{"id":"W4411203683","doi":"10.1109/mo2re66661.2025.00008","title":"On the Automated Generation of UI for Template-based Requirements Specification","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Software engineering; Programming language","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":[0.0004046457,0.0000542149,0.00006524088,0.00006560483,0.00005346031,0.00002068912,0.000302874,0.00002580002,0.000002617875],"category_scores_gemma":[0.0006580885,0.00003699987,0.00002409993,0.0002228146,0.00001459909,0.00008437201,0.00002527353,0.00002596405,0.000001976576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003515583,"about_ca_system_score_gemma":0.0000276492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001440334,"about_ca_topic_score_gemma":6.680402e-7,"domain_scores_codex":[0.9995071,0.00004838438,0.0001430248,0.0001420272,0.00008280903,0.0000766082],"domain_scores_gemma":[0.9985937,0.0009130469,0.00004922805,0.0003625354,0.00007451549,0.000006955164],"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":[0.00001008301,0.00003162545,0.00002007335,0.00002590889,0.00001334802,9.191568e-8,0.00004181941,0.3181678,0.08254691,0.5776484,0.01376943,0.007724457],"study_design_scores_gemma":[0.0001456522,0.00004149076,0.0004571564,0.00001558648,0.000001886566,3.859947e-8,0.00000333235,0.6779224,0.3068625,0.01400245,0.0005025475,0.0000449781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003028156,0.00001005885,0.994572,0.0009521188,0.0004524621,0.0002466175,9.918751e-7,0.0005428678,0.0001946741],"genre_scores_gemma":[0.2614718,0.000001011696,0.7380869,0.0002048275,0.00001622159,0.00004656555,0.000003378163,0.000002714108,0.0001665273],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.563646,"threshold_uncertainty_score":0.1508811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1806765400709199,"score_gpt":0.3706085663758972,"score_spread":0.1899320263049773,"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."}}