{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007865969,0.00002736975,0.00002481507,0.00003865148,0.00001503228,0.00004442501,0.0004258547,0.00001165577,0.00008763386],"category_scores_gemma":[0.00007500446,0.00002310687,0.00001166435,0.0001396987,0.000005007837,0.0001751668,0.0001081636,0.00004347302,0.0009391028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001736824,"about_ca_system_score_gemma":0.00001229985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000329889,"about_ca_topic_score_gemma":0.000001069663,"domain_scores_codex":[0.9996092,0.000003941406,0.00003605877,0.00009682285,0.0001277664,0.0001262156],"domain_scores_gemma":[0.9995691,0.0001081467,0.000002677017,0.0002606107,0.00001477278,0.00004475089],"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":[6.257441e-7,0.00005502755,0.007850761,0.000005584272,0.000008400951,0.00001303976,0.0002944286,0.001491413,0.001277721,0.220188,0.0469417,0.7218733],"study_design_scores_gemma":[0.0003971145,0.00005821185,0.09912149,0.000006381908,7.076468e-7,0.00004059213,0.000004318209,0.3250128,0.02636993,0.001346514,0.5472953,0.0003466663],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01635273,0.00003841358,0.9726949,0.001913329,0.0000698868,0.00002420966,3.701516e-8,0.0005540359,0.008352445],"genre_scores_gemma":[0.7935094,0.000001428614,0.2026624,0.0001779032,0.00006166309,0.00000273401,5.608832e-8,0.00000240799,0.003581958],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7771567,"threshold_uncertainty_score":0.9998388,"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."}}