{"id":"W38696569","doi":"","title":"UCDA: Use Case Driven Development Assistant Tool for Class Model Generation.","year":2004,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Parsing; Programming language; Software engineering; Python (programming language); Automation; Unified Modeling Language; Class diagram; Process (computing); Extensibility; Software; Engineering","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":[0.0001610393,0.000172311,0.0001423717,0.00009390042,0.0001510586,0.0002097309,0.0003880273,0.00008123254,0.000002271996],"category_scores_gemma":[0.00001101409,0.0001600105,0.00005799353,0.0001310829,0.00001350351,0.0006642903,0.0001712916,0.00007571809,0.000007023652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002999174,"about_ca_system_score_gemma":0.0002536698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001849171,"about_ca_topic_score_gemma":0.00005598731,"domain_scores_codex":[0.9988333,0.00000928915,0.0002843903,0.0004010378,0.0001989797,0.000273019],"domain_scores_gemma":[0.9991614,0.00002755548,0.00004663641,0.0005279475,0.0001520049,0.0000844984],"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":[0.000001675953,0.00005618474,0.00002242634,0.00001117079,0.00001780502,0.000109247,0.0004107863,0.4436364,0.001672547,0.5395278,0.001839383,0.01269455],"study_design_scores_gemma":[0.0002644876,0.00002839674,0.00002093287,0.00001111437,0.000003620702,0.0001297075,5.73826e-7,0.9669207,0.01669361,0.0009169907,0.01474418,0.0002656647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02599501,0.000008384916,0.9721741,0.0002335015,0.000104009,0.0003992613,0.000005576256,0.001056956,0.00002319909],"genre_scores_gemma":[0.2020424,0.000001921945,0.7971583,0.0002097647,0.00002778177,0.0001893834,0.000006668451,0.00001553456,0.0003482775],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5386108,"threshold_uncertainty_score":0.6525037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05578137480495952,"score_gpt":0.2583752614140011,"score_spread":0.2025938866090416,"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."}}