{"id":"W2110853858","doi":"10.1061/9780784413036.049","title":"Development of Freeway Active Traffic Control System","year":2013,"lang":"en","type":"article","venue":"","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Speed limit; Transport engineering; Countermeasure; Control (management); Traffic congestion; Control system; Metering mode; Computer science; Engineering; Model predictive control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003572621,0.0005096695,0.0004120107,0.0007397509,0.0006917337,0.0009103306,0.001174936,0.0005210638,0.006001843],"category_scores_gemma":[0.0004442315,0.0001904282,0.0003475273,0.000334621,0.0002098755,0.0008450719,0.0008496443,0.0004770199,0.002029967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004896438,"about_ca_system_score_gemma":0.001361404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008122315,"about_ca_topic_score_gemma":0.003683918,"domain_scores_codex":[0.9992194,0.00005364516,0.00003645191,0.0001880216,0.0004078168,0.00009462781],"domain_scores_gemma":[0.9996175,0.00001352616,0.00001534248,0.00003161398,0.0002843102,0.00003763559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003780633,0.0003392624,0.006813111,0.0004634672,0.00008810579,0.0006128845,0.0004798578,0.09182429,0.1029337,0.01604568,0.02735782,0.7526637],"study_design_scores_gemma":[0.0002257004,0.001205735,0.0103538,0.00011191,0.0001438004,0.0008276062,0.0001897549,0.6346716,0.07963242,0.002903776,0.2695514,0.0001825066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07411431,0.0008483094,0.8518137,0.0004920663,0.0007026987,0.001393535,0.0008019203,0.01815646,0.05167697],"genre_scores_gemma":[0.8200477,0.0004876551,0.1342848,0.0002579426,0.0002095311,0.0009763837,0.001674256,0.000178119,0.04188376],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008122315,"threshold_uncertainty_score":0.02007812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004328984225844663,"score_gpt":0.1547839171960554,"score_spread":0.1504549329702107,"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."}}