{"id":"W2133363731","doi":"10.1145/2000799.2000805","title":"Recommending Adaptive Changes for Framework Evolution","year":2011,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Software Engineering Research","field":"Computer Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Code refactoring; Computer science; Software evolution; Software engineering; Open source; Simple (philosophy); Software development; Programming language; Software","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":[0.004843987,0.001715638,0.001122021,0.005314547,0.001037911,0.001983408,0.002572703,0.002229948,0.001863242],"category_scores_gemma":[0.03850761,0.0008873825,0.001154219,0.002558654,0.0005714091,0.003448948,0.001339154,0.002028638,0.000902202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126224,"about_ca_system_score_gemma":0.002350014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01358749,"about_ca_topic_score_gemma":0.0347345,"domain_scores_codex":[0.9949322,0.001178646,0.0004611731,0.001655057,0.001511335,0.0002615803],"domain_scores_gemma":[0.978534,0.009020343,0.001984657,0.00450664,0.005311026,0.000643408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005673422,0.0006814986,0.1285608,0.000740212,0.0003386566,0.000601795,0.001783212,0.02306641,0.01804238,0.002002391,0.02060945,0.8030059],"study_design_scores_gemma":[0.0002993939,0.0009119913,0.06358908,0.0004446103,0.0008050622,0.0009759191,0.002151506,0.822009,0.03580699,0.006512816,0.06613196,0.0003617321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4691583,0.003677941,0.4673144,0.002271376,0.0004296739,0.001606141,0.003690583,0.04315315,0.008698518],"genre_scores_gemma":[0.5414737,0.0006407325,0.4472084,0.0004599423,0.00007802441,0.0004253864,0.00589248,0.001401504,0.00241981],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01358749,"threshold_uncertainty_score":0.02701676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.204306934531395,"score_gpt":0.3413837973744098,"score_spread":0.1370768628430148,"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."}}