{"id":"W1751979707","doi":"10.24908/pceea.v0i0.3651","title":"CHEM ENG 3S03: FUNDAMENTAL AND SYSTEMIC APPROACH TO SUSTAINABLE CHEMICAL ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sustainability; Curriculum; Accreditation; Engineering education; Health systems engineering; Engineering ethics; Engineering management; Engineering; Work (physics); Medical education; Sociology; Pedagogy; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001692009,0.0005399447,0.0002519092,0.0009453398,0.001992881,0.002966475,0.001570687,0.001469185,0.02784015],"category_scores_gemma":[0.001864908,0.0003774135,0.0003950414,0.0008924914,0.002361538,0.0007928216,0.002915699,0.001940152,0.005095531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01312303,"about_ca_system_score_gemma":0.0356186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04586752,"about_ca_topic_score_gemma":0.1573751,"domain_scores_codex":[0.9983005,0.0001849902,0.00004871539,0.0001948919,0.0009422993,0.0003286566],"domain_scores_gemma":[0.9975895,0.0002402131,0.0001011571,0.0001677866,0.0008566209,0.001044699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00011835,0.0005215014,0.004000556,0.001024003,0.00001351217,0.0004486847,0.002434496,0.004989391,0.03605782,0.131847,0.4948086,0.3237363],"study_design_scores_gemma":[0.000024421,0.0001519323,0.008943551,0.0001556066,0.000006248114,0.0003241398,0.0008097648,0.00179527,0.008095165,0.02358811,0.9560755,0.00003026635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05867933,0.002606083,0.07024429,0.0410971,0.001843109,0.001933274,0.001798349,0.002407782,0.8193906],"genre_scores_gemma":[0.2167792,0.002928951,0.09032428,0.007995859,0.0003698762,0.000666744,0.001749734,0.0004919122,0.6786934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04586752,"threshold_uncertainty_score":0.09521466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004148228785207599,"score_gpt":0.1532180402448446,"score_spread":0.149069811459637,"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."}}