{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009690172,0.0002822859,0.0002271646,0.001134989,0.0005862005,0.001919315,0.0006674407,0.0006235815,0.00238887],"category_scores_gemma":[0.002230443,0.000174728,0.0005263712,0.001058615,0.0005145545,0.003989511,0.0004201997,0.0005390887,0.0003592656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001568637,"about_ca_system_score_gemma":0.002337625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005746603,"about_ca_topic_score_gemma":0.003307093,"domain_scores_codex":[0.9988984,0.0002837358,0.00007963576,0.0002023561,0.0004107067,0.0001251908],"domain_scores_gemma":[0.998951,0.0003411913,0.00009674151,0.00006323274,0.0004911885,0.00005662095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003233914,0.0008863345,0.04803286,0.003086894,0.0001892103,0.0007068416,0.005931336,0.02989495,0.03415132,0.2154696,0.007028304,0.654299],"study_design_scores_gemma":[0.000131789,0.003233441,0.09167517,0.001952181,0.0009417653,0.001401618,0.01456747,0.4562994,0.08976243,0.05601226,0.2837443,0.0002781812],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5148582,0.02664702,0.2296063,0.006450622,0.0008029616,0.000904742,0.0001739052,0.0005815895,0.2199745],"genre_scores_gemma":[0.9347133,0.01674959,0.03176502,0.0002975939,0.0001534469,0.0001980172,0.000150114,0.00002476174,0.01594814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005746603,"threshold_uncertainty_score":0.01142633,"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."}}