{"id":"W1931162501","doi":"10.1002/atr.1316","title":"Optimization of coordinated signal settings for hook‐turn intersections","year":2015,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Hook; Turn (biochemistry); SIGNAL (programming language); Computer science; Engineering; Chemistry; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001138848,0.00006281756,0.0001353346,0.0001122228,0.00001249804,0.000005102091,0.00004513797,0.00002560835,0.000006314732],"category_scores_gemma":[0.00001180894,0.00006042529,0.0000717997,0.0001050155,0.000008140452,0.0002505633,4.472847e-7,0.0000593318,1.881985e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003810566,"about_ca_system_score_gemma":0.00001513089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001314054,"about_ca_topic_score_gemma":0.00001627709,"domain_scores_codex":[0.9994299,0.000004784104,0.0003509052,0.00004230457,0.00009984859,0.0000722265],"domain_scores_gemma":[0.9994608,0.00002116974,0.0001599679,0.00003354373,0.0002778485,0.000046719],"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":[0.0001288301,0.0000210167,0.00002313679,0.00005300806,0.00005511221,0.000001523775,0.0008549059,0.9873101,0.00293109,0.00008379053,0.0003374947,0.008199999],"study_design_scores_gemma":[0.03996985,0.004772919,0.04344527,0.001180019,0.00175382,0.00004540958,0.0209034,0.816107,0.0239728,0.003340761,0.04319172,0.001317024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1213659,0.0001564889,0.8775498,0.0001165364,0.0005081188,0.0001657896,0.00001458462,0.00004161649,0.00008112134],"genre_scores_gemma":[0.9769981,0.00002695957,0.02285545,0.0000101486,0.00005173413,0.000005932651,0.00002236278,0.0000119281,0.00001739789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8556321,"threshold_uncertainty_score":0.2464072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007051258526560678,"score_gpt":0.2133575553242391,"score_spread":0.2063062967976784,"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."}}