{"id":"W4409790848","doi":"10.4271/epr2025007","title":"Automated Vehicles and Infrastructure Enablers: Dedicated Lanes","year":2025,"lang":"en","type":"report","venue":"","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Transport engineering; Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009418539,0.0003927731,0.0001225961,0.001258558,0.0007709291,0.002896317,0.001029496,0.001045625,0.03237875],"category_scores_gemma":[0.00277881,0.000303602,0.0003820635,0.001644987,0.001184189,0.005170688,0.002491789,0.0009869452,0.006357052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157687,"about_ca_system_score_gemma":0.001761435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01397508,"about_ca_topic_score_gemma":0.02177667,"domain_scores_codex":[0.9983221,0.000327771,0.0001034008,0.0002819816,0.0007404906,0.0002242175],"domain_scores_gemma":[0.997588,0.0004385514,0.0003377652,0.0004474671,0.001022465,0.0001656699],"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":[0.00006651205,0.000105259,0.006487107,0.000839568,0.00002190931,0.0003947519,0.00240344,0.003662249,0.003076449,0.1587075,0.2744445,0.5497908],"study_design_scores_gemma":[0.000003573303,0.00003597775,0.003456594,0.0002507199,0.0000103434,0.0001961863,0.001174094,0.0004414863,0.001305507,0.003757536,0.9893444,0.00002365695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03308129,0.008626469,0.02657992,0.007477562,0.001367804,0.0001695876,0.001381995,0.002465626,0.9188499],"genre_scores_gemma":[0.6467103,0.02170214,0.02420363,0.004187913,0.0008103602,0.0001894148,0.002668998,0.000745956,0.2987813],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03237875,"threshold_uncertainty_score":0.1083177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00673421978207117,"score_gpt":0.2155154473930479,"score_spread":0.2087812276109767,"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."}}