{"id":"W1987297096","doi":"10.1109/bsc.2010.5472998","title":"Video on-demand streaming on the Internet — A survey","year":2010,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Server; Computer science; The Internet; Video on demand; Bandwidth (computing); Video streaming; On demand; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001101871,0.0001813539,0.0001483676,0.000129633,0.00009112956,0.0002865035,0.002544878,0.0001083694,0.0001018807],"category_scores_gemma":[0.0008024386,0.0001088616,0.00004469646,0.0004393722,0.00007779666,0.0001309095,0.0007904439,0.0004933127,0.001131505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002293885,"about_ca_system_score_gemma":0.00002440657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003586195,"about_ca_topic_score_gemma":0.004499362,"domain_scores_codex":[0.9985732,0.0000920559,0.0001744342,0.0004721195,0.0003229644,0.0003651807],"domain_scores_gemma":[0.9971594,0.001102175,0.00005178803,0.00154668,0.0000642127,0.00007578183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003514662,0.0002084545,0.01819892,0.000004948045,0.00006335221,0.00001185609,0.0008712126,0.0002299367,0.004237963,0.3717516,0.4482801,0.1561066],"study_design_scores_gemma":[0.0007877207,0.001145306,0.3672096,0.0001791192,0.00001171793,0.00005254603,0.00009419336,0.026517,0.04648149,0.03143785,0.5243085,0.001774963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7874059,0.000007789238,0.1848998,0.01029106,0.0008700773,0.0002348767,0.000003943405,0.0009419785,0.01534454],"genre_scores_gemma":[0.970149,0.000001867999,0.02224879,0.002105063,0.00006013339,0.00002208985,0.000001895706,0.00001089588,0.005400282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3490107,"threshold_uncertainty_score":0.9996462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478833787912713,"score_gpt":0.264573648483971,"score_spread":0.2297853106048438,"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."}}