{"id":"W2130761192","doi":"10.24908/pceea.v0i0.3943","title":"TOWARDS EFFECTIVE MULTIDISCIPLINARY ENGINEERING EDUCATION: THE MULTIDISCIPLINARY DESIGN STREAM AT QUEEN'S UNIVERSITY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Natural Sciences and Engineering Research Council of Canada","funders":"Division of Mathematical Sciences","keywords":"Multidisciplinary approach; Engineering design process; Engineering ethics; Engineering education; Engineering; Engineering management; Work (physics); Professional development; Process (computing); Product design; Design education; New product development; Work in process; Product (mathematics); Medical education; Computer science; Management; Mechanical engineering; Operations management; Sociology; Business; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006531746,0.0002956934,0.0002139783,0.0003607228,0.0004134056,0.00007380474,0.0005873973,0.0002210936,0.00009953415],"category_scores_gemma":[0.0006629943,0.0002750307,0.0001355525,0.0008526338,0.00003274533,0.0005373367,0.00007825367,0.0004364276,0.00004347184],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004621588,"about_ca_system_score_gemma":0.001097014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005385739,"about_ca_topic_score_gemma":0.0008455428,"domain_scores_codex":[0.9986488,0.00003388126,0.0003015119,0.0002686945,0.0003212445,0.0004258938],"domain_scores_gemma":[0.9984506,0.0001896401,0.000260572,0.0002428149,0.0005459571,0.0003103532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002281808,0.00219726,0.1998186,0.00415035,0.002936496,0.000004572746,0.1138776,0.102778,0.03130629,0.06813791,0.4457708,0.02879395],"study_design_scores_gemma":[0.00049057,0.00006937361,0.8922236,0.0003922131,0.000331102,0.00002583326,0.004763666,0.02288909,0.01556976,0.0002995383,0.06190854,0.001036721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8883457,0.000768814,0.001656089,0.01135566,0.01882681,0.005717565,0.000143222,0.001452595,0.07173357],"genre_scores_gemma":[0.9903455,0.00004202496,0.004402489,0.0000596632,0.0002545373,0.0001176287,0.00001310537,0.00007463433,0.004690383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6924049,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009944042514158322,"score_gpt":0.2031940724409661,"score_spread":0.1932500299268078,"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."}}