{"id":"W1512857087","doi":"10.1109/iwpse.2004.3","title":"Aiding comprehension of cloning through categorization","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"clone (Java method); Program comprehension; Computer science; False positive paradox; Software maintenance; Cloning (programming); Source code; Function (biology); Software; Programming language; Categorization; Filter (signal processing); Software system; Artificial intelligence; Biology; Genetics; Gene","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":[0.01064096,0.001179319,0.001371077,0.007146771,0.00129965,0.005315194,0.002950612,0.002860216,0.00265586],"category_scores_gemma":[0.07976091,0.0006707451,0.0008641029,0.00352929,0.00144295,0.01318631,0.003847939,0.001877854,0.001236362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420283,"about_ca_system_score_gemma":0.002258382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451311,"about_ca_topic_score_gemma":0.002318404,"domain_scores_codex":[0.9894348,0.004837248,0.001037264,0.001689667,0.002502451,0.0004986594],"domain_scores_gemma":[0.9022411,0.06643207,0.006435848,0.0107905,0.01307499,0.001025608],"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":[0.000537604,0.0004809973,0.04787574,0.00108631,0.0001001165,0.0007304499,0.02604071,0.006561411,0.05946317,0.02422415,0.007536348,0.825363],"study_design_scores_gemma":[0.000170024,0.00143962,0.0561721,0.001090076,0.0004182301,0.005680876,0.02032053,0.4790393,0.1403686,0.1854104,0.1092851,0.0006051455],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2644152,0.0008195926,0.7136276,0.001967421,0.00009386236,0.0004469667,0.000511428,0.01184214,0.006275814],"genre_scores_gemma":[0.4998434,0.0004544838,0.4944472,0.0004941173,0.00006112579,0.000256577,0.001411509,0.0005367819,0.002494872],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01064096,"threshold_uncertainty_score":0.05627549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673080414723087,"score_gpt":0.2748554369435063,"score_spread":0.2481246327962754,"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."}}