{"id":"W2058437491","doi":"10.1109/mownet.2013.6613803","title":"Coping with flash crowd in multi-channel live video streaming for peer-to-peer networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Crowds; Computer science; Live streaming; Computer network; Quality of service; Video streaming; Channel (broadcasting); Video quality; Multimedia; Flash (photography); Real-time computing; Computer security; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001551742,0.0004605646,0.0008303081,0.0004222564,0.001118416,0.000745534,0.001240809,0.001038936,0.0005690793],"category_scores_gemma":[0.002980072,0.0002482384,0.0002773104,0.0004100442,0.0007633741,0.001818668,0.00121018,0.00071654,0.00008633105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006838529,"about_ca_system_score_gemma":0.0006359927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980924,"about_ca_topic_score_gemma":0.002056647,"domain_scores_codex":[0.9991732,0.0002866447,0.00002977067,0.0001440862,0.0002571457,0.0001090225],"domain_scores_gemma":[0.9982546,0.001007143,0.0001614696,0.0001526581,0.0002672425,0.0001568441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004841611,0.0002911679,0.003270784,0.0004169129,0.0001056467,0.002045018,0.001056171,0.7439939,0.05613075,0.03057777,0.00300031,0.1586274],"study_design_scores_gemma":[0.0000286108,0.0001641986,0.0006085279,0.00001293421,0.00002854185,0.0003226096,0.0002023226,0.9809003,0.006904418,0.008972218,0.001827028,0.00002823314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2162728,0.001502965,0.777357,0.0006062153,0.000124405,0.0001531903,0.00003774816,0.0006419902,0.003303614],"genre_scores_gemma":[0.9664398,0.0003172338,0.03221888,0.00007462108,0.0000826899,0.00004995247,0.00001975611,0.00002056295,0.0007765164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001980924,"threshold_uncertainty_score":0.008206546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513706156967129,"score_gpt":0.259935843535695,"score_spread":0.2347987819660237,"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."}}