{"id":"W4312902756","doi":"10.1145/3524842.3528034","title":"Is refactoring always a good egg?","year":2022,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nemzeti Kutatási, Fejlesztési és Innovaciós Alap; Wageningen University and Research; Kindai University; Innopolis University; Szegedi Tudományegyetem; Universität Stuttgart; Innovációs és Technológiai Minisztérium; Magyar Tudományos Akadémia; Kanazawa University; Massey University; University of Alberta; Nanzan University","keywords":"Code refactoring; Maintainability; Computer science; Commit; Code smell; Programming language; Code (set theory); Software quality; Software maintenance; Software engineering; Software; Software system; Software development; Database","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005688461,0.0005562762,0.0007256762,0.003252422,0.001069479,0.001767881,0.00160766,0.001517208,0.002803499],"category_scores_gemma":[0.04785361,0.0004861414,0.0006819509,0.004488776,0.0009755744,0.004686055,0.001193521,0.001597013,0.002058554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007545947,"about_ca_system_score_gemma":0.001024509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007023103,"about_ca_topic_score_gemma":0.01178881,"domain_scores_codex":[0.9934755,0.001145595,0.0005877578,0.002138555,0.002162537,0.0004900295],"domain_scores_gemma":[0.9478245,0.02212104,0.008656977,0.01441794,0.005526934,0.001452582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007257267,0.0002446989,0.5336642,0.001390963,0.0003763645,0.00136142,0.001865494,0.002875234,0.005581211,0.006187814,0.1429825,0.3027444],"study_design_scores_gemma":[0.0001479308,0.0005201846,0.5732841,0.0008238055,0.0002739031,0.005542737,0.003443825,0.01478711,0.008343501,0.01626453,0.3763756,0.0001927526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8699325,0.0127047,0.02438973,0.01284019,0.001211087,0.0001452664,0.05670422,0.005223297,0.01684899],"genre_scores_gemma":[0.8392366,0.003236006,0.0332628,0.003611815,0.0005086022,0.0001194582,0.1101367,0.001581845,0.008306101],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007023103,"threshold_uncertainty_score":0.03008378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302687632035745,"score_gpt":0.2793055967836429,"score_spread":0.2462787204632855,"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."}}