{"id":"W2103188316","doi":"10.1145/1368088.1368154","title":"Recommending adaptive changes for framework evolution","year":2008,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Code refactoring; Computer science; Software evolution; Eclipse; Software engineering; Task (project management); Simple (philosophy); Programming language; Software development; Software; Systems engineering; Engineering","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":[0.004157503,0.001504449,0.001112672,0.004409793,0.0009099468,0.001645257,0.002437427,0.002031313,0.001834246],"category_scores_gemma":[0.03129222,0.0007601764,0.0008814815,0.002030673,0.0004429939,0.002527541,0.0009634404,0.001661334,0.0008443707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111808,"about_ca_system_score_gemma":0.002137842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01463169,"about_ca_topic_score_gemma":0.03855376,"domain_scores_codex":[0.9963577,0.0009081543,0.0003122968,0.001133727,0.001104557,0.0001834925],"domain_scores_gemma":[0.9845531,0.006483599,0.001292022,0.002973182,0.004247343,0.000450882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005435124,0.0005841535,0.08458873,0.0004971447,0.0002597347,0.0004345442,0.001094157,0.02725587,0.01879379,0.001528745,0.01837476,0.8460449],"study_design_scores_gemma":[0.0002585533,0.0006054886,0.03408696,0.0002717783,0.0005889428,0.0006531944,0.001232015,0.8857394,0.03421369,0.004475114,0.03764295,0.0002318698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3935755,0.002950134,0.552628,0.001851185,0.0003042803,0.001385902,0.002869668,0.03776035,0.006675072],"genre_scores_gemma":[0.4902886,0.0005996596,0.5004905,0.0003531075,0.00006671179,0.0003471535,0.004368352,0.001125889,0.002360009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01463169,"threshold_uncertainty_score":0.02909303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0661872589138669,"score_gpt":0.2961103253713637,"score_spread":0.2299230664574968,"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."}}