{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008875237,0.0005638585,0.0004695707,0.0009913198,0.0004241392,0.0009108207,0.001055068,0.0003949651,0.001421067],"category_scores_gemma":[0.005089585,0.0002387488,0.000200984,0.0005405961,0.0004294628,0.001259116,0.0009310317,0.0008391289,0.0006197114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007639385,"about_ca_system_score_gemma":0.0009930766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008090488,"about_ca_topic_score_gemma":0.007745833,"domain_scores_codex":[0.9996033,0.00006442903,0.00002150771,0.00007465705,0.0001730039,0.00006317437],"domain_scores_gemma":[0.9985108,0.0005225383,0.0001309638,0.000204725,0.0005470711,0.00008388255],"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":[0.000721055,0.0002490068,0.0119485,0.0001555762,0.00004122622,0.0004234302,0.0002228816,0.4673206,0.04939076,0.02205365,0.007830051,0.4396433],"study_design_scores_gemma":[0.000004373009,0.00002216428,0.0004500096,0.000006177248,0.000004294808,0.00003806544,0.0000173171,0.9921848,0.004153601,0.002410957,0.0006995195,0.000008712654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05850198,0.0005407303,0.9318916,0.0003374245,0.0001750432,0.00009721636,0.0002415271,0.003651807,0.004562756],"genre_scores_gemma":[0.9329786,0.0002226535,0.0649552,0.0001217321,0.0000641045,0.00004373958,0.0002972955,0.0001349147,0.001181817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008090488,"threshold_uncertainty_score":0.01608682,"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."}}