{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008533039,0.0005508691,0.0004453852,0.001775951,0.005398101,0.003009752,0.001233397,0.0009695334,0.0034736],"category_scores_gemma":[0.01599189,0.0006073299,0.0004031017,0.002203474,0.001360432,0.001335497,0.003910113,0.001909375,0.001023248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01607159,"about_ca_system_score_gemma":0.03948288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3166218,"about_ca_topic_score_gemma":0.6748115,"domain_scores_codex":[0.9963426,0.0007824365,0.0001480034,0.0001797713,0.00170227,0.0008449589],"domain_scores_gemma":[0.9810054,0.001480339,0.0005488737,0.0002927372,0.01361964,0.003053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003302071,0.005959902,0.6040505,0.0007126055,0.00004402371,0.0009596621,0.2250855,0.0008002975,0.006815944,0.001301562,0.003994039,0.1499457],"study_design_scores_gemma":[0.00004620494,0.001584464,0.7217843,0.0005790311,0.00004499149,0.0001366678,0.234736,0.001139746,0.003769762,0.0002900638,0.03581307,0.00007574223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864037,0.0001718582,0.0005163921,0.0006854462,0.00001462573,0.0008125662,0.0001706665,0.00002772875,0.01119707],"genre_scores_gemma":[0.9786186,0.00108589,0.004743149,0.0005503356,0.000007929263,0.001130085,0.0004403281,0.00001661851,0.01340714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6833782,"threshold_uncertainty_score":0.6295577,"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."}}