{"id":"W2155310431","doi":"10.1109/ccece.2003.1226023","title":"Automating transition from use-cases to class model","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Class (philosophy); Computer science; Transition (genetics); Programming language; Theoretical computer science; Artificial intelligence","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":[0.01079875,0.001365843,0.001409959,0.003497866,0.001089591,0.004742397,0.003501337,0.002068305,0.004469943],"category_scores_gemma":[0.05635224,0.001742525,0.002263863,0.001430308,0.001458787,0.004954815,0.004458379,0.003022833,0.002908184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00190067,"about_ca_system_score_gemma":0.002911294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003439011,"about_ca_topic_score_gemma":0.003301798,"domain_scores_codex":[0.9843851,0.005600118,0.001333898,0.0020931,0.005647908,0.0009397865],"domain_scores_gemma":[0.9616999,0.02264428,0.002197826,0.0100414,0.002924157,0.000492362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006177736,0.0009592184,0.01191212,0.0009000549,0.0002098556,0.002058707,0.006374149,0.03956185,0.06571223,0.05111523,0.01492721,0.8056516],"study_design_scores_gemma":[0.0002026471,0.0002826704,0.005116919,0.0004278166,0.0003023918,0.001858072,0.001147476,0.6206927,0.2047425,0.06808973,0.09679794,0.0003390787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01929206,0.00007669916,0.9597945,0.0003250749,0.00004036927,0.0006755161,0.0002583351,0.01688426,0.002653094],"genre_scores_gemma":[0.1857165,0.0002139252,0.8043028,0.0002750669,0.00004259676,0.0009673632,0.00155621,0.003424125,0.003501405],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01079875,"threshold_uncertainty_score":0.05710995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396305809323266,"score_gpt":0.2746059068433566,"score_spread":0.2306428487501239,"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."}}