{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001300543,0.00003877903,0.00004413946,0.00001869516,0.00004528034,0.0001043158,0.0004104102,0.00003026458,0.0001010186],"category_scores_gemma":[0.00001232492,0.00002693928,0.00002282006,0.0000876927,0.00001360504,0.0001342122,0.00008176646,0.00006756901,0.0006622095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000193497,"about_ca_system_score_gemma":0.00001456714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001107849,"about_ca_topic_score_gemma":0.0001100866,"domain_scores_codex":[0.9995964,0.000007328385,0.00006059914,0.0001293053,0.00008359465,0.0001227311],"domain_scores_gemma":[0.999577,0.00001445584,0.00001616773,0.000321817,0.00002322519,0.00004732719],"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":[7.890251e-8,0.000008975339,0.0008831141,0.00000109412,0.000001202367,0.000002049837,0.00007661776,7.270761e-8,0.0008200325,0.9681482,0.001988054,0.02807049],"study_design_scores_gemma":[0.0001355425,0.00004021779,0.002162333,1.549725e-7,8.934449e-7,0.00003316786,0.00001309091,0.003006304,0.004091509,0.1072766,0.8831027,0.0001374334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003739249,0.000009834182,0.7934407,0.0003501502,0.00121598,0.00005753544,2.698937e-8,0.0002851142,0.2009014],"genre_scores_gemma":[0.97912,2.811041e-7,0.01568983,0.0001728909,0.000101055,0.000004003261,2.352373e-7,0.000001873163,0.004909807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9753808,"threshold_uncertainty_score":0.8511584,"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."}}