{"id":"W2099116406","doi":"10.1109/icc.2006.254877","title":"Equal Opportunity Fairness in Resilient Packet Rings","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Stateful firewall; Computer science; Bandwidth (computing); Network packet; Reuse; Fairness measure; Bandwidth allocation; Degradation (telecommunications); Computer network; Throughput; Scheme (mathematics); Ring (chemistry); Distributed computing; Mathematics; Telecommunications; Wireless; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003819932,0.0001676593,0.0001641421,0.0002393091,0.0001642943,0.0002248052,0.00316392,0.00007921122,0.0001251806],"category_scores_gemma":[0.0000511443,0.0001755206,0.0000652604,0.000304225,0.0001323788,0.000385432,0.0002877552,0.000372323,0.0001667726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001385961,"about_ca_system_score_gemma":0.0002218975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004417003,"about_ca_topic_score_gemma":0.001236689,"domain_scores_codex":[0.9983745,0.0001934149,0.0004474308,0.0003321076,0.0003992128,0.0002533348],"domain_scores_gemma":[0.9977739,0.0002505933,0.0001686359,0.0013909,0.0003199081,0.00009609119],"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":[0.00001096915,0.0003106653,0.001009188,0.000001268563,0.000009404291,0.000006012069,0.00006947498,0.0009770874,0.0001382775,0.9621553,0.003858612,0.03145374],"study_design_scores_gemma":[0.001498501,0.0001007918,0.01624478,0.0001636013,0.00000905184,0.00001833155,0.0001473698,0.8554545,0.0002602595,0.08866924,0.03683226,0.0006013128],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02918671,0.000145533,0.412242,0.05061741,0.001503713,0.0005472029,0.00007780866,0.0005017056,0.5051779],"genre_scores_gemma":[0.9938082,0.00008596228,0.003370592,0.0006154918,0.00009449226,0.00009934464,0.0000631476,0.000008639072,0.001854109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9646215,"threshold_uncertainty_score":0.7157522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09110053322300368,"score_gpt":0.3266313976594065,"score_spread":0.2355308644364028,"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."}}