{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929683,0.001372646,0.001178673,0.01077429,0.001281121,0.001944406,0.001765107,0.002131037,0.002797871],"category_scores_gemma":[0.01333294,0.0004355722,0.001756867,0.004490484,0.0007580161,0.001904689,0.001071427,0.0009857574,0.001800022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009522145,"about_ca_system_score_gemma":0.001682124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008357616,"about_ca_topic_score_gemma":0.01242015,"domain_scores_codex":[0.9964465,0.0003712807,0.0002971409,0.001094721,0.001395992,0.0003944046],"domain_scores_gemma":[0.9822828,0.007412142,0.002343764,0.001164756,0.005166817,0.001629699],"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":[0.001539192,0.0006149243,0.6579435,0.0007032662,0.0004491474,0.002541051,0.000639211,0.02008853,0.03261477,0.002311911,0.01793026,0.2626242],"study_design_scores_gemma":[0.0002647179,0.001075305,0.2632792,0.0001581712,0.001017052,0.005420634,0.001195191,0.6612883,0.04390367,0.004075467,0.01814489,0.0001774747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280937,0.003335457,0.05762829,0.0004719068,0.0001911949,0.0003454925,0.003403699,0.003673996,0.002856317],"genre_scores_gemma":[0.9053721,0.0007252871,0.07595094,0.0001811073,0.0001492464,0.0002345563,0.01221059,0.000479342,0.004696719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01077429,"threshold_uncertainty_score":0.01661795,"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."}}