{"id":"W3216426418","doi":"10.24908/pceea.vi0.14184","title":"ADVANCING ENGINEERING EDUCATION TOWARDS DESIGN FOR SUSTAINABLE DEVELOPMENT AT THE UNIVERSITY OF MANITOBA: INITIAL ASSESSMENT","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Sustainable development; Sustainability; Stewardship (theology); Engineering ethics; Equity (law); Environmental stewardship; Natural resource; Sustainable design; Engineering; Engineering management; Political science; Sociology; Environmental resource management; Environmental science; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001326837,0.0001241923,0.0001501645,0.0001481518,0.0007122285,0.00007754555,0.0004265854,0.0001251486,0.00003504701],"category_scores_gemma":[0.003097592,0.0001307356,0.00007627988,0.0006770733,0.00004016263,0.0003454899,0.00004941935,0.0001513176,0.000001962778],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01341342,"about_ca_system_score_gemma":0.01099939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02543583,"about_ca_topic_score_gemma":0.01238203,"domain_scores_codex":[0.9987292,0.00002828015,0.0002574179,0.0001961931,0.0003975273,0.0003913816],"domain_scores_gemma":[0.9972873,0.0001919895,0.0003745226,0.00008723292,0.001835834,0.0002231681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007701528,0.0006325257,0.139419,0.005545846,0.0005702784,3.973318e-7,0.3576204,0.0464611,0.003178688,0.1814177,0.2530442,0.01203287],"study_design_scores_gemma":[0.0003496257,0.00005006628,0.166243,0.000176461,0.0001504424,6.987492e-7,0.1792863,0.002378593,0.004595284,0.0006120359,0.6456741,0.0004833401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152001,0.000223112,0.003055554,0.06725736,0.002792492,0.004546102,0.00001798337,0.0001724181,0.006734901],"genre_scores_gemma":[0.9890687,0.000007788592,0.008485878,0.0001883957,0.0003026527,0.00007531,0.00001027381,0.00002222249,0.001838775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3926298,"threshold_uncertainty_score":0.9946073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207456318134442,"score_gpt":0.2555821707951644,"score_spread":0.24350760761382,"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."}}