{"id":"W2321027716","doi":"10.1109/tmm.2016.2538721","title":"A Geometric Approach to Server Selection for Interactive Video Streaming","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Multimedia","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Server; Computer science; PlanetLab; Computer network; Scalability; Relay; Backup; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002305562,0.0002353833,0.0002216463,0.001162489,0.00017735,0.00009112286,0.00080016,0.000140659,0.00001057754],"category_scores_gemma":[0.0001080682,0.0001853537,0.0001230141,0.002209901,0.00003108345,0.0006083194,0.00001104764,0.0001962838,0.0002109525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003370486,"about_ca_system_score_gemma":0.00004905281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005465247,"about_ca_topic_score_gemma":0.00007858223,"domain_scores_codex":[0.9982041,0.00004008501,0.000249955,0.0007085298,0.0003083643,0.0004889934],"domain_scores_gemma":[0.99834,0.0006743185,0.00006574872,0.0005378877,0.0001986777,0.0001834283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007422557,0.0002981655,0.0000341474,0.000009692118,0.00006762862,8.092486e-7,0.0005716987,0.009128523,0.008600085,0.00006832983,0.001926153,0.9792206],"study_design_scores_gemma":[0.0032469,0.001778018,0.002820943,0.0002499901,0.0000804783,0.00004662919,0.0002227976,0.3880484,0.5907645,0.0007295417,0.01055953,0.001452263],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01844396,0.000006269063,0.9775041,0.001341428,0.0008634362,0.0008316881,0.00002812429,0.0008394153,0.0001416121],"genre_scores_gemma":[0.6912792,0.000003706036,0.3072677,0.0001723078,0.00005530224,0.0005262863,7.394607e-7,0.0000197062,0.0006750454],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9777683,"threshold_uncertainty_score":0.7558506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220123133358998,"score_gpt":0.2598254123809206,"score_spread":0.2378130990450208,"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."}}