{"id":"W1955457672","doi":"","title":"Alberta’s SuperNet: Video Delivery and WAN Bandwidth","year":2003,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bandwidth (computing); Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007418464,0.0001697327,0.0001637517,0.0005337459,0.00006242202,0.00002892765,0.0001158814,0.0001239593,0.0002801084],"category_scores_gemma":[0.0001236523,0.0001690233,0.00001510368,0.0002910394,0.0002041272,0.00009181218,0.00002523519,0.0002512581,0.00003063168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003084022,"about_ca_system_score_gemma":0.00006162812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001626575,"about_ca_topic_score_gemma":0.0005160433,"domain_scores_codex":[0.9992288,0.00001606092,0.0001657733,0.0002487463,0.0001163891,0.0002242015],"domain_scores_gemma":[0.9994588,0.0001839676,0.00002157408,0.000175576,0.00004793779,0.0001121661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003079781,0.00004854267,0.003824101,0.0000258532,0.0000309493,0.000002078573,0.000233084,0.00000203,0.0003589079,0.9489161,0.03583177,0.01072354],"study_design_scores_gemma":[0.001121681,0.0001595343,0.01629135,0.000191682,0.00007132248,0.00006588064,0.0002503255,0.002437051,0.006370233,0.8806168,0.0915678,0.00085628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2110711,0.006323298,0.003062045,0.5163532,0.009219559,0.00164345,0.00005723019,0.008850503,0.2434197],"genre_scores_gemma":[0.996558,0.001418978,0.0007776362,0.000192418,0.00008898748,0.0001332153,0.00002125111,0.0000170549,0.0007925211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7854869,"threshold_uncertainty_score":0.6892571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210424099260314,"score_gpt":0.2062140055482787,"score_spread":0.1941097645556755,"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."}}