{"id":"W2127916964","doi":"10.1145/2597073.2597104","title":"Prediction and ranking of co-change candidates for clones","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"clone (Java method); Fragment (logic); Programmer; Computer science; Code (set theory); Group (periodic table); Programming language; Biology; Computational biology; Genetics; DNA; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002429903,0.00003151809,0.00005343922,0.00005660604,0.00002429714,0.00002291221,0.0001202687,0.00001766132,0.000002079675],"category_scores_gemma":[0.0001656114,0.0000267242,0.000009907852,0.00006384562,0.00001344823,0.0001351673,0.00004018894,0.00002021198,0.000001028913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005245905,"about_ca_system_score_gemma":0.000004737599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004636637,"about_ca_topic_score_gemma":0.000004139748,"domain_scores_codex":[0.9996573,0.000007894932,0.00005706274,0.00009872467,0.0000900106,0.00008906314],"domain_scores_gemma":[0.9993892,0.0004188519,0.00001154967,0.0001208478,0.00003440556,0.00002515679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002830208,0.00004933495,0.6323972,0.0004988541,0.00004473613,8.330828e-7,0.002765288,0.0001256596,0.009120569,0.0742024,0.003958616,0.2768081],"study_design_scores_gemma":[0.0009450909,0.0003805093,0.2741842,0.00005484857,0.000004895957,0.000008816009,0.00001187071,0.6718501,0.04180207,0.002911205,0.007689429,0.0001569606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.123172,0.00005051694,0.8762601,0.0001223331,0.00008874094,0.0001204403,0.000002247659,0.0001032168,0.00008044133],"genre_scores_gemma":[0.9780318,0.000007214401,0.02181885,0.00001789262,0.00004897878,0.00002548135,0.000001306493,0.000003058393,0.00004542644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8548598,"threshold_uncertainty_score":0.1089781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0358089874994088,"score_gpt":0.2785042345723611,"score_spread":0.2426952470729523,"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."}}