{"id":"W2124819084","doi":"10.1109/conielecomp.2007.93","title":"Performance Diagnosis for Changing Workloads","year":2007,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science; Workload; Task (project management); Key (lock); Software; Software system; Resource allocation; Distributed computing; Resource (disambiguation); System software; Software performance testing; Software engineering; Operating system; Embedded system; Software construction; Systems engineering; 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":[0.001216312,0.001071136,0.0007722287,0.002132009,0.0006170312,0.001296868,0.001451543,0.001190294,0.001583196],"category_scores_gemma":[0.01567055,0.0003373449,0.0003259566,0.0007900557,0.0006382637,0.001545573,0.0006988315,0.001302575,0.000680398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070178,"about_ca_system_score_gemma":0.0009712966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003517552,"about_ca_topic_score_gemma":0.001847392,"domain_scores_codex":[0.9980298,0.0004003216,0.00009654645,0.000352281,0.0008089442,0.0003121998],"domain_scores_gemma":[0.9916231,0.004256728,0.0009587986,0.001034739,0.001802889,0.0003237384],"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":[0.00306132,0.0007986121,0.1137568,0.0004722748,0.0001500376,0.001889843,0.001026895,0.2325553,0.1758808,0.0120829,0.009932471,0.4483927],"study_design_scores_gemma":[0.00003245591,0.0001644391,0.01070435,0.0000143285,0.00002141317,0.0003408969,0.0001279618,0.9475277,0.03506767,0.004791488,0.001171703,0.00003551006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5944558,0.0008680983,0.3829806,0.001116562,0.0002207791,0.0001967517,0.000558753,0.01467966,0.004922898],"genre_scores_gemma":[0.9660226,0.00008887584,0.03275406,0.00007988256,0.00003819969,0.00003154363,0.0002604378,0.000104663,0.0006197121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003517552,"threshold_uncertainty_score":0.007764697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479226720377406,"score_gpt":0.2538379865907259,"score_spread":0.2390457193869518,"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."}}