{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002493858,0.0001496905,0.0001622463,0.00006996817,0.0003757162,0.00008820433,0.0002075666,0.00008261082,0.000007032856],"category_scores_gemma":[0.00002212518,0.0001478231,0.0001043693,0.00009535506,0.00005012662,0.0005205657,0.000004998034,0.0001878804,0.00001925171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009453655,"about_ca_system_score_gemma":0.00001541853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007279064,"about_ca_topic_score_gemma":0.00003352544,"domain_scores_codex":[0.9990008,0.00003264295,0.0001737631,0.0002801619,0.0001688365,0.0003437962],"domain_scores_gemma":[0.9991894,0.0003587167,0.00006115011,0.0001681459,0.00007458413,0.0001480171],"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":[0.0002039798,0.000882306,0.0006923444,0.00008183438,0.0002304376,0.000009632888,0.02325862,0.0006657764,0.01999685,0.002058495,0.0006660538,0.9512537],"study_design_scores_gemma":[0.004994715,0.0002697053,0.01772827,0.0001430061,0.0002219221,0.0000384612,0.0023045,0.9539352,0.01805402,0.0002387246,0.0009446635,0.001126831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2265989,0.00008468651,0.7714548,0.0001644425,0.001259223,0.0001753413,0.0001215245,0.0001293046,0.00001179677],"genre_scores_gemma":[0.9977973,0.00001723971,0.001748141,0.00005239115,0.0001793188,0.00006731234,0.00001824931,0.00001131325,0.0001087971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9532694,"threshold_uncertainty_score":0.6028051,"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."}}