{"id":"W1607463541","doi":"10.1109/iccw.2015.7247177","title":"Handling real-time video traffic in software-defined radio access networks","year":2015,"lang":"en","type":"article","venue":"","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Computer science; Real-time computing; Video quality; Computer network; Videoconferencing; Software-defined radio; Software; Multimedia; Metric (unit); Telecommunications; 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":[0.0004890672,0.0001712501,0.0002617086,0.0002420337,0.00008133017,0.0003907562,0.002055917,0.0001465403,0.00001405702],"category_scores_gemma":[0.0002490609,0.0001398792,0.00005323741,0.0007351676,0.00004459843,0.0006771859,0.0007890815,0.0002198034,0.00006535035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006522922,"about_ca_system_score_gemma":0.00009317056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001253552,"about_ca_topic_score_gemma":0.00002994872,"domain_scores_codex":[0.9985442,0.00006922198,0.0002970643,0.000463847,0.000220473,0.0004052543],"domain_scores_gemma":[0.9987901,0.0002043762,0.00008199629,0.0007350449,0.00006761699,0.0001207942],"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":[0.00005193679,0.0002170562,0.005591592,0.00001680046,0.00002626538,0.0001268021,0.0006462996,0.313547,0.0003003093,0.01122243,0.06269935,0.6055542],"study_design_scores_gemma":[0.0009738663,0.0001112996,0.001231654,0.0001051981,0.000003772419,0.00002107046,0.00004459606,0.9874708,0.001447493,0.006947617,0.001233525,0.0004090928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1697046,0.0004189228,0.8212673,0.001396512,0.0004969193,0.0001688325,2.775115e-7,0.003906809,0.002639842],"genre_scores_gemma":[0.9431576,0.0000898646,0.05551112,0.0001603163,0.00005305682,0.00002998256,0.000001450763,0.00001370256,0.0009829283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.773453,"threshold_uncertainty_score":0.5704106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988396980319975,"score_gpt":0.2730896408428228,"score_spread":0.2332056710396231,"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."}}