{"id":"W2535825141","doi":"10.1109/milcom.1990.117382","title":"Issues of fairness in fast LANs under realistic traffic conditions","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Protocol (science); Computer science; Network packet; Computer network; Simple (philosophy)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007980403,0.00006581572,0.0001245113,0.00006250048,0.00002983687,0.00003850254,0.0003266913,0.0000401748,0.0003088082],"category_scores_gemma":[0.000004212708,0.00005593745,0.00002732302,0.0003135614,0.00003749226,0.0001500825,0.000041999,0.00006106427,0.00003610899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001111226,"about_ca_system_score_gemma":0.000008166688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001130773,"about_ca_topic_score_gemma":0.0003213527,"domain_scores_codex":[0.9993724,0.00004181803,0.0001708982,0.0001537646,0.0001126882,0.0001484006],"domain_scores_gemma":[0.9995761,0.00006966612,0.00003611009,0.0002552448,0.00002708796,0.00003580831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002528283,0.000311161,0.0006604407,0.00004565695,0.00001198432,0.00002049771,0.001504902,0.1176899,0.00006519973,0.8415738,0.01933718,0.0187768],"study_design_scores_gemma":[0.0006443964,0.000115348,0.01110182,0.0001099791,0.000003420384,0.00001025687,0.0001644195,0.9725811,0.0002423533,0.01110234,0.003668192,0.0002563976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07126578,0.0003395965,0.8280029,0.01022077,0.0003976955,0.006521107,0.00003398969,0.0005442605,0.08267394],"genre_scores_gemma":[0.9963328,0.000011106,0.001778338,0.0001219164,0.00003009968,0.0002796916,0.000002414009,0.00000382118,0.0014398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.925067,"threshold_uncertainty_score":0.3381233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472613704605055,"score_gpt":0.2884897236219263,"score_spread":0.2537635865758758,"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."}}