{"id":"W3212156194","doi":"10.1109/cloud53861.2021.00088","title":"Usage Trends Aware VM Placement in Academic Research Computing Clouds","year":2021,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Provisioning; Cloud computing; Computer science; Exploit; Distributed computing; Supercomputer; Operating system; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002000354,0.0008069394,0.0007903184,0.001420983,0.0009628288,0.001512195,0.001626922,0.0006629586,0.0004550978],"category_scores_gemma":[0.006320477,0.0004418177,0.000355419,0.001704038,0.0004413259,0.001207945,0.0007340386,0.000565976,0.0002932532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318753,"about_ca_system_score_gemma":0.002124968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008607971,"about_ca_topic_score_gemma":0.01144282,"domain_scores_codex":[0.9985003,0.0004508108,0.0001190678,0.0003965006,0.0002930448,0.000240321],"domain_scores_gemma":[0.9975396,0.0007956757,0.0004784271,0.0003327587,0.0005837563,0.0002697766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005782436,0.0004224473,0.05662582,0.0002868988,0.0001271761,0.0002450194,0.0004792972,0.5657197,0.0191507,0.002515488,0.005780798,0.3480684],"study_design_scores_gemma":[0.0000240354,0.00009310884,0.005587466,0.00001409152,0.00002812535,0.0001045494,0.0002826516,0.9855267,0.005435892,0.001259458,0.001628544,0.00001541808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7783894,0.003072742,0.2094966,0.0008078648,0.0002481693,0.0002872731,0.0004693648,0.002896079,0.004332647],"genre_scores_gemma":[0.9270527,0.0003626049,0.07159896,0.00006428931,0.00003972719,0.00003806368,0.0003486368,0.00007702162,0.000418055],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008607971,"threshold_uncertainty_score":0.01711577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0865983082946728,"score_gpt":0.3719870836807458,"score_spread":0.285388775386073,"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."}}