{"id":"W6901802964","doi":"10.60692/y2pdp-qbq35","title":"A Refactoring Classification Framework for Efficient Software Maintenance","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Code refactoring; Software maintenance; Quality (philosophy); Software quality; Process (computing); Software; Software development","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":[0.009418496,0.001656104,0.001223492,0.0121287,0.001765863,0.004874159,0.003114949,0.001874993,0.002429947],"category_scores_gemma":[0.01233281,0.0005870644,0.00286752,0.00617406,0.002317325,0.006298062,0.002361537,0.002587209,0.001316917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003956529,"about_ca_system_score_gemma":0.006479168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417512,"about_ca_topic_score_gemma":0.01377759,"domain_scores_codex":[0.991951,0.002178796,0.001420802,0.001402801,0.002539169,0.000507437],"domain_scores_gemma":[0.9907303,0.002657692,0.001849681,0.001014089,0.003376414,0.0003718338],"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":[0.0001032074,0.0003926517,0.01061538,0.0009830864,0.0001355557,0.0004567118,0.003069204,0.03371404,0.006271594,0.4440915,0.007696993,0.49247],"study_design_scores_gemma":[0.0001096322,0.0005382532,0.01292634,0.001693419,0.0003235627,0.001063752,0.001842205,0.5072612,0.005600991,0.3366633,0.1317102,0.0002670786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006158271,0.0008196733,0.986123,0.0006442512,0.00004797223,0.000831813,0.000319247,0.0008926001,0.004163194],"genre_scores_gemma":[0.03695921,0.0004478695,0.9599839,0.00008165228,0.00003392712,0.000617633,0.0007882311,0.00005576625,0.001031815],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01417512,"threshold_uncertainty_score":0.04981041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03899700943541804,"score_gpt":0.2215624584192929,"score_spread":0.1825654489838749,"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."}}