{"id":"W2156182515","doi":"10.1109/cnsr.2005.23","title":"An Interactive Scalable Multimedia Streaming Scheme for VBR-Encoded Videos","year":2005,"lang":"en","type":"article","venue":"","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Scalability; Computer network; Real Time Streaming Protocol; Variable bitrate; Bandwidth (computing); Real-time computing; The Internet; Quality of service; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003725123,0.0001464028,0.0001660116,0.00008504833,0.0001371163,0.0002970432,0.0006710744,0.00005351214,0.00009777425],"category_scores_gemma":[0.00006687379,0.0001297791,0.00007259723,0.0001534727,0.00002514334,0.002696908,0.0001371987,0.0001125614,0.000114438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009620845,"about_ca_system_score_gemma":0.00008698671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001161046,"about_ca_topic_score_gemma":0.0001054991,"domain_scores_codex":[0.9986677,0.00005840104,0.0002619124,0.0004378508,0.0002195125,0.0003546452],"domain_scores_gemma":[0.9988317,0.0002521058,0.00008186784,0.0005399425,0.0001575593,0.0001368622],"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":[0.00005564489,0.001261399,0.0006410601,0.00004918284,0.00009498644,0.00001145396,0.005808789,0.0003516976,0.07244559,0.03133756,0.01172179,0.8762208],"study_design_scores_gemma":[0.0006497517,0.0001489548,0.0002933866,0.00001809518,0.000004854744,0.000003133588,0.0003944655,0.8622078,0.1283511,0.0006577235,0.007054204,0.0002165598],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01531223,0.00001890096,0.9789829,0.001840067,0.0001744148,0.0003203496,0.000004180286,0.0002473203,0.003099638],"genre_scores_gemma":[0.3907324,0.000001542785,0.6069783,0.001069445,0.0001550505,0.00004746462,0.000007112734,0.000007538525,0.001001139],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8760043,"threshold_uncertainty_score":0.5292239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625494803759612,"score_gpt":0.34628575640465,"score_spread":0.3200308083670539,"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."}}