{"id":"W4414059739","doi":"10.1080/23249935.2025.2552982","title":"Beyond traditional models: a discrete choice approach to vehicle interaction modelling at roundabouts","year":2025,"lang":"en","type":"article","venue":"Transportmetrica A Transport Science","topic":"Traffic control and management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Roundabout; Intersection (aeronautics); Mode choice; Discrete choice; Set (abstract data type)","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":[0.00154315,0.0008262848,0.0009251465,0.0006415714,0.0004011002,0.001525932,0.00196768,0.001280556,0.003640882],"category_scores_gemma":[0.003682975,0.0005673884,0.001222671,0.0007446833,0.0008938794,0.00154756,0.001066945,0.001962641,0.0003341878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256246,"about_ca_system_score_gemma":0.001209972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01577924,"about_ca_topic_score_gemma":0.01220698,"domain_scores_codex":[0.9992137,0.0004061449,0.00002744173,0.0001706622,0.0000894187,0.00009259087],"domain_scores_gemma":[0.9973552,0.001951061,0.0002877264,0.0001140019,0.0001421608,0.00014981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003364298,0.00003982694,0.001862166,0.00002770453,0.00003433441,0.00003753188,0.00006108851,0.9664211,0.0001975217,0.02782455,0.0002465824,0.003213807],"study_design_scores_gemma":[0.000004286116,0.00001435314,0.0001632035,0.000003929004,0.000004340827,0.000004057549,0.00001647244,0.990978,0.00004262955,0.008390317,0.000373778,0.000004524908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06354243,0.0002343127,0.9308033,0.0005355861,0.00008282067,0.00009634459,0.000643334,0.0001354564,0.00392627],"genre_scores_gemma":[0.9101638,0.000427883,0.08242927,0.0001428514,0.00007978571,0.0003212793,0.0004119398,0.00004760934,0.005975614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01577924,"threshold_uncertainty_score":0.03137481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083856129181477,"score_gpt":0.2266733036794784,"score_spread":0.1958347423876637,"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."}}