{"id":"W4417003681","doi":"10.1109/telepe66277.2025.00063","title":"Research on Road Traffic Safety Management System Based on Intelligent Vehicle Technology","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Technologies and Applied Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Road traffic safety; Certification; Automotive industry; Scope (computer science); Process (computing); Management system; Sustainability; Intelligent transportation system","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001829416,0.0005734557,0.0006009332,0.002959891,0.001403023,0.0003441475,0.004356789,0.0005470917,0.00002747482],"category_scores_gemma":[0.00005009286,0.0005258697,0.0001866613,0.008240971,0.0004722717,0.00009078201,0.003148731,0.001866651,0.0005883719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550538,"about_ca_system_score_gemma":0.0001626359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009654428,"about_ca_topic_score_gemma":0.000003836495,"domain_scores_codex":[0.9937254,0.0002165951,0.001006843,0.002209587,0.001110655,0.001730981],"domain_scores_gemma":[0.995652,0.0004995841,0.0001768983,0.003294762,0.0002491348,0.0001275965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008232761,0.0002113601,0.000002765834,0.0001296686,0.00002704197,0.00005819354,0.000009725646,0.151204,0.000008760198,0.4145556,0.0002205982,0.43349],"study_design_scores_gemma":[0.0008464931,0.001048866,0.00006529719,0.001829928,0.00001451645,0.000002409396,0.003745897,0.9612411,0.005737896,0.0041624,0.02085644,0.0004487669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006581875,0.0002802857,0.8476,0.01357714,0.001040239,0.001680241,0.000002413355,0.002479913,0.1267579],"genre_scores_gemma":[0.9647555,0.0001179197,0.03211999,0.0005911482,0.00004512638,0.0001491584,0.000001194564,0.0000284008,0.002191568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9581736,"threshold_uncertainty_score":0.999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03305091238994391,"score_gpt":0.3265981229153529,"score_spread":0.293547210525409,"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."}}