{"id":"W2001149961","doi":"10.1145/2071396.2071401","title":"Exploring interest correlation for peer-to-peer socialized video sharing","year":2012,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Peer-to-peer; Upload; Workload; Shared resource; File sharing; The Internet; Live streaming; Video quality; Scheduling (production processes); Overlay; Multimedia; Computer network; World Wide Web","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":[0.001838808,0.0004038117,0.0007330785,0.0005497343,0.001047902,0.0009874123,0.001774156,0.0007647134,0.001018216],"category_scores_gemma":[0.006287572,0.0003804196,0.0003100046,0.0006202476,0.0008344973,0.002500376,0.001961796,0.0007082651,0.0001827388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078703,"about_ca_system_score_gemma":0.0009012865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596454,"about_ca_topic_score_gemma":0.002254878,"domain_scores_codex":[0.998626,0.0005814529,0.00004188681,0.0002117226,0.000389416,0.0001495892],"domain_scores_gemma":[0.9969521,0.001764027,0.0002425236,0.0004265549,0.0003423062,0.0002724916],"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":[0.0008928543,0.0008150988,0.009805241,0.0002899123,0.0002138948,0.00134609,0.002415245,0.5847327,0.07689954,0.1162599,0.003506772,0.2028226],"study_design_scores_gemma":[0.00002090414,0.000143754,0.0008174441,0.000004188026,0.00002414485,0.0001564342,0.0001871489,0.9746768,0.005319124,0.0169856,0.00164381,0.0000205328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3067618,0.0004780453,0.687029,0.0003541878,0.00002865361,0.0001582962,0.00005753835,0.0008124921,0.004319875],"genre_scores_gemma":[0.956842,0.00009846953,0.04224806,0.00002448731,0.00001949381,0.00003685012,0.00002514511,0.00002371794,0.0006817956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002596454,"threshold_uncertainty_score":0.009724617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1997712322254218,"score_gpt":0.3402001185884402,"score_spread":0.1404288863630184,"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."}}