{"id":"W2724402017","doi":"","title":"Joint Buffering and Rate Control for Video Streaming over Heterogeneous Wireless Networks","year":2011,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Computer science; Wireless network; Variable bitrate; Computer network; Handover; Distributed computing; Wireless; Real-time computing; Quality of service; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000944491,0.0004379842,0.0005111458,0.00009997904,0.0001023433,0.00005865919,0.00009940992,0.0003063736,0.00002831558],"category_scores_gemma":[0.00001686159,0.0004995933,0.00009445885,0.00009130902,0.00001717923,0.000114404,0.00001324281,0.000274118,0.00000216181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037811,"about_ca_system_score_gemma":0.00001382106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003098527,"about_ca_topic_score_gemma":0.0002107858,"domain_scores_codex":[0.9987673,0.0000242479,0.0003160474,0.0003627464,0.00009139275,0.0004382912],"domain_scores_gemma":[0.9993021,0.0001099118,0.0001630182,0.0002475181,0.00007250063,0.0001049191],"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":[0.0001132217,0.000007463667,0.00002620958,0.0003596851,0.0001387647,0.000007613984,0.0005994898,0.9855267,0.001945908,0.0001129457,0.0001210955,0.01104091],"study_design_scores_gemma":[0.0008681812,0.00004172252,0.0002999025,0.0003619484,0.0001211706,0.00000478997,0.0001685621,0.9941419,0.002975836,0.00008101363,0.0003717757,0.0005632338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3194021,0.004174133,0.6723753,0.000003745424,0.001414677,0.00110086,0.00001627763,0.0005770826,0.0009358058],"genre_scores_gemma":[0.9943296,0.001019508,0.002159943,0.00003179985,0.0003845991,0.0002580141,0.000387226,0.0002955736,0.001133767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6749274,"threshold_uncertainty_score":0.9997455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009930789222417294,"score_gpt":0.2444557771657535,"score_spread":0.2345249879433361,"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."}}