{"id":"W1847978693","doi":"10.24908/pceea.v0i0.3989","title":"DESIGN DIRECTED 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":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Curriculum; Engineering ethics; Engineering education; Engineering management; Engineering; Pedagogy; Psychology","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":[0.00122443,0.0003871082,0.000249291,0.000996115,0.0009387258,0.002238905,0.0008224933,0.0009424481,0.02186957],"category_scores_gemma":[0.002655022,0.0002092952,0.0003386466,0.0005203843,0.001055125,0.0009711074,0.002220446,0.001182841,0.004409544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002026273,"about_ca_system_score_gemma":0.004024765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001249254,"about_ca_topic_score_gemma":0.004485396,"domain_scores_codex":[0.9990301,0.0002618738,0.00002861002,0.0001083636,0.0004803697,0.00009066409],"domain_scores_gemma":[0.9982844,0.0006055154,0.00008704782,0.0001898426,0.0004934319,0.0003398323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004942916,0.0009046709,0.004258227,0.0007927098,0.00001781586,0.0002229827,0.003303218,0.003370208,0.003499003,0.2264354,0.1083236,0.6488228],"study_design_scores_gemma":[0.00002504708,0.0002254745,0.002559068,0.0005045887,0.00001247169,0.0003828901,0.001240007,0.001571669,0.002978624,0.049419,0.941063,0.0000183197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03214972,0.006385448,0.1432365,0.01018279,0.001750505,0.0004280812,0.0001562161,0.001231319,0.8044794],"genre_scores_gemma":[0.3009247,0.008439172,0.1008653,0.006635895,0.0001891851,0.0004570909,0.0003970123,0.0002287486,0.581863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02186957,"threshold_uncertainty_score":0.07316101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815763024858792,"score_gpt":0.1731950935663569,"score_spread":0.1650374633177689,"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."}}