{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002564025,0.0001637331,0.0002143101,0.0004339835,0.0002755898,0.0002136828,0.001276878,0.0001054403,0.0001014251],"category_scores_gemma":[0.00006658145,0.0001513403,0.00007551911,0.002510404,0.00005416996,0.00003163141,0.002840378,0.0008600503,0.0001002149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990869,"about_ca_system_score_gemma":0.0000958945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009364405,"about_ca_topic_score_gemma":0.00006301529,"domain_scores_codex":[0.9966821,0.0004690665,0.0004191359,0.0007730987,0.0008599376,0.0007966767],"domain_scores_gemma":[0.9985754,0.0003477015,0.00005499542,0.000769366,0.0001151798,0.000137394],"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":[0.00001598455,0.0005048715,0.01431366,0.0001139097,0.0000702926,0.001110936,0.007600692,0.1090875,0.0006016486,0.0870827,0.0449184,0.7345794],"study_design_scores_gemma":[0.0008567648,0.00008594574,0.01281878,0.0001693044,0.000003039142,0.00003112721,0.001174609,0.9433402,0.0008938393,0.0008821829,0.03939761,0.0003466382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7073703,0.0006136476,0.148419,0.0128618,0.0008903233,0.0002141648,8.801489e-7,0.0005547815,0.1290751],"genre_scores_gemma":[0.9716122,0.0000117605,0.005914773,0.0005491609,0.0001898283,0.000005434286,0.000002550364,0.0000119657,0.0217023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8342527,"threshold_uncertainty_score":0.6171477,"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."}}