{"id":"W2158837930","doi":"10.24908/pceea.v0i0.3712","title":"DESIGN BEYOND \"DOING\"","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Demise; Construct (python library); Knowledge base; Agriculture; Identity (music); Field (mathematics); Product (mathematics); Design science; Engineering ethics; Engineering design process; Engineering; Epistemology; Computer science; Knowledge management; Political science; Mathematics; Ecology; Aesthetics; Artificial intelligence; Philosophy; Law; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007832624,0.001206127,0.000656942,0.001251639,0.004778035,0.01056779,0.001844879,0.003843208,0.01932571],"category_scores_gemma":[0.008001163,0.0005023858,0.0008255989,0.0008730224,0.03266653,0.00998521,0.006427329,0.003745654,0.004853485],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005555178,"about_ca_system_score_gemma":0.008524395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005055231,"about_ca_topic_score_gemma":0.0045937,"domain_scores_codex":[0.9899063,0.006089597,0.0003399084,0.001382183,0.001663997,0.0006180886],"domain_scores_gemma":[0.9935528,0.002411085,0.0002969127,0.002368074,0.0008678602,0.0005032638],"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":[0.000007911937,0.00001449765,0.0001311868,0.000132938,0.000006021484,0.00004656258,0.002823101,0.0003368758,0.0001882712,0.9779808,0.004104834,0.01422704],"study_design_scores_gemma":[0.00001381526,0.00004353321,0.0001205786,0.0003091091,0.00001299558,0.0001566847,0.001860217,0.0004555502,0.0005345663,0.5048781,0.4916003,0.00001454997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005989358,0.004101764,0.1893685,0.02296271,0.00120098,0.0002496117,0.0001160591,0.0005300304,0.775481],"genre_scores_gemma":[0.5680584,0.007150584,0.1509466,0.01405501,0.0006923964,0.001207144,0.0003737023,0.0008147685,0.2567014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9949448,"threshold_uncertainty_score":0.06465089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339584355240988,"score_gpt":0.1908052088529073,"score_spread":0.1774093653004974,"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."}}