{"id":"W2080399105","doi":"10.5296/npa.v4i4.2171","title":"Cross Layer Design for Efficient Video Streaming over LTE Using Scalable Video Coding","year":2012,"lang":"en","type":"article","venue":"Network Protocols and Algorithms","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Multimedia Broadcast Multicast Service; Unicast; Multicast; Computer network; Video quality; Scalable Video Coding; Cellular network; Real-time computing; Scalability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005144194,0.0003750721,0.0002527538,0.0003544146,0.0003831456,0.0005587536,0.0006006269,0.0002892907,0.001243239],"category_scores_gemma":[0.0006329854,0.000167322,0.0002813004,0.0002968028,0.0001867423,0.0004051553,0.0002893956,0.000452826,0.0002697208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006862267,"about_ca_system_score_gemma":0.0006262082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005086611,"about_ca_topic_score_gemma":0.007004519,"domain_scores_codex":[0.9996412,0.00005592562,0.00001946765,0.00003671572,0.0001825073,0.00006420916],"domain_scores_gemma":[0.9996247,0.00007154078,0.00004178197,0.00002690163,0.0002112523,0.00002372908],"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":[0.0002661242,0.0001506827,0.001570749,0.000231845,0.0001144119,0.0006537479,0.0002175683,0.138917,0.6559473,0.02179544,0.005385175,0.1747501],"study_design_scores_gemma":[0.00003100745,0.0003007629,0.0007079169,0.00001256557,0.00003969342,0.0001679275,0.00003614406,0.9332962,0.06056696,0.0009756385,0.003839796,0.00002540388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08472402,0.0008966122,0.9061381,0.0002597665,0.0001447808,0.0001704426,0.00007820872,0.001166801,0.006421229],"genre_scores_gemma":[0.8892618,0.0004650464,0.1072057,0.0001450405,0.00005176279,0.0001081686,0.0001493336,0.00007835308,0.002534751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005086611,"threshold_uncertainty_score":0.01011401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063454699308627,"score_gpt":0.314875826326438,"score_spread":0.2742412793333517,"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."}}