{"id":"W2116759993","doi":"10.1016/j.jss.2005.05.001","title":"Automated impact analysis of UML models","year":2005,"lang":"en","type":"article","venue":"Journal of Systems and Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":119,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Goddard Space Flight Center","keywords":"Unified Modeling Language; Applications of UML; Computer science; UML tool; Class diagram; Object Constraint Language; Data mining; Software engineering; Programming language; Software","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002854493,0.001004334,0.0008702538,0.005596969,0.0006845317,0.001755402,0.001472877,0.0007559151,0.002986459],"category_scores_gemma":[0.02417193,0.000718601,0.001452337,0.002091147,0.0005364555,0.002960587,0.001979557,0.0008797802,0.0005387531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586219,"about_ca_system_score_gemma":0.001701906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006881848,"about_ca_topic_score_gemma":0.009899247,"domain_scores_codex":[0.9935487,0.001666097,0.0003004225,0.0003007393,0.003858957,0.0003252406],"domain_scores_gemma":[0.9783448,0.01397421,0.00153463,0.00257441,0.003381814,0.0001901504],"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":[0.0008231121,0.0006321765,0.02579659,0.0006338488,0.0003439478,0.000488435,0.0005272597,0.2915688,0.03715293,0.04036486,0.005249336,0.5964186],"study_design_scores_gemma":[0.0000337335,0.0000729151,0.003436009,0.00003040389,0.00009619553,0.00007003307,0.00007952621,0.9714253,0.01078359,0.01201715,0.001937338,0.00001774866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3973035,0.0008813635,0.57581,0.0006031691,0.000108646,0.0004790015,0.001188164,0.01257235,0.01105382],"genre_scores_gemma":[0.8560073,0.0002847825,0.1400037,0.00004521832,0.00004161483,0.0001362266,0.00172835,0.0005041768,0.001248632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006881848,"threshold_uncertainty_score":0.01509619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033278047982589,"score_gpt":0.2926373504047893,"score_spread":0.2723045699249634,"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."}}