{"id":"W2242225095","doi":"10.2139/ssrn.1026842","title":"Dynamic Optimization of Software Enhancement Effort","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Software; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009536821,0.001130896,0.0007628592,0.001007899,0.0003213749,0.001217566,0.000995819,0.0008556055,0.004962419],"category_scores_gemma":[0.004831139,0.0004229858,0.0003666918,0.0008426009,0.0004203309,0.001207726,0.0008010795,0.0005409108,0.0005422247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009264488,"about_ca_system_score_gemma":0.001065317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150504,"about_ca_topic_score_gemma":0.001804903,"domain_scores_codex":[0.9994358,0.0001438177,0.00001844716,0.0001083616,0.0001116161,0.0001818309],"domain_scores_gemma":[0.9984286,0.000859989,0.0002088056,0.0001327961,0.0002609789,0.0001087245],"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":[0.000508639,0.0002828549,0.0009944745,0.00009452468,0.00003525378,0.00006870642,0.0000510571,0.8931761,0.0106318,0.006272826,0.0008043023,0.08707957],"study_design_scores_gemma":[0.00003973868,0.0002703697,0.0009956242,0.00001477931,0.0000353087,0.00004197949,0.00004374599,0.9925396,0.002773871,0.002572862,0.0006618271,0.00001033158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5379266,0.001044958,0.4195497,0.000599647,0.00008177936,0.0001452734,0.0001812353,0.001209629,0.0392612],"genre_scores_gemma":[0.9824439,0.00007653666,0.01494151,0.00002309593,0.00001016388,0.00002434624,0.00002371854,0.00006306906,0.002393683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004962419,"threshold_uncertainty_score":0.01660091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005892796696382247,"score_gpt":0.2681912104826593,"score_spread":0.2622984137862771,"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."}}