{"id":"W57379477","doi":"","title":"On the locality of BitTorrent-based video file swarming","year":2009,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"BitTorrent; Locality; Computer science; Zipf's law; The Internet; Computer network; Distributed computing; Peer-to-peer; BitTorrent tracker; File sharing; Swarm behaviour; World Wide Web; Artificial intelligence","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":[0.0002906851,0.0001019542,0.0001212642,0.00008372417,0.00006418345,0.00004622455,0.001424018,0.0000491275,0.0001322014],"category_scores_gemma":[0.0002821155,0.00006398544,0.00005346328,0.0006313238,0.0000481675,0.00008044869,0.0001600207,0.0001209959,0.00008245806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003147242,"about_ca_system_score_gemma":0.00003775123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002780747,"about_ca_topic_score_gemma":0.000008749804,"domain_scores_codex":[0.9990157,0.00003755067,0.0001701208,0.000256107,0.0002890925,0.0002313578],"domain_scores_gemma":[0.9984398,0.0004448711,0.00005713335,0.0009652991,0.00005299052,0.00003982921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001015639,0.0001578056,0.0001214506,0.000004914855,0.000007511803,0.000006889657,0.00008618403,0.004366525,0.0009450731,0.2481301,0.4524121,0.2937514],"study_design_scores_gemma":[0.0006048664,0.001415681,0.0160372,0.0002468087,0.00001011426,0.000004967691,0.0001062683,0.5132341,0.3198951,0.1010091,0.04664159,0.0007941962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03993003,0.00002585864,0.9215451,0.02930265,0.0001824283,0.0002255402,0.000009408689,0.0008871947,0.007891783],"genre_scores_gemma":[0.9578707,4.204632e-7,0.03805564,0.003841563,0.00001493255,0.000009021302,0.000001264443,0.000002690839,0.0002037932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9179406,"threshold_uncertainty_score":0.2646204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665385437846084,"score_gpt":0.2396815420729665,"score_spread":0.2230276876945056,"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."}}