{"id":"W4401285936","doi":"10.18260/1-2--46832","title":"Board 26: Reducing Environmental Impact in Higher Education: Curriculum Design for the Sustainable-Unit Operations Laboratory","year":2024,"lang":"en","type":"article","venue":"","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Unit (ring theory); Curriculum; Engineering management; Computer science; Engineering; Manufacturing engineering; Mathematics education; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007146189,0.0004884145,0.0002866501,0.0008631981,0.0009602106,0.002938701,0.001262161,0.001145198,0.01821541],"category_scores_gemma":[0.009491001,0.0002909628,0.0003307803,0.0007276727,0.0006523519,0.001603656,0.002438263,0.001009672,0.004659297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258968,"about_ca_system_score_gemma":0.01487712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530424,"about_ca_topic_score_gemma":0.004371749,"domain_scores_codex":[0.9966705,0.001818847,0.000138826,0.0003347207,0.0005904961,0.0004466434],"domain_scores_gemma":[0.9934757,0.0009715261,0.0006478743,0.0002579117,0.002242788,0.002404284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006390816,0.003672111,0.01393663,0.0009907742,0.00004056352,0.0002258716,0.002700624,0.01948781,0.01933543,0.02711029,0.03992555,0.8719352],"study_design_scores_gemma":[0.001935621,0.007184552,0.0589133,0.00142984,0.0001733863,0.0003149469,0.01010354,0.06838696,0.03357882,0.02772189,0.7900925,0.0001647003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3098817,0.001802127,0.5279975,0.01989166,0.001009535,0.0124675,0.0007612453,0.003877524,0.1223113],"genre_scores_gemma":[0.4888831,0.001131415,0.44809,0.002535392,0.0001737347,0.005774238,0.001094284,0.0003060941,0.05201178],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01821541,"threshold_uncertainty_score":0.06093663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028485565835381,"score_gpt":0.2456882271946161,"score_spread":0.2354033715362623,"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."}}