{"id":"W1557398688","doi":"10.1023/a:1013245819429","title":"Distributed Video Production: Tasks, Architecture and QoS Provisioning","year":2002,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Computer science; Architecture; Distributed computing; Quality of service; Resource allocation; Protocol (science); Network architecture; Computer network","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":[0.00019345,0.00009947648,0.0001216784,0.00006384115,0.000881361,0.00009783362,0.0002013454,0.0001210483,0.0001844552],"category_scores_gemma":[0.0003994945,0.00009348242,0.00002131899,0.0003045068,0.0005759901,0.0001271883,0.0000878537,0.0002137807,0.00004247665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002194502,"about_ca_system_score_gemma":0.00001833849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001158003,"about_ca_topic_score_gemma":0.0002276559,"domain_scores_codex":[0.9991296,0.00006838592,0.0001707772,0.0002866656,0.0001379811,0.0002066263],"domain_scores_gemma":[0.9991325,0.0002349123,0.00007542039,0.0003453613,0.00006993057,0.0001418957],"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":[0.000002207878,0.00009612119,0.001602832,0.00001067191,0.00001135763,3.484924e-7,0.00364995,0.000004367961,0.0005690118,0.01329665,0.003279782,0.9774767],"study_design_scores_gemma":[0.0002382345,0.00001149898,0.003463604,0.00001227526,0.00001404369,0.000004880721,0.000982239,0.001237063,0.0001366675,0.001283043,0.9924636,0.000152805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1818511,0.02259828,0.1024194,0.5761511,0.001489153,0.01944107,0.001117892,0.005417739,0.08951424],"genre_scores_gemma":[0.9728089,0.002934138,0.02065317,0.0002295901,0.0006080632,0.001174972,0.0001219332,0.00001735638,0.0014519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9891838,"threshold_uncertainty_score":0.6778806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667481132734842,"score_gpt":0.2944946641561039,"score_spread":0.2578198528287555,"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."}}