{"id":"W1964882773","doi":"10.1145/1082983.1083072","title":"Better performance or better manageability?","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Software engineering; Software; Java; Software development; Software system; Operating system","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005561259,0.0005462706,0.0004694136,0.0002950112,0.0001479992,0.0001635305,0.002522049,0.0002058538,0.00005917438],"category_scores_gemma":[0.08659926,0.000488714,0.0001477797,0.0006983387,0.00006256819,0.001687952,0.001039177,0.0005591471,0.0002204958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750441,"about_ca_system_score_gemma":0.00004576605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003692069,"about_ca_topic_score_gemma":0.000001758914,"domain_scores_codex":[0.9972342,0.00005251144,0.0005044512,0.0008484766,0.0004473152,0.0009130493],"domain_scores_gemma":[0.9579196,0.03946229,0.0001001432,0.002222906,0.0001023555,0.0001927149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002662151,0.0000919438,0.1174588,0.0004344503,0.00009689858,0.00007732343,0.000764398,0.2175575,0.00141564,0.0004124664,0.0009039871,0.6607599],"study_design_scores_gemma":[0.002502449,0.0007857545,0.7594734,0.000723008,0.0001059234,0.0004678913,0.0000195276,0.03250519,0.0816739,0.00138351,0.1143363,0.006023081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2133398,0.0002435974,0.7808475,0.00115815,0.0006103452,0.000190186,0.000004461817,0.003602829,0.000003117447],"genre_scores_gemma":[0.3644719,0.00002467536,0.6343643,0.0006086495,0.0003092645,0.00005978798,0.000004621807,0.00005848513,0.00009834536],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6547369,"threshold_uncertainty_score":0.9997565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03186593393827895,"score_gpt":0.2622705337867288,"score_spread":0.2304045998484499,"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."}}