{"id":"W2149402351","doi":"10.24908/pceea.v0i0.3694","title":"INTRODUCING THE UBC CHAIR IN DESIGN ENGINEERING - BREAKING OUT OF DISCIPLINARY SILOS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multidisciplinary approach; Engineering; Discipline; Engineering management; Cross disciplinary; Engineering ethics; Principal (computer security); Engineering education; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01230405,0.000611929,0.0005668968,0.001247027,0.009199907,0.01086667,0.001158442,0.002793066,0.02186048],"category_scores_gemma":[0.00960598,0.0006997338,0.0004932943,0.0009771158,0.004644581,0.004206718,0.005401984,0.007199969,0.005110812],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01165021,"about_ca_system_score_gemma":0.0250918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04478346,"about_ca_topic_score_gemma":0.178197,"domain_scores_codex":[0.9928445,0.002328663,0.0002391082,0.0008615363,0.002282411,0.001443782],"domain_scores_gemma":[0.9824301,0.0009578281,0.0003240271,0.0008969972,0.006800403,0.00859063],"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":[0.00008032252,0.0001503094,0.003103556,0.0001446286,0.00001298786,0.0003471882,0.004533425,0.001024944,0.002966927,0.1239936,0.701539,0.1621031],"study_design_scores_gemma":[0.00001071214,0.00003745264,0.0009702531,0.0001034416,0.000005114521,0.0001052142,0.001858212,0.0005154736,0.0006209949,0.008119726,0.9876271,0.00002637124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03402073,0.01913016,0.1391842,0.3128944,0.07898618,0.0006104989,0.0002894267,0.001833093,0.4130514],"genre_scores_gemma":[0.1921215,0.007330771,0.0774479,0.02203987,0.005056652,0.0002666226,0.0002364062,0.00100436,0.6944959],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9883498,"threshold_uncertainty_score":0.08904558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181650739729484,"score_gpt":0.1938952948702714,"score_spread":0.1820787874729765,"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."}}