{"id":"W4411552476","doi":"10.1109/saci66288.2025.11030105","title":"Generative AI for Diagrams as Code and Code as Diagrams","year":2025,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Programming language; Code (set theory); Generative grammar; Code generation; Artificial intelligence","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":[0.0001973261,0.000185382,0.0002058317,0.00009940387,0.0001081923,0.0002115909,0.0005600933,0.00009904139,0.000006614393],"category_scores_gemma":[0.00003863139,0.0001644145,0.00005975789,0.0002382728,0.00005004695,0.00027698,0.0003087293,0.0001209096,0.00001086487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004770992,"about_ca_system_score_gemma":0.00007508079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006262061,"about_ca_topic_score_gemma":0.0001072685,"domain_scores_codex":[0.9988946,0.00002755311,0.0001911444,0.0004712579,0.0001406329,0.0002748477],"domain_scores_gemma":[0.9990966,0.0001610261,0.00003244939,0.0005019947,0.0001151061,0.00009284965],"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":[0.000003519932,0.0000282568,0.0002412219,0.00001922096,0.00002419982,0.000003777719,0.0002050191,0.0002011267,0.0003144744,0.908581,0.01363157,0.07674669],"study_design_scores_gemma":[0.000483341,0.0002716942,0.0003043404,0.00006082488,0.00001597983,0.00001206898,0.00000499532,0.4192974,0.05070856,0.1423378,0.386075,0.0004280034],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002488535,0.0001472137,0.9903682,0.004073571,0.0002150387,0.0005064686,0.00001122739,0.001207533,0.0009821684],"genre_scores_gemma":[0.08697064,0.00006559999,0.9042903,0.004114726,0.0000454758,0.0003578062,0.000007963777,0.00001688801,0.004130627],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7662431,"threshold_uncertainty_score":0.670463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171521975726869,"score_gpt":0.2909071681749826,"score_spread":0.2791919484177139,"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."}}