{"id":"W4241052220","doi":"10.1007/978-981-16-1927-4_7","title":"BigCloneBench","year":2021,"lang":"de","type":"book-chapter","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Benchmark (surveying); clone (Java method); Benchmarking; Computer science; Variety (cybernetics); Process (computing); Data mining; Artificial intelligence; Programming language; Biology; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004192044,0.0005618639,0.000557632,0.0004065646,0.000134682,0.0006239544,0.001965327,0.0005264558,0.01211159],"category_scores_gemma":[0.000530046,0.0005777003,0.0003182992,0.0002513321,0.0001276903,0.0001989175,0.001792454,0.001123146,0.01471375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619961,"about_ca_system_score_gemma":0.0004863862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005590698,"about_ca_topic_score_gemma":0.000007846838,"domain_scores_codex":[0.9961158,0.00003052728,0.0004674886,0.001296798,0.001329013,0.0007603533],"domain_scores_gemma":[0.9956181,0.001229757,0.00008606962,0.00219834,0.0004608045,0.0004069104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000210032,0.00003313514,0.0002010183,0.0001467235,0.0002309766,0.001403861,0.0001044439,0.0001165405,0.00007899613,0.9430643,0.009619468,0.04499847],"study_design_scores_gemma":[0.0003069295,0.0001466334,0.0007484346,0.0005428924,0.00003877774,0.0001355219,0.00000509138,0.007547139,0.0006687259,0.002998476,0.9855285,0.00133288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00009664321,0.01160221,0.4916094,0.001682722,0.006526099,0.0004810396,0.00002082031,0.001142221,0.4868388],"genre_scores_gemma":[0.004617698,0.001335292,0.0371942,0.0002887835,0.001047444,0.00001398138,0.00004128266,0.000118766,0.9553425],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9759091,"threshold_uncertainty_score":0.9996675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235008539765413,"score_gpt":0.2589332223423216,"score_spread":0.2265831369446674,"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."}}