{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002777762,0.001394529,0.0007073359,0.002071371,0.001119211,0.004105143,0.002654934,0.00132327,0.004388814],"category_scores_gemma":[0.003201277,0.001521395,0.003409271,0.001199744,0.0009956468,0.004054422,0.003178187,0.002237183,0.001858403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004089,"about_ca_system_score_gemma":0.004532271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01973834,"about_ca_topic_score_gemma":0.02005513,"domain_scores_codex":[0.9987093,0.0004059952,0.0001801141,0.0001397452,0.0004210441,0.0001437151],"domain_scores_gemma":[0.9989573,0.0003263515,0.0001327496,0.0002825525,0.000218807,0.00008226629],"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":[0.0001861128,0.0001253363,0.003154928,0.0006001347,0.0002781248,0.0007424761,0.001603367,0.4116311,0.009669456,0.4576441,0.02197802,0.09238689],"study_design_scores_gemma":[0.0000369566,0.0000464811,0.000381243,0.0001677795,0.00009486776,0.0001948904,0.0001586604,0.814435,0.004396764,0.06775393,0.1122672,0.00006628062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002402943,0.00008794793,0.9809029,0.0002433687,0.00002935423,0.0001309445,0.000645714,0.01202128,0.003535631],"genre_scores_gemma":[0.08085924,0.0005684128,0.9060493,0.0002492818,0.00004970414,0.0006229094,0.003531495,0.003364344,0.00470541],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01973834,"threshold_uncertainty_score":0.03924692,"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."}}