{"id":"W3090654214","doi":"10.1145/3365438.3410936","title":"Synthesis of state machine models","year":2020,"lang":"en","type":"article","venue":"","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Executable; Unified Modeling Language; Computer science; Component (thermodynamics); Scalability; State (computer science); Software; Finite-state machine; State space; Programming language; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001649252,0.0000388315,0.00007368171,0.00001881773,0.00001235186,0.00001309787,0.0004521357,0.00001126955,0.00001637382],"category_scores_gemma":[0.00008554837,0.00003211267,0.00002142844,0.0001788251,0.00001403824,0.0003411884,0.0001035436,0.00003084855,0.00002136387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004649582,"about_ca_system_score_gemma":0.00001226719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001721426,"about_ca_topic_score_gemma":3.967862e-7,"domain_scores_codex":[0.9995294,0.00004232941,0.0001262132,0.0001203971,0.0001146541,0.0000670181],"domain_scores_gemma":[0.9996092,0.00004698911,0.00004496023,0.0002255521,0.00002971396,0.00004360801],"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":[0.000009083602,0.00002399103,0.00005189958,0.00003481576,0.00001016478,0.000001061674,0.001048659,0.006780839,0.005388612,0.7107435,0.0002606453,0.2756467],"study_design_scores_gemma":[0.00002216965,0.00001767638,0.0000707341,0.000001702435,8.932076e-7,4.045947e-7,0.000003382092,0.8335256,0.1594281,0.00673584,0.0001597616,0.00003375926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001660476,0.0000175841,0.9847181,0.000814491,0.00003254798,0.00004138433,0.000001794208,0.00008608117,0.01262751],"genre_scores_gemma":[0.4112606,0.000005385422,0.5884958,0.0002010326,0.000003232234,0.000002231273,7.477178e-8,0.000001666279,0.00003001216],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8267448,"threshold_uncertainty_score":0.1309517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583869675749193,"score_gpt":0.2767164230592295,"score_spread":0.2183294554843102,"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."}}