{"id":"W4400235182","doi":"10.11159/iccste24.131","title":"Analysis of Traffic Violations Among Novice Drivers and Motorcyclists in Ecuador: A Road Safety Perspective","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Transport engineering; Road traffic; Computer science; Computer security; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.000518041,0.0002739559,0.0002474491,0.001651134,0.0006610454,0.0008877157,0.0006537492,0.0004921993,0.001643829],"category_scores_gemma":[0.001675383,0.0001719136,0.0003367468,0.001406686,0.0002887639,0.0006313803,0.0007131365,0.0004799375,0.000117764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312458,"about_ca_system_score_gemma":0.0009726913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1006236,"about_ca_topic_score_gemma":0.1181163,"domain_scores_codex":[0.9995598,0.0001005123,0.00004224196,0.00006787071,0.00005478378,0.0001746658],"domain_scores_gemma":[0.998928,0.0002140974,0.0003879913,0.00003109082,0.0002909996,0.0001477411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004596415,0.0000978587,0.9947128,0.00001248155,0.00003184949,0.0004278857,0.001301966,0.0001442924,0.0001515674,0.0000829669,0.0001055831,0.002884819],"study_design_scores_gemma":[0.000001556445,0.00005085187,0.9836483,0.00001471312,0.00002583162,0.000130811,0.01504515,0.0007162972,0.00009214031,0.00002983466,0.0002405815,0.000003876238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996019,0.00003958102,0.00004450914,0.00003637379,0.000001609278,0.000003770475,0.00006009734,5.725778e-7,0.000211487],"genre_scores_gemma":[0.9995514,0.00004231397,0.0000458537,0.00001146996,0.000002042044,0.000004831138,0.0001353001,6.136219e-7,0.0002062849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006236,"threshold_uncertainty_score":0.2000758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006485765907410939,"score_gpt":0.2136588905465229,"score_spread":0.207173124639112,"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."}}