{"id":"W2106029414","doi":"10.1109/icsm.2004.1357808","title":"Understanding phases and styles of object-oriented systems' evolution","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Software evolution; Computer science; Software; Software system; Structural pattern; Matching (statistics); Software development; Software maintenance; Software design; Programming language; Mathematics; 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":[0.002467214,0.0002943374,0.0001728619,0.002357939,0.000562866,0.002318621,0.0004425835,0.0006384033,0.0008038622],"category_scores_gemma":[0.01465565,0.0003507603,0.000332913,0.001662567,0.0009811129,0.003610163,0.000702564,0.0006350293,0.0002016167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006769091,"about_ca_system_score_gemma":0.0005959575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205692,"about_ca_topic_score_gemma":0.002250608,"domain_scores_codex":[0.9985216,0.0005699942,0.0001194855,0.0001517637,0.0005536245,0.00008351763],"domain_scores_gemma":[0.989814,0.005263207,0.002161966,0.001112803,0.00138503,0.0002629759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003177103,0.0002433196,0.2511538,0.0003989876,0.00007372039,0.0005635989,0.02020965,0.02507265,0.02868698,0.1376894,0.00107603,0.5345141],"study_design_scores_gemma":[0.00007021199,0.0004959394,0.2617502,0.0003013549,0.0001100699,0.002805312,0.01571427,0.2286433,0.02607325,0.4298446,0.03402984,0.0001617416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7753534,0.0004842286,0.2124895,0.0004421244,0.00001558446,0.0002987257,0.0002194611,0.0002783078,0.01041867],"genre_scores_gemma":[0.8732611,0.0003502069,0.124407,0.00004489931,0.00001188343,0.0001364272,0.0002280382,0.00005736365,0.001503155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002467214,"threshold_uncertainty_score":0.01304805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05345162739433197,"score_gpt":0.2689345468023627,"score_spread":0.2154829194080308,"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."}}