{"id":"W3114032377","doi":"10.18280/jesa.530605","title":"Multi-objective Optimization for a Complex Intersection Using Design of Experiments and Simulation","year":2020,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queue; Intersection (aeronautics); Traffic congestion; Factorial experiment; Mathematical optimization; Computer science; Variable (mathematics); Regression analysis; Simulation; Transport engineering; Operations research; Mathematics; Statistics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00506666,0.001463916,0.001713308,0.0008843612,0.0005204206,0.001091692,0.0008536486,0.001337964,0.002338571],"category_scores_gemma":[0.004324776,0.0005876208,0.002046483,0.0006940147,0.0008481034,0.0004452161,0.0007977582,0.001312993,0.0001146361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021988,"about_ca_system_score_gemma":0.002021053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005265421,"about_ca_topic_score_gemma":0.003187198,"domain_scores_codex":[0.9986038,0.0009127205,0.00006319225,0.0001268232,0.0001350909,0.0001584179],"domain_scores_gemma":[0.9932989,0.005714206,0.0004174098,0.0001232101,0.0003420352,0.0001041794],"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":[0.0001845198,0.0001261944,0.0003290444,0.0001007974,0.00004642153,0.00001640328,0.00002344795,0.9944375,0.001220687,0.001174134,0.00003750511,0.002303494],"study_design_scores_gemma":[0.00005993066,0.0003514695,0.0001795686,0.000006646019,0.00002142215,0.000002767861,0.00001095157,0.997676,0.001089384,0.0003949525,0.0001987583,0.000008252046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3203422,0.0004300389,0.6734869,0.0001203752,0.0000930035,0.0008781599,0.0002149935,0.000382637,0.004051639],"genre_scores_gemma":[0.8060682,0.0003052703,0.1891634,0.00004001209,0.00001517254,0.002878236,0.0001327011,0.00003055812,0.001366463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005265421,"threshold_uncertainty_score":0.02679539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08190920285245912,"score_gpt":0.3045786904774945,"score_spread":0.2226694876250354,"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."}}