{"id":"W2741461909","doi":"10.1109/ivs.2017.7995891","title":"Platoon-based autonomous vehicle speed optimization near signalized intersections","year":2017,"lang":"en","type":"article","venue":"","topic":"Traffic control and management","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Platoon; Intersection (aeronautics); Transport engineering; Computer science; Automotive engineering; Engineering; Control (management)","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":[],"consensus_categories":[],"category_scores_codex":[0.00004498916,0.00008203225,0.00008694446,0.00003413492,0.000197848,0.000184151,0.0001357623,0.0000309785,0.0006897412],"category_scores_gemma":[0.00001036933,0.00008007056,0.00004704546,0.00002322982,0.00002352365,0.0001161535,0.00002011087,0.0000513121,0.00006274363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003955382,"about_ca_system_score_gemma":0.000009746409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522304,"about_ca_topic_score_gemma":0.0001799574,"domain_scores_codex":[0.9996057,0.000004786975,0.0001045154,0.00009778842,0.00005816589,0.0001290128],"domain_scores_gemma":[0.9996337,0.00001254397,0.00002165906,0.0002727711,0.00001535242,0.00004398319],"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":[0.00001013147,0.00001380037,0.00003821936,0.000008568099,0.00002853911,0.000002465287,0.00003492437,0.9927766,0.0003562701,0.0001258453,0.001368215,0.005236367],"study_design_scores_gemma":[0.0008811332,0.00001616083,0.002077019,0.000006181948,0.00001649121,2.705767e-7,0.00001800804,0.9878516,0.0002781548,0.000008283102,0.008746485,0.0001002723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1144782,0.00004194395,0.7665809,0.0008303056,0.001159766,0.0004423675,0.000006551326,0.002026459,0.1144335],"genre_scores_gemma":[0.9962741,0.000002268667,0.002579374,0.00006318318,0.00004031159,0.000009173566,0.000005758935,0.00001619887,0.001009635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8817959,"threshold_uncertainty_score":0.7552182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017088703983352,"score_gpt":0.2074589260366221,"score_spread":0.1972880389967885,"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."}}