{"id":"W1830391224","doi":"10.24908/pceea.v0i0.3816","title":"WHO SHOULD BE GUIDING ENGINEERING EDUCATION?","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 Toronto","funders":"","keywords":"Engineering education; Engineering ethics; Curriculum; Engineering; Engineering economics; Engineering management; Political science; Management; Sociology; Pedagogy; Business; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02895055,0.0006592596,0.001105433,0.002165687,0.007412411,0.01371878,0.001868094,0.008808373,0.005806148],"category_scores_gemma":[0.03658581,0.0006236783,0.0005023195,0.0018853,0.02151988,0.01970016,0.004028379,0.01161775,0.004578767],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01061316,"about_ca_system_score_gemma":0.03929421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04206609,"about_ca_topic_score_gemma":0.0685216,"domain_scores_codex":[0.9761846,0.01330446,0.000897519,0.001728662,0.004761079,0.003123693],"domain_scores_gemma":[0.9651234,0.009602372,0.002161583,0.001325621,0.01184139,0.00994567],"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":[0.0000355875,0.000170672,0.00545371,0.0006744173,0.00004116432,0.0002148065,0.02319181,0.0004715837,0.0004096219,0.4994994,0.2936753,0.176162],"study_design_scores_gemma":[0.00001361027,0.00002699258,0.001580199,0.001655463,0.00001872323,0.000162385,0.02398152,0.0002961499,0.0003288567,0.1394239,0.8324608,0.00005152791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004274501,0.0155198,0.01962269,0.8478422,0.006065272,0.00006112993,0.00006653709,0.0002645261,0.1062834],"genre_scores_gemma":[0.4173906,0.03630105,0.05997061,0.3608736,0.004751772,0.0003523827,0.0002024765,0.0006365299,0.119521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9893869,"threshold_uncertainty_score":0.1531069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746088509239759,"score_gpt":0.2025159410064468,"score_spread":0.1850550559140492,"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."}}