{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01271856,0.002076245,0.001584685,0.004416099,0.003396086,0.009837103,0.006187246,0.005167944,0.004268427],"category_scores_gemma":[0.01193644,0.002044524,0.003751719,0.00298322,0.008909603,0.01214391,0.00604091,0.005063473,0.002028347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002393272,"about_ca_system_score_gemma":0.007821885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200736,"about_ca_topic_score_gemma":0.01102278,"domain_scores_codex":[0.9946661,0.002021678,0.000646401,0.0008970778,0.001373846,0.0003950658],"domain_scores_gemma":[0.991951,0.003854045,0.0006479092,0.001987565,0.0008765584,0.0006828949],"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":[0.00004699596,0.0001276333,0.0004397744,0.0004946798,0.00007568445,0.0007263857,0.00147081,0.01242595,0.003427426,0.91646,0.00281149,0.06149311],"study_design_scores_gemma":[0.00009507705,0.000201493,0.0004936572,0.0009644225,0.0001842197,0.001333971,0.0005671657,0.1050704,0.005400289,0.6862082,0.199302,0.0001792316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009769861,0.00032059,0.9938618,0.0005930344,0.00003531254,0.0002342811,0.00007160066,0.001049603,0.002856839],"genre_scores_gemma":[0.01594179,0.0004870425,0.9814479,0.0001372638,0.00005299716,0.0003408894,0.0002358308,0.0001002188,0.001256067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01271856,"threshold_uncertainty_score":0.06726295,"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."}}