{"id":"W1968709821","doi":"10.1109/tmm.2012.2217735","title":"Coordinate Live Streaming and Storage Sharing for Social Media Content Distribution","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; User-generated content; Social media; World Wide Web; Context (archaeology); The Internet; Overlay; Server; Multimedia; Internet privacy","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":[0.0008295517,0.0005682622,0.0004746208,0.0007622645,0.0008657707,0.0009178455,0.001483485,0.0004913128,0.001577952],"category_scores_gemma":[0.003106076,0.0002754973,0.0002399093,0.0007281795,0.0008781528,0.002065835,0.002084318,0.0005893324,0.0004318124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009141885,"about_ca_system_score_gemma":0.0009316098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002705772,"about_ca_topic_score_gemma":0.003251082,"domain_scores_codex":[0.9992808,0.0001538568,0.00004270543,0.0001614167,0.0002509215,0.0001104659],"domain_scores_gemma":[0.9976031,0.000549289,0.0002926743,0.0008044649,0.0004923541,0.0002580894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002401566,0.0009676028,0.01951412,0.000444624,0.0002531541,0.000922866,0.002493003,0.1444512,0.3406304,0.032185,0.006949268,0.4487872],"study_design_scores_gemma":[0.00009356216,0.0006259923,0.003485965,0.00001707876,0.00009523668,0.0004344466,0.0005230922,0.8737895,0.1028105,0.009782865,0.008270233,0.00007143573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3981886,0.0003757939,0.5888369,0.000205268,0.00008151321,0.0004280969,0.0001725899,0.00612464,0.00558651],"genre_scores_gemma":[0.9424843,0.00006437348,0.05614413,0.00003291248,0.00003038104,0.00007212906,0.00008965381,0.00005960572,0.001022636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002705772,"threshold_uncertainty_score":0.006632924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0565362318636394,"score_gpt":0.2591172673384834,"score_spread":0.202581035474844,"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."}}