{"id":"W2112533109","doi":"10.1145/1101908.1101919","title":"UMLDiff","year":2005,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":369,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Correctness; Software evolution; Java; Robustness (evolution); Object-oriented design; Software system; Software; Software engineering; Software maintenance; Software design; Software development; Structural pattern; Programming language; Software construction","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":[0.007798735,0.002214766,0.001600704,0.005996014,0.001952645,0.005863518,0.005480699,0.002618357,0.02996538],"category_scores_gemma":[0.02204695,0.002866162,0.003771215,0.003404647,0.001048214,0.007390635,0.005623696,0.003759342,0.02589425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001960039,"about_ca_system_score_gemma":0.003547346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004206015,"about_ca_topic_score_gemma":0.00541132,"domain_scores_codex":[0.9922047,0.001966697,0.001502126,0.001131252,0.002807797,0.0003873897],"domain_scores_gemma":[0.9875124,0.004819369,0.001041636,0.003640676,0.002600778,0.0003851225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004182578,0.0002233681,0.003846144,0.001746366,0.0002196267,0.0004371556,0.001067084,0.01350836,0.005398237,0.1894001,0.182444,0.6012912],"study_design_scores_gemma":[0.0001046044,0.00005603745,0.0004951406,0.00026638,0.0000575985,0.000589365,0.0001021031,0.02759044,0.006285978,0.07296108,0.8913906,0.0001006942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001580345,0.0007723286,0.8831563,0.0006165159,0.0003404495,0.0005625561,0.009685855,0.08719399,0.0160916],"genre_scores_gemma":[0.01617024,0.0009004426,0.921221,0.0005932692,0.0001339958,0.0009484226,0.03269242,0.01505264,0.01228754],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02996538,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435277878923805,"score_gpt":0.2629028471432182,"score_spread":0.2485500683539801,"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."}}