{"id":"W4392298982","doi":"10.1201/9781032725239","title":"Software Design by Example","year":2024,"lang":"en","type":"book","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Software engineering; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004803102,0.001267683,0.0006728426,0.001431638,0.002093325,0.007169242,0.002708514,0.003095059,0.0607166],"category_scores_gemma":[0.01806051,0.0007307224,0.001273772,0.001531282,0.004724356,0.008671468,0.005236437,0.004065739,0.02989141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684767,"about_ca_system_score_gemma":0.003325975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165841,"about_ca_topic_score_gemma":0.001462539,"domain_scores_codex":[0.9924951,0.003403455,0.0005787562,0.0008593617,0.002287456,0.0003758851],"domain_scores_gemma":[0.9918285,0.004010911,0.0003268889,0.001678601,0.001809612,0.0003454802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000188238,0.0000396012,0.0001846515,0.0005376917,0.00001426786,0.0001672319,0.001219828,0.0016115,0.0004635006,0.73595,0.1673918,0.0924012],"study_design_scores_gemma":[0.000008567692,0.00001673203,0.00003306747,0.0002429995,0.000004208052,0.0001737044,0.0001623115,0.0006476161,0.0002118023,0.105478,0.8930109,0.00001003311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001952641,0.006000543,0.3835915,0.02377355,0.003738265,0.0005477066,0.0008227642,0.00419719,0.5753759],"genre_scores_gemma":[0.07404116,0.01038901,0.5220959,0.01105297,0.001377248,0.001876709,0.002551305,0.003574844,0.3730409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0607166,"threshold_uncertainty_score":0.2031173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661858633763492,"score_gpt":0.2246508879885582,"score_spread":0.1980323016509233,"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."}}