{"id":"W1496321524","doi":"","title":"A framework supporting the utilization of domain knowledge embedded in software","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Domain knowledge; Software engineering; Software mining; Domain engineering; Domain analysis; Domain (mathematical analysis); Knowledge engineering; Knowledge-based systems; Software development; Knowledge management; Open Knowledge Base Connectivity; Software; Software construction; Programming language; Personal knowledge management; Organizational learning","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":[0.002213645,0.00009123842,0.0001400569,0.0001159999,0.00003755499,0.00001580177,0.0005920358,0.00007594626,0.000007496556],"category_scores_gemma":[0.003612577,0.00006517884,0.00003560922,0.0008227397,0.00004462274,0.0001858657,0.0002056266,0.0001717308,0.000004222868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000344276,"about_ca_system_score_gemma":0.00003416172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003529869,"about_ca_topic_score_gemma":0.0000159741,"domain_scores_codex":[0.9989913,0.00008881435,0.0003294411,0.0001927848,0.0001284578,0.0002692234],"domain_scores_gemma":[0.9963021,0.003063165,0.00009968001,0.0004443591,0.00006223121,0.00002843082],"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":[0.00001593532,0.0001087081,0.00913923,0.00009274001,0.00001507282,0.00002393505,0.02077182,0.03015115,0.001249016,0.5095333,0.0001199772,0.4287791],"study_design_scores_gemma":[0.0004413241,0.0001093019,0.04559602,0.000199526,0.000004509735,0.00002066497,0.001982208,0.01068321,0.03969866,0.8995043,0.00127228,0.0004880155],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01228371,0.000169234,0.9864523,0.00007279692,0.0002455616,0.0001177917,2.039404e-7,0.0003045159,0.0003538348],"genre_scores_gemma":[0.260021,0.000003177049,0.7398732,0.00003647297,0.00001716369,0.000003600188,2.977665e-7,0.000005704544,0.00003938131],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4282911,"threshold_uncertainty_score":0.4324853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07011335850313012,"score_gpt":0.3809108281860518,"score_spread":0.3107974696829217,"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."}}