{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001455793,0.0001668623,0.0001639298,0.0006342769,0.0004526584,0.000352687,0.0003719633,0.0001563926,0.00002025949],"category_scores_gemma":[0.001168521,0.0001599229,0.00005484065,0.0007033892,0.00006256232,0.0008764433,0.00001596551,0.0003517173,0.00000265731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002590775,"about_ca_system_score_gemma":0.004023442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04078053,"about_ca_topic_score_gemma":0.02344713,"domain_scores_codex":[0.9988669,0.00002760872,0.0002550304,0.0001640526,0.0002751842,0.0004112828],"domain_scores_gemma":[0.997833,0.0003681393,0.00019003,0.0001391436,0.001211381,0.0002583324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000912847,0.0003549187,0.01469647,0.003738264,0.001425676,5.079384e-7,0.1405572,0.01904389,0.01147368,0.276647,0.5102561,0.0217151],"study_design_scores_gemma":[0.0010897,0.0002065418,0.1683144,0.002007353,0.0006338342,0.00005450584,0.1355371,0.0801154,0.05119189,0.00670111,0.5519351,0.002212964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812991,0.02675202,0.00940081,0.0598283,0.06888439,0.01718128,0.000356455,0.001061218,0.03523639],"genre_scores_gemma":[0.9923201,0.00007822814,0.005971399,0.0001455071,0.0001581687,0.0001272125,0.000006905249,0.00004734937,0.001145182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2699459,"threshold_uncertainty_score":0.9943724,"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."}}