{"id":"W2085753475","doi":"10.1002/dac.754","title":"Managing QoS requirements for video streaming: from intra‐node to inter‐node","year":2005,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Quality of service; Computer network; Network packet; Scheduling (production processes); Mobile QoS; Node (physics); Distributed computing; End-to-end delay; Service provider; Service (business)","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":[0.001174442,0.0001332991,0.0002404652,0.0003019996,0.00009444127,0.0006304114,0.003473209,0.00003791239,0.00001045425],"category_scores_gemma":[0.0001466371,0.000127727,0.000128309,0.0001192771,0.00002106137,0.001373328,0.0004626236,0.0001732704,0.0000365878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912189,"about_ca_system_score_gemma":0.00009266342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192623,"about_ca_topic_score_gemma":0.00002876108,"domain_scores_codex":[0.9977108,0.0002332262,0.001022551,0.0001777751,0.0006883461,0.0001672633],"domain_scores_gemma":[0.9969336,0.0003886452,0.0008109919,0.000692174,0.001062959,0.000111618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006338473,0.001730838,0.00363041,0.00006519217,0.003040657,0.00006372941,0.02491665,0.06225531,0.03517846,0.137411,0.121015,0.6100589],"study_design_scores_gemma":[0.003847576,0.0002851778,0.001745359,0.002214617,0.00006826304,0.0001275809,0.00254474,0.2989283,0.01610819,0.006735596,0.6667169,0.0006776977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007201496,0.0006568524,0.9643902,0.02485977,0.001508839,0.0002292344,0.00001632916,0.00003347086,0.00110377],"genre_scores_gemma":[0.867398,0.00008270898,0.1297956,0.001906596,0.0006551229,0.00002631778,0.00001145322,0.00001140588,0.0001127637],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8601965,"threshold_uncertainty_score":0.6454145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06747430186992791,"score_gpt":0.3834201855370558,"score_spread":0.3159458836671279,"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."}}