{"id":"W1999346757","doi":"10.5539/cis.v8n2p58","title":"System Level Benchmarks for the Cloud","year":2015,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Computer science; Cloud computing; Elasticity (physics); Data science; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734567,0.00008442198,0.00007989178,0.0001320723,0.0005338678,0.0008955994,0.001183877,0.00001906122,3.135584e-7],"category_scores_gemma":[0.00003797847,0.0000525032,0.00002833185,0.0005425827,0.0001558814,0.0008356602,0.0007328388,0.00005472272,0.0000154145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005295069,"about_ca_system_score_gemma":0.00009806238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001088611,"about_ca_topic_score_gemma":2.299047e-7,"domain_scores_codex":[0.9989551,0.00001467569,0.0002226636,0.0001665717,0.0004133102,0.0002276474],"domain_scores_gemma":[0.9990047,0.0001090651,0.00009589156,0.0003871073,0.0002763256,0.0001269055],"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":[0.000003990423,0.00000821824,0.00007554042,0.00004042692,0.000007000904,3.464135e-7,0.00541962,0.01862102,0.000001665923,0.522885,0.01395293,0.4389842],"study_design_scores_gemma":[0.000243084,0.00005300199,0.00125434,0.00001413932,0.000002106265,0.00001892543,0.0002980721,0.9004595,0.00002183549,0.0001819028,0.09737329,0.00007985494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006080857,0.00004790907,0.9852021,0.001226447,0.001760902,0.0002446052,0.00000123031,0.0001016382,0.005334313],"genre_scores_gemma":[0.9521124,0.000002148112,0.04639359,0.001189311,0.0002409337,0.00001559507,0.000001305385,0.000001630314,0.00004302131],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9460316,"threshold_uncertainty_score":0.8636286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709066813068392,"score_gpt":0.2485663204415159,"score_spread":0.2114756523108319,"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."}}