{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001563673,0.001802656,0.001462997,0.001743137,0.001419631,0.001768546,0.003402297,0.001333785,0.004574309],"category_scores_gemma":[0.006213667,0.0007928205,0.000953822,0.00261305,0.001560964,0.003284794,0.00211758,0.001509958,0.001250289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137117,"about_ca_system_score_gemma":0.001479032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197995,"about_ca_topic_score_gemma":0.00244296,"domain_scores_codex":[0.9979595,0.0007287786,0.00009374781,0.0003890114,0.0005736906,0.000255299],"domain_scores_gemma":[0.9975652,0.001244914,0.0003115018,0.0003427095,0.0003687442,0.000167024],"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":[0.0002015865,0.0001157978,0.0009490653,0.0001383335,0.00004637179,0.0002092543,0.00018781,0.8508938,0.008292691,0.07357258,0.004011569,0.06138119],"study_design_scores_gemma":[0.00001803532,0.0001065396,0.0001656344,0.000007836751,0.0000135791,0.0001528109,0.00007084159,0.9703014,0.002317474,0.02426598,0.002556601,0.00002329529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01035996,0.0002209373,0.9868708,0.0001976332,0.0000399162,0.00009043467,0.00005726557,0.0003725837,0.00179045],"genre_scores_gemma":[0.4505112,0.0009152344,0.5429781,0.000153751,0.0002114364,0.0002701244,0.0003419549,0.0002838159,0.004334402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004574309,"threshold_uncertainty_score":0.01550591,"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."}}