{"id":"W4376869467","doi":"10.18280/isi.280201","title":"A Novel Method for Refactoring UML Metamodel","year":2023,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metamodeling; Code refactoring; Unified Modeling Language; Computer science; Programming language; Applications of UML; Software engineering; UML tool; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000952914,0.0001812809,0.0002148441,0.0004526862,0.0001775723,0.000291963,0.0006238545,0.0001090752,0.000001578796],"category_scores_gemma":[0.0000961427,0.0001819041,0.0001047451,0.0007924859,0.00002014428,0.003938063,0.0002173541,0.0001065712,0.0000432311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116512,"about_ca_system_score_gemma":0.00006265405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003501675,"about_ca_topic_score_gemma":0.000001284178,"domain_scores_codex":[0.9986939,0.00002103328,0.000459248,0.0001877852,0.0002681866,0.000369852],"domain_scores_gemma":[0.9988989,0.000114896,0.0001717045,0.000491424,0.0002460897,0.00007694376],"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":[0.000007085851,0.00001074247,0.00002621094,0.000315281,0.00004219373,7.854612e-7,0.006242917,0.033905,0.003125996,0.371702,0.001039344,0.5835824],"study_design_scores_gemma":[0.0002045744,0.0000437863,0.0002957135,0.00006785944,0.000007047586,0.00001912659,0.00001754929,0.9561383,0.0041865,0.008520589,0.03026962,0.0002293601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008831584,0.00001316416,0.9946867,0.0000598176,0.0003632533,0.0004328964,0.00002213299,0.003154936,0.0003839311],"genre_scores_gemma":[0.05464657,0.000007687212,0.9447475,0.00008018872,0.00004533302,0.0003418275,0.0000439856,0.00001644997,0.0000704319],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9222333,"threshold_uncertainty_score":0.7417834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361416912045122,"score_gpt":0.2858838484178426,"score_spread":0.2497421572133304,"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."}}