{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007048956,0.00009810804,0.0004476425,0.0006989244,0.00003314955,0.000105676,0.0004181884,0.00006026337,0.000004550537],"category_scores_gemma":[0.0002230907,0.00007061198,0.0001935774,0.0009098595,0.00001922581,0.0005934393,0.00007080358,0.0001382857,0.000001163663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007921705,"about_ca_system_score_gemma":0.00009276032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007612834,"about_ca_topic_score_gemma":0.000002308927,"domain_scores_codex":[0.9986817,0.00004694198,0.0004880797,0.0001132232,0.0004901731,0.000179862],"domain_scores_gemma":[0.9985788,0.0003236573,0.0002803943,0.000270056,0.000389139,0.0001578803],"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":[0.00001009407,0.00005501594,0.05686091,0.00008386956,0.001269923,0.00003742802,0.0008801221,0.9296666,0.000167212,0.0004327983,0.001133369,0.009402678],"study_design_scores_gemma":[0.000224715,0.000118171,0.07133334,0.000086981,0.00008307347,0.000114971,0.00001773521,0.9277633,0.00003355714,0.00002777715,0.0001130887,0.00008326351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4601163,0.00220307,0.5373719,0.00004586635,0.0001075264,0.00004391419,0.000005846804,0.00009765568,0.000007946601],"genre_scores_gemma":[0.9852812,0.00004738849,0.01455128,0.000005663344,0.0000716346,8.740813e-7,4.566725e-7,0.000006676843,0.00003483309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5251648,"threshold_uncertainty_score":0.2879473,"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."}}