{"id":"W1812846507","doi":"","title":"Congestion in large balanced multirate links","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Network congestion; Distributed computing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00533185,0.0003954092,0.0004804981,0.000260718,0.0002096314,0.0004362043,0.00246088,0.0006629893,0.00007876462],"category_scores_gemma":[0.0006302676,0.0004325843,0.0001876567,0.0004820459,0.00011872,0.0002790747,0.001701842,0.001525859,0.0001148673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206279,"about_ca_system_score_gemma":0.0003389049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00044772,"about_ca_topic_score_gemma":0.002258077,"domain_scores_codex":[0.9930132,0.004272162,0.0006579404,0.001116751,0.0003777788,0.0005621716],"domain_scores_gemma":[0.994561,0.000873675,0.0005193752,0.002495891,0.001341634,0.0002084202],"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":[0.00002221929,0.0009157612,0.004510254,0.0001008026,0.00006962493,0.00003093769,0.009372641,0.0007618641,0.0003064258,0.5558164,0.0008094711,0.4272836],"study_design_scores_gemma":[0.002678312,0.000001071957,0.02254625,0.002666244,0.00003779273,0.00001287404,0.00005160801,0.9392136,0.003633718,0.01751488,0.01050393,0.001139749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03731594,0.001340833,0.9201049,0.008355788,0.000805426,0.0006871057,0.000025759,0.0006626757,0.03070157],"genre_scores_gemma":[0.9433534,0.0004832568,0.05172636,0.0002947302,0.000038944,0.0001495973,0.0001361383,0.00003253024,0.003785068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9384517,"threshold_uncertainty_score":0.9998126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412548109896936,"score_gpt":0.2185876855122882,"score_spread":0.2044622044133188,"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."}}