{"id":"W4386953442","doi":"10.1109/mipr59079.2023.00038","title":"iStream: A Flexible Container-Based Testbed for Multimedia Streaming","year":2023,"lang":"en","type":"article","venue":"","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Testbed; Computer science; Multimedia; Transcoding; Adaptation (eye); Reuse; Container (type theory); Focus (optics); Set (abstract data type); World Wide Web; 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":[0.0004180363,0.0001249587,0.0001526068,0.0001300422,0.0001227794,0.0001723276,0.0004786256,0.00004291948,0.00002183205],"category_scores_gemma":[0.0001473139,0.0001089458,0.00008912716,0.0004878896,0.00002382948,0.0002819781,0.0001106313,0.00005470715,0.0001623866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003944935,"about_ca_system_score_gemma":0.0001566619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367855,"about_ca_topic_score_gemma":0.00002725437,"domain_scores_codex":[0.9988286,0.00003551489,0.0002151123,0.0003440651,0.0002207007,0.0003560199],"domain_scores_gemma":[0.998664,0.000612082,0.00005352145,0.0004730815,0.000105187,0.00009218034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006836146,0.0007683289,0.00312593,0.0003708832,0.0001241408,0.0001360939,0.001738118,0.001342657,0.02892664,0.1770948,0.146851,0.639453],"study_design_scores_gemma":[0.001374504,0.0001911235,0.001334043,0.00002402863,0.000007382448,0.000001285518,0.0002351519,0.9397214,0.04352411,0.00218422,0.01115338,0.0002493473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003679331,0.00001148709,0.9886739,0.003751336,0.0002130291,0.0003581152,0.00001123663,0.001051701,0.002249828],"genre_scores_gemma":[0.6031268,0.000001986912,0.3848925,0.00232759,0.0001417714,0.0002323108,0.00007901367,0.00002102534,0.009176973],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9383788,"threshold_uncertainty_score":0.4442681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05713940002333402,"score_gpt":0.3496478769155292,"score_spread":0.2925084768921952,"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."}}