scores_codex":[0.9982438,0.0005332805,0.0005714084,0.0002681914,0.0002804775,0.0001028681],"domain_scores_gemma":[0.9899315,0.00764821,0.00159822,0.0001196828,0.0005888169,0.0001135866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001725498,0.0001197709,0.013805,0.7232617,0.004018208,0.0007349179,0.003887843,0.0001769788,0.0003559005,0.002666873,0.006466029,0.2443342],"study_design_scores_gemma":[0.0000554503,0.0002249999,0.0542044,0.790525,0.01860059,0.002206419,0.007893922,0.00009704463,0.000318995,0.001184235,0.124576,0.0001130294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002161334,0.9969272,0.00005195303,0.0003073341,0.00004639666,0.0000328846,0.0001774528,0.000001565532,0.0002938526],"genre_scores_gemma":[0.01106003,0.988419,0.0001538427,0.0001607914,0.00002677765,0.00004109574,0.00008175796,0.000001062627,0.00005555896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01094121,"threshold_uncertainty_score":0.02175504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299962802824171,"score_gpt":0.4943638610362786,"score_spread":0.3643675807538614,"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."}}