{"id":"W2019604498","doi":"10.1117/12.774902","title":"&lt;title&gt;On meeting P2P streaming bandwidth demand with limited supplies&lt;/title&gt;","year":2008,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Bandwidth (computing); Computer network; Bandwidth allocation; Server; Dynamic bandwidth allocation; Upload; Peer-to-peer; Overlay; Overlay network; Distributed computing; The Internet; Operating system","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":[0.0002678062,0.000230758,0.0002553923,0.000126678,0.00009277729,0.00008721976,0.001166177,0.0001362845,0.00001395961],"category_scores_gemma":[0.0002701807,0.0001823502,0.0001905713,0.0004332382,0.0001393689,0.0002689349,0.0002503678,0.0002290171,0.00001854439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051716,"about_ca_system_score_gemma":0.00002984428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001552697,"about_ca_topic_score_gemma":1.246341e-7,"domain_scores_codex":[0.9984046,1.585424e-8,0.0003118634,0.0003537043,0.000589981,0.0003398806],"domain_scores_gemma":[0.9989673,0.0001028687,0.000163444,0.00009046421,0.0005908741,0.00008501914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003911391,0.0000908225,0.0003168007,0.0001384019,0.0002614165,0.000001079298,0.0002423262,0.0003769282,0.09604476,0.8441761,0.05564711,0.002665162],"study_design_scores_gemma":[0.003800989,0.002671205,0.005062878,0.002545268,0.0003136049,0.0003127277,0.0008008061,0.3098288,0.3763415,0.009960571,0.2853829,0.002978694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634583,0.00008908344,0.0007627796,0.002150493,0.0001920935,0.0002754024,0.00001069737,0.000293948,0.03276723],"genre_scores_gemma":[0.6329818,0.0001174919,0.3649601,0.0001900177,0.0003603681,0.00008435592,0.000004827433,0.00006169513,0.001239346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8342155,"threshold_uncertainty_score":0.7436026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108589330769297,"score_gpt":0.2083974745285193,"score_spread":0.1975385414515896,"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."}}