{"id":"W2136823104","doi":"10.1109/glocom.2010.5683763","title":"Video Streaming with PCA and Hard vs Soft DRP","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wireless; Quality of service; Reservation; Protocol (science); Real-time computing; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001350804,0.0006363228,0.000483354,0.0005600743,0.0003834528,0.001218159,0.000797453,0.0004699995,0.0006385716],"category_scores_gemma":[0.005360384,0.000268501,0.0001934229,0.0004413127,0.0008827729,0.001595952,0.0008785433,0.0008765198,0.0001067795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004745509,"about_ca_system_score_gemma":0.0005708889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058832,"about_ca_topic_score_gemma":0.001531679,"domain_scores_codex":[0.9990797,0.0002954864,0.00004802458,0.0001185821,0.0003145499,0.0001436418],"domain_scores_gemma":[0.9962599,0.002357706,0.0004075109,0.0003432551,0.0003423015,0.0002893741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005450733,0.001193756,0.0189563,0.000996083,0.0002414925,0.001350875,0.0006357052,0.2185279,0.4149801,0.03886729,0.001354327,0.2974455],"study_design_scores_gemma":[0.0001967396,0.00197045,0.004665738,0.00003334821,0.00008774344,0.0004875503,0.0001884795,0.9216471,0.06278181,0.006848318,0.001038266,0.00005442693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8776723,0.001706023,0.1123035,0.0004116574,0.00007060321,0.0001382989,0.00003907101,0.0006013034,0.007057279],"genre_scores_gemma":[0.9873735,0.0001973889,0.01188146,0.00004930343,0.00003045673,0.00002333184,0.00001031814,0.00001481124,0.0004194054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001350804,"threshold_uncertainty_score":0.007143855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00914059214034597,"score_gpt":0.2258027735732554,"score_spread":0.2166621814329094,"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."}}