{"id":"W1771307743","doi":"10.1002/atr.1190","title":"Optimization of mixed cycle length traffic signals","year":2012,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Traffic control and management","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Transport engineering; Environmental science; 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":[0.0005551782,0.0005922381,0.0003968002,0.0006865531,0.0002727549,0.0007840504,0.0005850819,0.0003795484,0.00170334],"category_scores_gemma":[0.001188865,0.0002621831,0.0002816584,0.0005770865,0.0003201551,0.0005112584,0.000434335,0.0004470254,0.0001623861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007200519,"about_ca_system_score_gemma":0.001091118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002863548,"about_ca_topic_score_gemma":0.003913071,"domain_scores_codex":[0.9996995,0.00009100456,0.00001130351,0.00005497536,0.00007476613,0.00006854307],"domain_scores_gemma":[0.99957,0.0001775168,0.00008156835,0.0000295031,0.00008429351,0.00005713062],"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":[0.00009867839,0.00003893985,0.000749964,0.00003034959,0.0000142106,0.0000262842,0.00002350995,0.9663976,0.004824075,0.003339411,0.0002075213,0.02424942],"study_design_scores_gemma":[0.00002145062,0.0002021151,0.0005133587,0.000005601217,0.00001457806,0.0000145363,0.00002179916,0.9927639,0.003215309,0.002499632,0.0007188601,0.000008814001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5068671,0.0002498253,0.4802217,0.0001350909,0.000035561,0.0001283432,0.0001373629,0.0003766656,0.0118484],"genre_scores_gemma":[0.9515941,0.00004064763,0.04676852,0.00001377963,0.000003755481,0.00005570527,0.00004826689,0.00002813094,0.00144713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002863548,"threshold_uncertainty_score":0.005698264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005479788660412857,"score_gpt":0.2034341696559118,"score_spread":0.1979543809954989,"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."}}