{"id":"W4242577981","doi":"10.32920/ryerson.14665065","title":"Performance measurement and analytic modeling of a web application","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Computer science; Queueing theory; Performance measurement; Throughput; Reliability engineering; Web application; Data mining; Distributed computing; Industrial engineering; Simulation; Operating system; Computer network; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009185965,0.0001551018,0.0003162088,0.00009137742,0.0000487277,0.00007382083,0.0004911583,0.0001406596,0.000002423418],"category_scores_gemma":[0.00002326722,0.0001273309,0.00007682179,0.0001850975,0.0000251805,0.0001836429,0.0008806502,0.0001910649,0.000002725311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008693224,"about_ca_system_score_gemma":0.0003538332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062302,"about_ca_topic_score_gemma":0.00002069141,"domain_scores_codex":[0.998368,0.00003549992,0.0004203462,0.0005354051,0.0005071216,0.0001336005],"domain_scores_gemma":[0.9982757,0.000012638,0.0001523779,0.001015582,0.0004915759,0.0000521218],"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":[0.00002483955,0.0004591288,0.1336929,0.01475898,0.0004300026,0.000003066262,0.003405762,0.6489738,0.003301469,0.001904665,0.0001024796,0.1929429],"study_design_scores_gemma":[0.00009698603,0.00001618805,0.002064633,0.0002373377,0.00001530443,0.000003372698,0.00003004127,0.9968004,0.000441852,0.0001438299,0.00001104087,0.0001390135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4538815,0.0004718734,0.544427,0.00008016611,0.0001504568,0.0002235025,4.67265e-7,0.00007498483,0.0006901144],"genre_scores_gemma":[0.9830485,0.00025105,0.01657623,0.00002283857,0.00002823259,0.00005393676,0.000002654098,0.000005199696,0.00001137165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.529167,"threshold_uncertainty_score":0.5192406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165705265231079,"score_gpt":0.2389860224556463,"score_spread":0.2073289698033355,"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."}}