{"id":"W2127513912","doi":"10.24908/pceea.v0i0.3849","title":"IS ENGINEERING EDUCATION DELIVERING WHAT INDUSTRY REQUIRES","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":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Curriculum; Construct (python library); Engineering education; Plan (archaeology); Health systems engineering; Engineering management; Engineering; Field (mathematics); Engineering design process; Engineering ethics; Computer science; Pedagogy; Psychology; Mechanical engineering","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":[0.004297449,0.0003552929,0.0004123645,0.001165758,0.004352339,0.008703281,0.0009438369,0.003507813,0.03475268],"category_scores_gemma":[0.009949788,0.0002677791,0.000461188,0.001767077,0.007342128,0.006065787,0.003811862,0.003104805,0.01137593],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009630209,"about_ca_system_score_gemma":0.0390653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04891209,"about_ca_topic_score_gemma":0.09054594,"domain_scores_codex":[0.989738,0.001522011,0.0002268135,0.0006549977,0.005381661,0.002476475],"domain_scores_gemma":[0.9884253,0.0017355,0.0008577097,0.001152015,0.003105576,0.004723873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002515073,0.0003264069,0.007650232,0.0007333772,0.00002863221,0.0002088539,0.006372791,0.0003533031,0.001901564,0.3389342,0.3901505,0.2533149],"study_design_scores_gemma":[0.0000108171,0.00005598454,0.01102649,0.001102778,0.00001684725,0.0001731791,0.007290336,0.000112198,0.0005680014,0.06522382,0.9143924,0.00002711535],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01240601,0.003536071,0.006635484,0.2813042,0.003401508,0.00009767008,0.0003141795,0.0004146889,0.6918902],"genre_scores_gemma":[0.5430857,0.02247015,0.01781652,0.1407985,0.00508463,0.00024998,0.001094598,0.000499447,0.2689005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9903698,"threshold_uncertainty_score":0.1162593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009452267681282371,"score_gpt":0.1911158345397745,"score_spread":0.1816635668584921,"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."}}