{"id":"W2120446186","doi":"10.24908/pceea.v0i0.3919","title":"BEYOND ENGINEERING DESIGN: WHAT ARE THE NATURAL BOUNDARIES OF DESIGN EDUCATION AND RESEARCH FOR CANADIAN UNIVERSITIES?","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":"Université Laval; École de Technologie Supérieure; Simon Fraser University","funders":"","keywords":"Scope (computer science); Engineering ethics; Privilege (computing); Discipline; Work (physics); Globalization; Design education; Natural (archaeology); Sociology; Strategic design; Design elements and principles; Political science; Engineering; Engineering management; Computer science; Business; Systems engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.04536853,0.001145911,0.002065109,0.008790906,0.05405179,0.04437317,0.007009393,0.01125721,0.01688066],"category_scores_gemma":[0.0663812,0.001166741,0.001637279,0.0130482,0.06224915,0.02497209,0.01482197,0.009483035,0.001827164],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3369361,"about_ca_system_score_gemma":0.6027789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850608,"about_ca_topic_score_gemma":0.989513,"domain_scores_codex":[0.9533299,0.0115438,0.001713482,0.003043413,0.01513617,0.01523332],"domain_scores_gemma":[0.9092584,0.01717854,0.002526811,0.0040237,0.03927458,0.02773801],"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":[0.0001196347,0.00009897192,0.005763674,0.0008643222,0.00004140221,0.0002169151,0.02005386,0.0006252332,0.0003581247,0.7471778,0.07929531,0.1453848],"study_design_scores_gemma":[0.00007156382,0.00006843498,0.01915915,0.004373858,0.00008306513,0.0002164949,0.07897775,0.001329018,0.0004412665,0.2551958,0.6397339,0.0003496383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01514583,0.04628009,0.005874681,0.8003317,0.002019374,0.0001241911,0.0004466331,0.0002256351,0.1295519],"genre_scores_gemma":[0.7861821,0.04724603,0.02763134,0.08662774,0.0008223648,0.0003768545,0.0006076943,0.0003722531,0.05013361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6630639,"threshold_uncertainty_score":0.7690602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02990243450610998,"score_gpt":0.2502855776544181,"score_spread":0.2203831431483081,"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."}}