{"id":"W4406845828","doi":"10.3390/ijerph22020165","title":"The Behaviors and Habits of Young Drivers Living in Small Urban Cities","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Mitacs; Transport Canada; University of Saskatchewan","keywords":"Poison control; Human factors and ergonomics; Injury prevention; Suicide prevention; Wildlife; Young adult; Environmental health; Occupational safety and health; Crash; Extreme weather; Rural area; Snow; Geography; Transport engineering; Psychology; Medicine; Climate change; Engineering; Ecology; Computer science; Meteorology; Developmental psychology","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":[0.0002484877,0.0001578213,0.0001645384,0.0007314009,0.0004921317,0.0005340615,0.0001889239,0.0002961058,0.001280592],"category_scores_gemma":[0.001186512,0.0002039337,0.0002168412,0.0005459288,0.0002347742,0.0003940586,0.0003681487,0.0002042008,0.0003085719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003757403,"about_ca_system_score_gemma":0.0003607532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02989388,"about_ca_topic_score_gemma":0.05769357,"domain_scores_codex":[0.9998355,0.00002562285,0.0000208757,0.00002724216,0.00004635789,0.00004433735],"domain_scores_gemma":[0.9992663,0.00009161215,0.0002172909,0.00003287853,0.0001497882,0.0002422174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002060593,0.00005488137,0.9953119,0.0000130367,0.0000141722,0.0001175387,0.001717221,0.00002222663,0.0002639577,0.00001267566,0.0001024013,0.002349362],"study_design_scores_gemma":[0.00000139655,0.00005908573,0.9960499,0.000008271868,0.000006049,0.0001113475,0.003326877,0.00003480282,0.00004545099,0.000009562392,0.0003435374,0.000003676525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994229,0.00005082513,0.000021425,0.00001581613,0.000002067596,0.000009275959,0.00007288019,0.000001344115,0.0004034973],"genre_scores_gemma":[0.9992417,0.0001319948,0.00004329591,0.00003084085,0.000002503428,0.00001007587,0.00009987575,9.120367e-7,0.000438822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02989388,"threshold_uncertainty_score":0.05943972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444573430950091,"score_gpt":0.299381947182612,"score_spread":0.274936212873111,"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."}}