{"id":"W2014731193","doi":"10.1109/ic2e.2015.42","title":"Stratus ML: A Layered Cloud Modeling Framework","year":2015,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cloud computing; Computer science; Scalability; Software portability; Software deployment; Consistency (knowledge bases); Set (abstract data type); Distributed computing; Domain (mathematical analysis); Software engineering; Database; Operating system; Programming language","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":[0.0004869049,0.0001039061,0.0001367213,0.00003825629,0.00006357931,0.0001259324,0.0006012669,0.0001160496,0.00001210388],"category_scores_gemma":[0.0001027548,0.00007616926,0.00004195112,0.0002886095,0.00001612191,0.0004103739,0.0001638856,0.0001587073,0.0002765083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004340946,"about_ca_system_score_gemma":0.0001526098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080468,"about_ca_topic_score_gemma":0.000004105902,"domain_scores_codex":[0.9988899,0.00003889009,0.0002139155,0.0002992948,0.0002990841,0.0002588971],"domain_scores_gemma":[0.9988855,0.0000439927,0.00003316512,0.0007158374,0.0001414544,0.0001801119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007640247,0.0004922472,0.02386731,0.0001877074,0.0001106025,0.00006177025,0.0130417,0.2763985,0.0001167813,0.6008552,0.02625856,0.05853314],"study_design_scores_gemma":[0.0002057293,0.0000825086,0.0001204452,0.00002982051,0.000001789809,0.00001337571,0.0001435667,0.9576221,0.0001083634,0.04024371,0.001253602,0.0001749887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08644955,0.0001325088,0.9041333,0.0003250786,0.0010926,0.0001010871,3.497271e-7,0.0004813893,0.007284202],"genre_scores_gemma":[0.9028496,0.000004286871,0.0964939,0.0002564611,0.0002106477,0.000007804643,4.385815e-7,0.000005163805,0.0001716896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8164001,"threshold_uncertainty_score":0.3554047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0529704757482891,"score_gpt":0.2786654567668848,"score_spread":0.2256949810185956,"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."}}