{"id":"W2009807357","doi":"10.1145/1370731.1370738","title":"Problems and opportunities for model-centric versus code-centric software development","year":2008,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Software engineering; Documentation; Software development; Code (set theory); Key (lock); Software; Model-driven architecture; Software construction; Code review; Data science; Static program analysis; Programming language; Computer security; Set (abstract data type)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08880023,0.0004110186,0.000673213,0.002312153,0.00427177,0.00505216,0.001550685,0.002404777,0.001584597],"category_scores_gemma":[0.2023937,0.0009969334,0.0006505623,0.002921424,0.003832824,0.007690354,0.006315038,0.002790275,0.0002545951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003040815,"about_ca_system_score_gemma":0.005937277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002300686,"about_ca_topic_score_gemma":0.004675061,"domain_scores_codex":[0.8970746,0.07221787,0.005572325,0.004799784,0.01605009,0.004285314],"domain_scores_gemma":[0.6141682,0.2942479,0.04855806,0.01222073,0.02290952,0.007895624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003865012,0.0004445094,0.3978801,0.0009542533,0.00006108521,0.001124032,0.4747072,0.0008195811,0.002884789,0.01079291,0.001528427,0.1084166],"study_design_scores_gemma":[0.0001140201,0.001122109,0.1710203,0.001195283,0.00009111944,0.003293551,0.7821232,0.004672912,0.001601239,0.009950651,0.02467128,0.000144388],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9813225,0.0006508824,0.009030705,0.00477602,0.00002399441,0.00009319442,0.00002354924,0.00004671224,0.004032368],"genre_scores_gemma":[0.9949085,0.0002556812,0.003855689,0.0004475102,0.00001205493,0.0000892024,0.0000210825,0.00002305337,0.0003872064],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08880023,"threshold_uncertainty_score":0.4696261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175771758081664,"score_gpt":0.2510113437746424,"score_spread":0.133434167966476,"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."}}