{"id":"W4412844959","doi":"10.37256/cm.6420255958","title":"On the Queueing Time Analysis for State-Dependent Fixed-Cycle Traffic Light Queues","year":2025,"lang":"en","type":"article","venue":"Contemporary Mathematics","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Queueing theory; Mathematics; Queue; State dependent; Layered queueing network; Mean value analysis; State (computer science); Computer network; Statistics; Computer science; Algorithm; Mathematical economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002731488,0.001570269,0.001260266,0.001697511,0.0009385693,0.001863523,0.002613224,0.001255809,0.00351693],"category_scores_gemma":[0.009832167,0.0006907866,0.001378148,0.001414384,0.001923547,0.002180242,0.001334611,0.001904707,0.000343227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003863705,"about_ca_system_score_gemma":0.002773379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02821863,"about_ca_topic_score_gemma":0.00872319,"domain_scores_codex":[0.9986581,0.0003779887,0.00003804424,0.0001917803,0.0003445828,0.0003895317],"domain_scores_gemma":[0.9956773,0.002574489,0.0005742324,0.0001595401,0.0007682584,0.000246168],"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":[0.00005661382,0.00004999093,0.0006800031,0.00004788783,0.00003142439,0.00008723646,0.000110907,0.95217,0.001211534,0.04228784,0.0004889112,0.002777797],"study_design_scores_gemma":[0.000002730772,0.0000062218,0.00004849955,0.000002173307,0.000004079699,0.000004123205,0.000007329877,0.9972632,0.00004275954,0.002546679,0.0000685118,0.000003678842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09870061,0.001031209,0.8911613,0.0007569485,0.0001130592,0.0001263085,0.0002130703,0.000307544,0.007589993],"genre_scores_gemma":[0.9647381,0.001167041,0.02843564,0.0001734219,0.0001322402,0.0001583991,0.0001789973,0.0001024433,0.004913716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02821863,"threshold_uncertainty_score":0.05610877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748807228559183,"score_gpt":0.2442091800570815,"score_spread":0.2267211077714897,"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."}}