{"id":"W2735606267","doi":"10.1145/3095755","title":"Cloud-Assisted Crowdsourced Livecast","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Qatar National Research Fund","keywords":"Cloud computing; Computer science; Scalability; Software deployment; Transcoding; TRACE (psycholinguistics); The Internet; Service (business); Bandwidth (computing); Set (abstract data type); Server; Distributed computing; Data science; World Wide Web; Telecommunications; Computer network; Database; 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":[0.001102538,0.0007350011,0.000857555,0.0004965644,0.001177985,0.001148774,0.002246465,0.0006160061,0.002867738],"category_scores_gemma":[0.002688695,0.0002256972,0.0003016568,0.0008941581,0.0007824543,0.001175483,0.002262516,0.001049452,0.0006621378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414407,"about_ca_system_score_gemma":0.002235001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01460388,"about_ca_topic_score_gemma":0.01479074,"domain_scores_codex":[0.9989503,0.0001712494,0.0000354328,0.0002273542,0.0003733824,0.0002422755],"domain_scores_gemma":[0.9978544,0.0006396681,0.0001603278,0.0005048131,0.0004967451,0.0003439458],"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":[0.00252993,0.0009909829,0.007521496,0.0005225271,0.000164845,0.0008442209,0.001024755,0.6167439,0.06808829,0.02089627,0.02847363,0.2521991],"study_design_scores_gemma":[0.0001378555,0.0001270703,0.0008360249,0.00001504968,0.00001951526,0.00007612191,0.000226342,0.9734138,0.0114585,0.005730937,0.00793001,0.00002878349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2301294,0.0007950495,0.7301023,0.0008777973,0.0005011794,0.00097863,0.001338116,0.01088265,0.02439499],"genre_scores_gemma":[0.9391261,0.0001444224,0.05756234,0.0001306623,0.00005409574,0.0001456105,0.0004038301,0.0001982917,0.002234678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01460388,"threshold_uncertainty_score":0.02903777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06675520554898082,"score_gpt":0.3575539052397154,"score_spread":0.2907986996907346,"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."}}