{"id":"W1967155922","doi":"10.1145/1670243.1670250","title":"Automatic virtual machine configuration for database workloads","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Database Systems","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada); University of Waterloo","funders":"","keywords":"Computer science; Online transaction processing; Workload; Database; Software deployment; Virtual machine; Virtualization; Temporal isolation among virtual machines; Distributed computing; Hypervisor; Operating system; Cloud computing; Transaction processing; Database transaction","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":[0.001503598,0.001367509,0.001301223,0.001696091,0.000886708,0.001494872,0.001869814,0.0006121615,0.001119522],"category_scores_gemma":[0.01018509,0.000691788,0.0004014382,0.001338522,0.0003609108,0.00192015,0.0006926797,0.0008463988,0.0006737361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009219307,"about_ca_system_score_gemma":0.001417575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003735709,"about_ca_topic_score_gemma":0.005414796,"domain_scores_codex":[0.9977378,0.0007526432,0.0001931339,0.0005834186,0.0005329253,0.0002000262],"domain_scores_gemma":[0.9959487,0.001630639,0.0004702038,0.001091512,0.0007133852,0.000145582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001306497,0.0003669829,0.02935312,0.0002296421,0.0001215187,0.0002216253,0.0004467648,0.1545494,0.06592966,0.002219539,0.01067612,0.7345793],"study_design_scores_gemma":[0.00005307561,0.00008211908,0.004208793,0.00001533911,0.00002575396,0.0001137237,0.00009857824,0.9709901,0.02098877,0.001684544,0.001703653,0.000035611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3182343,0.001137228,0.6262749,0.0003227658,0.0001130304,0.0002929646,0.0007050153,0.04982266,0.003097045],"genre_scores_gemma":[0.783838,0.0001578528,0.2132886,0.00006677936,0.00004166602,0.0001021681,0.001131371,0.0007871939,0.0005863814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003735709,"threshold_uncertainty_score":0.007951915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302318292325333,"score_gpt":0.2566651177257133,"score_spread":0.22364193480246,"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."}}