{"id":"W1976160612","doi":"10.1145/1810295.1810381","title":"Umple","year":2010,"lang":"en","type":"article","venue":"","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Programming language; Syntax; Semantics (computer science); Unified Modeling Language; Abstraction; Finite-state machine; State (computer science); Raising (metalworking); Software engineering; Theoretical computer science; Natural language processing; Software; 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":[0.002779407,0.0007646577,0.0006158089,0.00227287,0.001356145,0.003809527,0.002312517,0.001090514,0.09525368],"category_scores_gemma":[0.01826633,0.0007652602,0.0009304531,0.001950196,0.000693825,0.008827883,0.005249391,0.00176476,0.02720008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008047367,"about_ca_system_score_gemma":0.00118295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008900181,"about_ca_topic_score_gemma":0.001463224,"domain_scores_codex":[0.9968214,0.001033613,0.0002141733,0.0005469476,0.00115833,0.0002255964],"domain_scores_gemma":[0.99223,0.002546964,0.0004426577,0.003139852,0.001243156,0.000397473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008920894,0.0002893758,0.004741483,0.001134099,0.00005882122,0.0003792982,0.001500235,0.002941691,0.006248628,0.2490404,0.2800292,0.4527446],"study_design_scores_gemma":[0.00008901984,0.0001314103,0.001775548,0.0002890675,0.00003950032,0.0005574693,0.000400695,0.0184062,0.01421155,0.06039507,0.903644,0.00006048648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02317021,0.0007786751,0.5446686,0.002155372,0.0009548792,0.0007712881,0.01761512,0.1285968,0.2812892],"genre_scores_gemma":[0.2473803,0.001314659,0.4869655,0.003308248,0.0004239583,0.00194225,0.04528388,0.03637563,0.1770055],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09525368,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206443501115029,"score_gpt":0.2479583069516642,"score_spread":0.2273139568401613,"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."}}