{"id":"W3154673147","doi":"10.3390/su13084541","title":"A New Efficient Architecture for Adaptive Bit-Rate Video Streaming","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Quality of experience; Multimedia; The Internet; Computer network; IPTV; Throughput; Reliability (semiconductor); Quality of service; Wireless; Telecommunications; World Wide Web","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":[0.0003286197,0.0003872924,0.0003549948,0.0006710875,0.0004203257,0.000713894,0.00101249,0.0005078365,0.00159081],"category_scores_gemma":[0.0005499193,0.0001981417,0.0002900253,0.0003319954,0.0002440664,0.0009770222,0.0004085365,0.0007318883,0.000664573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006028182,"about_ca_system_score_gemma":0.0005210501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573933,"about_ca_topic_score_gemma":0.001908663,"domain_scores_codex":[0.9995136,0.00006788823,0.00003267789,0.00008449689,0.0002508768,0.00005043134],"domain_scores_gemma":[0.9997067,0.00003312237,0.00003460994,0.00004480944,0.0001534099,0.00002742277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004047379,0.0002892184,0.001843083,0.0003028333,0.0001134572,0.000388654,0.0003011634,0.02005123,0.5941254,0.02498255,0.007008065,0.3501895],"study_design_scores_gemma":[0.0001268116,0.002034781,0.003488922,0.00007720753,0.0001990452,0.001299907,0.00008399745,0.6721227,0.2274616,0.007184605,0.08582515,0.00009529658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06974448,0.001239455,0.9139125,0.000347988,0.0002667281,0.0004446312,0.0001154307,0.004994024,0.008934693],"genre_scores_gemma":[0.5577791,0.0008766982,0.4268655,0.0002842857,0.000158451,0.0002829693,0.0003549304,0.0001758681,0.01322216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00159081,"threshold_uncertainty_score":0.005321801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530039285890859,"score_gpt":0.3010196870304121,"score_spread":0.2857192941715035,"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."}}