{"id":"W4252721210","doi":"10.1109/raise.2012.6227963","title":"Clone detection meets Semantic Web-based transitive closure computation","year":2012,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Source code; Transitive relation; Transitive closure; Semantic Web; Social Semantic Web; Programming language; clone (Java method); Theoretical computer science; Web service; Data mining; Artificial intelligence; Mathematics","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":[0.005155579,0.0008336508,0.00152747,0.004669369,0.001887534,0.004421458,0.001825621,0.001456184,0.002206593],"category_scores_gemma":[0.03786172,0.0006605135,0.003113327,0.00208422,0.004013483,0.00847498,0.003514892,0.001932573,0.0005754963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286612,"about_ca_system_score_gemma":0.002805995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005114632,"about_ca_topic_score_gemma":0.004015754,"domain_scores_codex":[0.989633,0.002202489,0.0008407282,0.002619159,0.004055237,0.0006495003],"domain_scores_gemma":[0.9670228,0.02088475,0.002789106,0.004835406,0.003952295,0.0005155064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006403879,0.0005213377,0.01222782,0.0007386029,0.000292058,0.001686022,0.002562436,0.08576125,0.0279785,0.53574,0.004599096,0.3272524],"study_design_scores_gemma":[0.00006610421,0.0001203529,0.001286022,0.00008274438,0.0001335041,0.0005291422,0.0004025153,0.5021018,0.02694649,0.4627635,0.005501855,0.0000660033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04853594,0.0001159983,0.9443918,0.0004298721,0.00004261093,0.0002240041,0.000205049,0.002075446,0.00397937],"genre_scores_gemma":[0.5482216,0.0001627578,0.4481102,0.0001971834,0.00009648684,0.0003103111,0.0008451761,0.000368646,0.001687703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005155579,"threshold_uncertainty_score":0.02726561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490950808167024,"score_gpt":0.2585350348256658,"score_spread":0.2436255267439955,"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."}}