{"id":"W1521035521","doi":"10.1109/tmm.2015.2460193","title":"Cloud-Assisted Live Streaming for Crowdsourced Multimedia Content","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Jiangnan University; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; University of Mississippi","keywords":"Computer science; PlanetLab; Cloud computing; Server; Real Time Streaming Protocol; Provisioning; The Internet; Multimedia; Quality of service; Computer network; World Wide Web; Operating system","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":[0.0007635567,0.0006523221,0.0006715965,0.0005411129,0.001041368,0.0009615756,0.001730893,0.0007051038,0.002440223],"category_scores_gemma":[0.001895082,0.0002098007,0.0003836637,0.0009402999,0.000559966,0.001080596,0.001398466,0.0008476296,0.0004882281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219938,"about_ca_system_score_gemma":0.00143802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088053,"about_ca_topic_score_gemma":0.01042911,"domain_scores_codex":[0.9994931,0.0001077447,0.00002164185,0.00009355045,0.0001793549,0.0001046195],"domain_scores_gemma":[0.9989723,0.000335471,0.00008397968,0.0001927153,0.0002745315,0.0001411299],"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":[0.001145981,0.0005109818,0.002323777,0.0003649036,0.0001248117,0.001215772,0.0004990718,0.5196372,0.1034957,0.03427063,0.01793958,0.3184716],"study_design_scores_gemma":[0.00003470291,0.00004613292,0.0003020376,0.000008512542,0.00001197887,0.00008005084,0.00006847098,0.9808578,0.00948739,0.005979029,0.003108197,0.0000157094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0674678,0.0006548926,0.9193275,0.0004707672,0.0001911125,0.0002890785,0.0002538594,0.002801315,0.008543786],"genre_scores_gemma":[0.8349285,0.0003497482,0.1609904,0.0001420069,0.0001366206,0.0001030607,0.0002677101,0.0001760807,0.002905901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01088053,"threshold_uncertainty_score":0.0216344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243270820741618,"score_gpt":0.3276654642542678,"score_spread":0.203338382180106,"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."}}