{"id":"W3179515200","doi":"","title":"Cross-layer optimization of video streaming in single-hop wireless networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Wireless network; Computer network; Service set; Wireless; Wi-Fi array; Wireless WAN; IEEE 802.11e-2005; IEEE 802; Quality of service; Wi-Fi; Real-time computing; Telecommunications","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":[0.002163047,0.001168612,0.0010757,0.0004987564,0.0005040216,0.001294188,0.0008923332,0.0009305998,0.001939674],"category_scores_gemma":[0.003456359,0.0005384614,0.0004470948,0.0005833563,0.0008601221,0.001158905,0.001111075,0.0008017428,0.0001949675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615581,"about_ca_system_score_gemma":0.001495608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004340325,"about_ca_topic_score_gemma":0.002234912,"domain_scores_codex":[0.999365,0.0002329197,0.00002478433,0.00009620848,0.0001726891,0.0001083521],"domain_scores_gemma":[0.9989536,0.0006539689,0.0001139386,0.00003445436,0.0001874544,0.00005651924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003658767,0.00002161424,0.0001708951,0.00002868862,0.00001682914,0.00002343847,0.00001547331,0.9904793,0.001045415,0.002120309,0.0002096702,0.005831871],"study_design_scores_gemma":[0.000005518871,0.00001768287,0.00004795064,0.000001367375,0.000003825563,0.00000369126,0.000004278822,0.9989333,0.0002736167,0.0006402839,0.00006673158,0.000001856123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1147344,0.001064329,0.8759287,0.0004944764,0.00008812574,0.0001222614,0.00006969267,0.0002903177,0.007207748],"genre_scores_gemma":[0.8985869,0.0006295294,0.09683853,0.0001490478,0.00006741023,0.0001499086,0.00009707685,0.000121011,0.003360633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004340325,"threshold_uncertainty_score":0.01172191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207232444848045,"score_gpt":0.2588228566121121,"score_spread":0.2267505321636316,"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."}}