{"id":"W4408703990","doi":"10.1145/3715675.3715844","title":"Bandwidth Prediction for Media over QUIC","year":2025,"lang":"en","type":"article","venue":"","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Bandwidth (computing); Computer network","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":[0.0002201105,0.00005073482,0.00006643739,0.00005881074,0.00006327787,0.00009153829,0.0002525146,0.00002889758,0.00002631184],"category_scores_gemma":[0.00003781573,0.00004212746,0.00004142828,0.0001587214,0.00001029403,0.000317831,0.00008131804,0.00003303766,0.000009796347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000278403,"about_ca_system_score_gemma":0.00007064423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002983731,"about_ca_topic_score_gemma":0.00002318136,"domain_scores_codex":[0.9994491,0.00001958833,0.0001230848,0.0001783974,0.0001062972,0.0001235031],"domain_scores_gemma":[0.9995199,0.0001443456,0.00001820127,0.0002486793,0.00004435768,0.00002450314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007029204,0.00007167172,0.00143283,0.00003680079,0.00002399445,8.391888e-7,0.0003554095,0.00001039453,0.0004916006,0.8180846,0.1107655,0.06871939],"study_design_scores_gemma":[0.002977591,0.0002316564,0.1211601,0.00008624361,0.00004124267,0.000002520328,0.0001838426,0.3643577,0.02920703,0.1838707,0.2974735,0.0004078787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009753082,0.00004132676,0.9843414,0.002336239,0.0007118618,0.0001396793,0.000003158928,0.0001351399,0.01131588],"genre_scores_gemma":[0.8433289,0.00001905321,0.1361906,0.007826964,0.0002220483,0.0001205376,0.00001577116,0.000006226097,0.01226989],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8481508,"threshold_uncertainty_score":0.1717908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898895923792667,"score_gpt":0.3216834164285991,"score_spread":0.3026944571906725,"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."}}