{"id":"W112679440","doi":"10.1007/978-3-642-30982-3_7","title":"Software Performance Modeling","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Software; Software engineering; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001535147,0.0006485721,0.000647946,0.0007028661,0.0004236727,0.0003689843,0.003835925,0.0004933173,0.0000297688],"category_scores_gemma":[0.00008502404,0.0005458769,0.0001811333,0.0006000687,0.0004487589,0.001666059,0.001614306,0.001039607,0.0002615209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004557384,"about_ca_system_score_gemma":0.0006456024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001883205,"about_ca_topic_score_gemma":0.00001166767,"domain_scores_codex":[0.9953782,0.00002778088,0.000716135,0.001540759,0.001261054,0.001076073],"domain_scores_gemma":[0.996676,0.0002439147,0.0002594687,0.002206825,0.0003430705,0.0002707303],"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":[0.000003780353,0.00002213373,0.001073306,0.0001431462,0.000007854761,0.000010386,0.000589887,0.1266422,0.000007943268,0.001022518,0.000007307028,0.8704695],"study_design_scores_gemma":[0.0001961538,0.0001074239,0.0001949825,0.0005865038,0.000008363425,0.00009808433,8.735735e-8,0.9787293,0.0002765702,0.01801635,0.0009455022,0.0008406654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001404141,0.001555662,0.9915898,0.0001622525,0.003297537,0.0004047083,0.000002578846,0.0004548432,0.001128464],"genre_scores_gemma":[0.5987299,0.0002367619,0.3990025,0.0006691184,0.001012048,0.00001845852,0.000004980299,0.000052043,0.0002741871],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8696288,"threshold_uncertainty_score":0.9996993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967169414566039,"score_gpt":0.2334876513681544,"score_spread":0.2138159572224941,"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."}}