{"id":"W3179652687","doi":"10.24908/pceea.vi0.14833","title":"PRACTICAL INTEGRATION OF SUSTAINABILITY INTO ENGINEERING","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Sustainability; Terminology; Ranking (information retrieval); Process (computing); Management science; Outcome (game theory); Computer science; Process management; Engineering; Knowledge management; Engineering ethics; Artificial intelligence; Mathematics; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005734231,0.0001547308,0.0001926697,0.0002403506,0.00007368515,0.00008422577,0.0001737424,0.0001743495,0.00006498071],"category_scores_gemma":[0.007398611,0.0001681994,0.00009465154,0.0008595043,0.00001390619,0.0004602471,0.00001893971,0.0003408365,0.000005751173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002882984,"about_ca_system_score_gemma":0.001657302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754331,"about_ca_topic_score_gemma":0.001697695,"domain_scores_codex":[0.9988684,0.00001248217,0.0003942849,0.0001615538,0.0003085426,0.0002547567],"domain_scores_gemma":[0.9975867,0.0001780547,0.0002118169,0.0001527464,0.001686067,0.0001846405],"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":[0.00002140871,0.0008186324,0.06117335,0.006912793,0.0009822609,0.000001688004,0.01786351,0.0599432,0.2708843,0.306674,0.2589228,0.01580207],"study_design_scores_gemma":[0.0006824881,0.00005415135,0.2255259,0.0006282653,0.0003928532,0.00005822937,0.007169534,0.09076488,0.3254744,0.002733908,0.3451331,0.001382211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093007,0.0007936762,0.006340466,0.04303813,0.01266935,0.001744459,0.00005366458,0.0007379562,0.02532163],"genre_scores_gemma":[0.9912924,0.00001897008,0.007477693,0.000084246,0.0001376102,0.0000481719,0.00001183409,0.00003673231,0.000892329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3039401,"threshold_uncertainty_score":0.8857363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007856482624379737,"score_gpt":0.2476908907302476,"score_spread":0.2398344081058679,"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."}}