{"id":"W4405764991","doi":"10.24908/pceea.2024.18510","title":"A Holistic Approach to ‘Sustainable Systems Design’ Course Development","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Course (navigation); Sustainable development; Holistic education; Computer science; Engineering ethics; Architectural engineering; Process management; Systems engineering; Engineering; Sociology; Political science; Pedagogy","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":[0.004279066,0.0006339013,0.0003891827,0.001043865,0.002650419,0.004795071,0.001553962,0.00149672,0.01132568],"category_scores_gemma":[0.002661557,0.000390143,0.0004487547,0.0007784193,0.0043775,0.002119982,0.007002008,0.003577966,0.001697927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007145907,"about_ca_system_score_gemma":0.01426127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004088304,"about_ca_topic_score_gemma":0.01217005,"domain_scores_codex":[0.9969157,0.00141797,0.00008047762,0.0002856239,0.0008655395,0.000434729],"domain_scores_gemma":[0.9983589,0.0004367727,0.00004826748,0.0001921024,0.0003809163,0.0005829201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004360234,0.0004716944,0.001478897,0.0004521616,0.00001896227,0.0004582183,0.01874303,0.007268565,0.008440767,0.4587945,0.06103632,0.4427934],"study_design_scores_gemma":[0.00002101331,0.0002021718,0.002072778,0.0004152721,0.000008407958,0.0004333808,0.007105895,0.003098688,0.002902081,0.1184774,0.8652338,0.00002914434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04401218,0.003063874,0.460036,0.02238071,0.001224498,0.0008942392,0.000169714,0.000799968,0.4674188],"genre_scores_gemma":[0.2920116,0.003586525,0.5353933,0.004588856,0.0001609449,0.001073961,0.0003368711,0.0003050429,0.1625429],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01132568,"threshold_uncertainty_score":0.05184746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915021598850899,"score_gpt":0.2773131515730566,"score_spread":0.2581629355845477,"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."}}