{"id":"W2158046712","doi":"10.1109/coginf.2002.1039292","title":"Integrating cognitive support with CASE-tools for design recovery","year":2003,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Diagrammatic reasoning; Component (thermodynamics); Task (project management); Process (computing); Software engineering; Simple (philosophy); Engineering design process; Human–computer interaction; Systems engineering; Programming language; Engineering","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":[0.00943362,0.001429003,0.0005965391,0.004944935,0.001417523,0.008489998,0.005698176,0.002605307,0.008368847],"category_scores_gemma":[0.0344579,0.0009573144,0.00125381,0.001883994,0.003645694,0.008973263,0.008443998,0.002617314,0.00194058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690258,"about_ca_system_score_gemma":0.002374761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064905,"about_ca_topic_score_gemma":0.003759083,"domain_scores_codex":[0.9941283,0.002611014,0.0005853043,0.0005438258,0.001798688,0.0003327152],"domain_scores_gemma":[0.9620969,0.02564476,0.001888966,0.007970436,0.001685699,0.0007131469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002307929,0.00167077,0.002830405,0.000826917,0.00008570041,0.003238725,0.01379076,0.02368353,0.009069392,0.318666,0.01193649,0.6139705],"study_design_scores_gemma":[0.000489948,0.0002907053,0.001931014,0.001347236,0.0002170976,0.003642303,0.004414289,0.2047665,0.01828584,0.4462592,0.3180711,0.0002847305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02332547,0.0003449584,0.9288126,0.002842783,0.0001072381,0.0003658543,0.0001441223,0.005555501,0.03850149],"genre_scores_gemma":[0.1404361,0.0004272969,0.8530371,0.0002452833,0.00004608188,0.0003041807,0.0003845729,0.0003093171,0.004810114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00943362,"threshold_uncertainty_score":0.04989028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861207790964929,"score_gpt":0.2918170628448055,"score_spread":0.2332049849351562,"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."}}