{"id":"W4406494387","doi":"10.1145/3712008","title":"Automation in Model-Driven Engineering: A Look Back, and Ahead","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Agencia Estatal de Investigación; European Commission; Natural Sciences and Engineering Research Council of Canada; Ministerio de Ciencia e Innovación; Universidad de Málaga","keywords":"Computer science; Automation; Software engineering; Systems engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01933883,0.001188374,0.001437829,0.002567019,0.001947279,0.008629524,0.002565645,0.005467483,0.003947463],"category_scores_gemma":[0.02139693,0.001333548,0.001349835,0.002774743,0.01052707,0.0359902,0.00574233,0.01324875,0.001753313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003940272,"about_ca_system_score_gemma":0.00321208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274744,"about_ca_topic_score_gemma":0.002339213,"domain_scores_codex":[0.9904974,0.004911231,0.0004043808,0.0007901335,0.003008582,0.0003881683],"domain_scores_gemma":[0.9705198,0.0214758,0.0006014869,0.003396217,0.003050493,0.0009561636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000123791,0.0001780643,0.0009214903,0.00138551,0.00007354735,0.0001450237,0.001479648,0.006316309,0.0006109952,0.7812958,0.01820417,0.1892656],"study_design_scores_gemma":[0.00003238651,0.0001377166,0.000361313,0.001315263,0.00003158497,0.0002567498,0.001092266,0.01902304,0.000837294,0.7978126,0.178994,0.0001057746],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009139972,0.4120086,0.3281198,0.2149767,0.004434051,0.00008763877,0.0001472982,0.0007578864,0.03032807],"genre_scores_gemma":[0.3089381,0.3750341,0.2701923,0.02125265,0.00887912,0.0003068545,0.0003264279,0.0007673239,0.01430314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01933883,"threshold_uncertainty_score":0.1022747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04854884486490869,"score_gpt":0.2991379539605627,"score_spread":0.250589109095654,"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."}}