{"id":"W7115814831","doi":"","title":"Performance Modeling and Capacity Planning for SAAS Applications","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Capacity planning; Key (lock); Task (project management); Microservices; Quality (philosophy); Service (business); Software as a service; Discrete event simulation; Quality of service","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000136015,0.0002565564,0.0002994545,0.0002001858,0.0004410565,0.000102839,0.0007001639,0.0002792815,0.0001429229],"category_scores_gemma":[0.000008604068,0.0002731809,0.0001003355,0.0004480807,0.00002266306,0.0005023226,0.0001266872,0.0002372385,0.000006841758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118989,"about_ca_system_score_gemma":0.0001612672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004619298,"about_ca_topic_score_gemma":0.0000541927,"domain_scores_codex":[0.9987012,0.00002954409,0.0002176311,0.0006171587,0.0001565859,0.0002779548],"domain_scores_gemma":[0.9991004,0.00007369589,0.0001363682,0.0004236935,0.000185111,0.00008069493],"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":[0.00011706,0.00005568517,0.003691878,0.003352199,0.0001209781,0.000003243595,0.002420186,0.007030427,0.00004240989,0.004931636,0.0002294529,0.9780049],"study_design_scores_gemma":[0.001137885,0.0001201828,0.001126115,0.001000434,0.0001548459,0.000005704839,0.001836141,0.7434368,0.0002724601,0.0006534811,0.2493787,0.0008772664],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06393539,0.0004052652,0.6961643,0.00005578502,0.0007236763,0.001522369,0.00003096881,0.0003898215,0.2367725],"genre_scores_gemma":[0.3228371,0.0002526082,0.041447,0.0001185358,0.0002510366,0.0001006646,0.0002598807,0.00004915008,0.634684],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9771276,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093493389147448,"score_gpt":0.2245788748190446,"score_spread":0.2036439409275701,"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."}}