{"id":"W3115820410","doi":"10.1109/cloud49709.2020.00075","title":"Phase Aware Performance Modeling for Cloud Applications","year":2020,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cloud computing; Computer science; Phase (matter); Operating system; Physics","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":[0.000854016,0.001421502,0.0006415169,0.001421823,0.0003482917,0.001060174,0.001247257,0.0006284769,0.0008130287],"category_scores_gemma":[0.004912568,0.000545097,0.0008861294,0.0007865858,0.0003512356,0.001600196,0.0005087579,0.0009751591,0.0004422198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007174149,"about_ca_system_score_gemma":0.0009569479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003227181,"about_ca_topic_score_gemma":0.002246677,"domain_scores_codex":[0.9990799,0.0002229196,0.00005304074,0.0001986341,0.0003618394,0.00008367589],"domain_scores_gemma":[0.9978318,0.001045542,0.0003781758,0.0003561013,0.0003322361,0.00005618099],"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":[0.00009953536,0.00008239654,0.00639429,0.0000747826,0.00004580931,0.00009325022,0.00005799859,0.9361352,0.01043046,0.003780653,0.0006928222,0.04211282],"study_design_scores_gemma":[0.000001378726,0.00001168828,0.0002874877,0.000002495465,0.000003628893,0.00002267864,0.000003072626,0.9958525,0.001860399,0.001707527,0.0002428321,0.000004434805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05343919,0.0002682444,0.9414856,0.0001181221,0.00003222359,0.00009681105,0.0004805323,0.003057849,0.001021379],"genre_scores_gemma":[0.8288963,0.0004283187,0.1677976,0.00007998892,0.0000762516,0.0002094678,0.001116419,0.0003611705,0.001034416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003227181,"threshold_uncertainty_score":0.006416798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04080163870353535,"score_gpt":0.2748815907156383,"score_spread":0.234079952012103,"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."}}