{"id":"W4408235931","doi":"10.1109/mvt.2024.3524126","title":"March 2025 Land Transportation News [Transportation Systems]","year":2025,"lang":"en","type":"article","venue":"IEEE Vehicular Technology Magazine","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Transport engineering; Intelligent transportation system; Telecommunications; Land use; Business; Advanced Traffic Management System; Environmental planning; Computer science; Engineering; Environmental science; Civil engineering","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":[0.0006967408,0.0009454416,0.0005214096,0.001376731,0.002005145,0.005743187,0.00070063,0.00446222,0.1692436],"category_scores_gemma":[0.002548102,0.0003380759,0.0005922441,0.001150556,0.0003711357,0.001354236,0.000812827,0.00340453,0.1066339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002199419,"about_ca_system_score_gemma":0.002963233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04090285,"about_ca_topic_score_gemma":0.1356204,"domain_scores_codex":[0.9995126,0.00003374582,0.00001509444,0.00003896526,0.0002980386,0.0001016219],"domain_scores_gemma":[0.9990363,0.00008068943,0.00004677197,0.00003808229,0.0006286853,0.0001694774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001814097,0.000007814278,0.00005886705,0.00001499827,0.000001437617,0.00002486908,0.00000463224,0.0000241633,0.00003980904,0.0003964665,0.9949438,0.004465058],"study_design_scores_gemma":[0.000008013947,0.00001210856,0.0007126125,0.00003481688,0.000004137231,0.00000898315,0.00003279338,0.0001007392,0.00006713369,0.0002617511,0.9987527,0.000004242668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.00265441,0.003797885,0.001028783,0.08768711,0.1498338,0.0001625911,0.01182832,0.001863945,0.7411431],"genre_scores_gemma":[0.004611372,0.001293152,0.0002681507,0.01207145,0.00693272,0.00003737486,0.004160802,0.0002114442,0.9704137],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1692436,"threshold_uncertainty_score":0.5661762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006340545077992073,"score_gpt":0.2262077609714067,"score_spread":0.2198672158934147,"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."}}