{"id":"W2767696751","doi":"10.48550/arxiv.1711.03204","title":"Elascale: Autoscaling and Monitoring as a Service","year":2017,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Scalability; Cloud computing; Provisioning; Microservices; Distributed computing; Software; Operating system; Database","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003686013,0.000287552,0.0003417229,0.0001299008,0.0004501881,0.0003229125,0.001923068,0.0003679431,0.000004994181],"category_scores_gemma":[0.00005205217,0.0003022434,0.00011559,0.0002066419,0.00008483452,0.0006222113,0.003115377,0.0005607024,0.0001090421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001337767,"about_ca_system_score_gemma":0.000212498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007221614,"about_ca_topic_score_gemma":0.00001987042,"domain_scores_codex":[0.9982159,0.00007450094,0.0001820794,0.00108741,0.0001087011,0.0003313877],"domain_scores_gemma":[0.9973907,0.00008544044,0.0002671639,0.001870924,0.0001927827,0.0001929376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001317442,0.000356152,0.7626427,0.004129455,0.0006496374,0.001503826,0.00642082,0.1413603,0.0002203761,0.05629562,0.000350046,0.02593925],"study_design_scores_gemma":[0.001311936,0.000106008,0.0913573,0.001684001,0.0001648259,0.0000668502,0.0002535362,0.8451127,0.0008142818,0.05532453,0.002136999,0.001666999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166177,0.0001814731,0.07893447,0.0002035209,0.001727391,0.0002441535,0.000003511916,0.0003988414,0.001688938],"genre_scores_gemma":[0.9975359,0.0002716352,0.001176377,0.00004156493,0.0001797942,0.000001267237,0.000001824941,0.0000130916,0.0007784934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7037524,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06838411480516778,"score_gpt":0.2080750541583241,"score_spread":0.1396909393531564,"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."}}