{"id":"W4402293228","doi":"10.1002/9781119912965.ch4","title":"Resource Management on Systems Subjected to Uncertainties Associated with Workload and System Parameters","year":2024,"lang":"en","type":"other","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Workload; Computer science; Resource (disambiguation); Operations management; Operations research; Reliability engineering; Engineering; Operating system; Computer network","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":[0.001236766,0.000653996,0.0006571386,0.0003896646,0.0007529822,0.001945093,0.0006989807,0.0007152273,0.002618452],"category_scores_gemma":[0.003359179,0.0003175969,0.0005816965,0.0004759888,0.0009771739,0.001698838,0.00109889,0.000984663,0.0003771794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047013,"about_ca_system_score_gemma":0.0008083824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314266,"about_ca_topic_score_gemma":0.001813434,"domain_scores_codex":[0.999151,0.0002772966,0.00003939043,0.0001297394,0.0002944242,0.0001081506],"domain_scores_gemma":[0.998877,0.0007457766,0.0001072609,0.0001468338,0.00009998203,0.0000230285],"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":[0.00004279578,0.00002008315,0.0005343932,0.00009669328,0.00004351165,0.0001479141,0.0001073584,0.9057423,0.007452501,0.04467674,0.0008915456,0.04024415],"study_design_scores_gemma":[0.000004082955,0.00003129889,0.0003372332,0.00002743266,0.00001157267,0.00004622994,0.00005096732,0.9545282,0.002926316,0.03850311,0.00351834,0.00001538587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02342206,0.0009680981,0.9606035,0.0006877225,0.0000980499,0.00006986412,0.00008062735,0.0004893845,0.01358085],"genre_scores_gemma":[0.8038972,0.002712751,0.1835963,0.0002599643,0.0002472128,0.0001808327,0.000171032,0.0002180323,0.008716663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00314266,"threshold_uncertainty_score":0.008759618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06404942755351549,"score_gpt":0.3430243734301865,"score_spread":0.278974945876671,"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."}}