{"id":"W1606932269","doi":"10.1109/icdt.2006.59","title":"Performance Analysis of Weighted Fair Queues with Variable Service Rates","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université du Québec","funders":"","keywords":"Queue; Fork–join queue; Computer science; Multilevel queue; Bulk queue; Queue management system; Queueing theory; Decoupling (probability); Computer network; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00519611,0.0008216939,0.0007011948,0.001179718,0.0006698671,0.001528343,0.00149762,0.0006158768,0.001352797],"category_scores_gemma":[0.01477156,0.0004009672,0.0004604163,0.001015809,0.00132298,0.002130765,0.0009961278,0.0007109,0.0001484967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00265083,"about_ca_system_score_gemma":0.001513024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008320758,"about_ca_topic_score_gemma":0.003267002,"domain_scores_codex":[0.9980537,0.0006239833,0.00005500579,0.0002240709,0.000671357,0.0003718893],"domain_scores_gemma":[0.9939023,0.003910956,0.0006570091,0.0004352125,0.0009032919,0.0001912532],"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":[0.0001656826,0.00003320668,0.001570444,0.00002844056,0.00004255771,0.00007012338,0.00008885789,0.9413269,0.003297863,0.042629,0.0002203354,0.01052663],"study_design_scores_gemma":[0.000003841691,0.00001844548,0.0001703716,0.000001790274,0.000004935369,0.000008542074,0.00000813445,0.9946214,0.0003637059,0.004733513,0.00005988985,0.000005429487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3086312,0.0006460367,0.6869151,0.0002380898,0.00006589373,0.00004909965,0.00007958936,0.0002832537,0.003091632],"genre_scores_gemma":[0.9837645,0.0001278328,0.01509943,0.00002071954,0.00002238194,0.0000196068,0.00003394845,0.00002177228,0.0008897335],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008320758,"threshold_uncertainty_score":0.02748001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005420723927932621,"score_gpt":0.1965122722201829,"score_spread":0.1910915482922503,"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."}}