{"id":"W1846517309","doi":"10.14288/1.0051377","title":"Transformations on dependency graphs : formal specification and efficient mechanical verification","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Dependency (UML); Programming language; Formal specification; Formal methods; Formal verification; Theoretical computer science; 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":[0.0001594903,0.00003530163,0.0001064269,0.00008584755,0.0001539343,0.00007639993,0.0003911255,0.00006159901,0.000003831097],"category_scores_gemma":[0.000003694226,0.000114751,0.00004525844,0.0003124979,0.00002441141,0.0004010469,0.00004010996,0.00008633712,0.000007042016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004620197,"about_ca_system_score_gemma":0.00001895262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006737506,"about_ca_topic_score_gemma":0.001037461,"domain_scores_codex":[0.9992474,0.00001975542,0.0001039522,0.0002664489,0.0002093269,0.0001531409],"domain_scores_gemma":[0.9994472,0.00001319439,0.00004620443,0.0003075536,0.0000867658,0.00009910617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003000399,0.00008105771,0.00002949566,0.000008204695,0.000003246349,0.000005124647,0.0003875023,0.0002409133,0.0005726644,0.008696481,0.0001546913,0.9898176],"study_design_scores_gemma":[0.0003211561,0.0002684827,0.9340623,0.00007588568,0.000007865995,0.00003100599,0.00002810559,0.06124337,0.000046079,0.003201603,0.0005271004,0.000187037],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3635528,0.000007953275,0.6357588,0.0001800747,0.00002673552,0.0001629463,0.000009590609,0.0001770389,0.000123988],"genre_scores_gemma":[0.9201596,0.0000332711,0.07974584,0.00003446881,0.000004246143,7.993013e-7,0.000004912295,0.000003121298,0.00001377464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9896306,"threshold_uncertainty_score":0.4679411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007727052379877285,"score_gpt":0.1721547394771303,"score_spread":0.164427687097253,"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."}}