{"id":"W3092599880","doi":"10.1109/iwqos49365.2020.9212876","title":"Modeling and Analyzing Live Streaming Performance","year":2020,"lang":"en","type":"article","venue":"","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Computer science; Live streaming; Latency (audio); Real Time Streaming Protocol; Download; Queueing theory; Real-time computing; Streaming algorithm; Video streaming; Computer network; Server; Adaptation (eye); Multimedia; The Internet; Upper and lower bounds; Operating system; Telecommunications","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":[0.0009258325,0.0011437,0.0006046224,0.0008491761,0.0003862237,0.001171526,0.001647519,0.001079879,0.001267112],"category_scores_gemma":[0.003541544,0.0003517495,0.000459035,0.0008469792,0.0005152748,0.001567814,0.0005409587,0.0009278189,0.0003408316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369605,"about_ca_system_score_gemma":0.001030308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009412616,"about_ca_topic_score_gemma":0.003153422,"domain_scores_codex":[0.9992024,0.0001507447,0.00004344965,0.0001688787,0.000300712,0.0001337445],"domain_scores_gemma":[0.9986382,0.0006506249,0.000242107,0.0000982595,0.0003190571,0.00005170096],"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":[0.00005269763,0.00008261613,0.002610342,0.00007535948,0.00002347763,0.0001561443,0.00007860015,0.9650189,0.009415298,0.008754564,0.0005568461,0.01317523],"study_design_scores_gemma":[0.000001487444,0.00001587882,0.0002522442,0.000002356442,0.000003847896,0.00001676189,0.000007137057,0.998031,0.0004874134,0.0010496,0.0001290698,0.000003269968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1767237,0.001001662,0.8121076,0.0004603546,0.0000641369,0.000244905,0.0005010227,0.001165524,0.00773101],"genre_scores_gemma":[0.962613,0.001024879,0.03317437,0.00006443156,0.00007505879,0.0001622151,0.0003266471,0.0001022886,0.002457078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009412616,"threshold_uncertainty_score":0.01871568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04674929377347852,"score_gpt":0.2839069710813462,"score_spread":0.2371576773078677,"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."}}