{"id":"W3174295498","doi":"10.51984/jopas.v20i3.1171","title":"Chemical Engineering Graduate Courses Curriculum Development with Simulation Components","year":2021,"lang":"en","type":"article","venue":"Journal of Pure & Applied Sciences","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Memorial University of Newfoundland","funders":"","keywords":"Multiphysics; Curriculum; Component (thermodynamics); Class (philosophy); Computer science; Field (mathematics); Mathematics education; Engineering management; Engineering; Pedagogy; Artificial intelligence; 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":[0.001351602,0.0006845878,0.0004332929,0.0008245992,0.0005772953,0.001689837,0.001652028,0.0004475304,0.01644674],"category_scores_gemma":[0.003310487,0.0003926453,0.0005440652,0.0006793199,0.0002677992,0.000712644,0.002213316,0.001186135,0.006489176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368206,"about_ca_system_score_gemma":0.003374108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007665447,"about_ca_topic_score_gemma":0.001222328,"domain_scores_codex":[0.9992146,0.0001443925,0.00005248714,0.0001479656,0.0003428467,0.00009759197],"domain_scores_gemma":[0.9978029,0.0002812681,0.0001319632,0.000293491,0.0009338152,0.0005565212],"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":[0.0004536506,0.005126035,0.01194912,0.000633084,0.00002652297,0.0001966126,0.00207021,0.03272924,0.04997672,0.02101843,0.04248784,0.8333325],"study_design_scores_gemma":[0.0003787851,0.004126611,0.0282796,0.0008573828,0.00008304592,0.0006494556,0.001973084,0.105806,0.09775546,0.02373547,0.7362236,0.0001314941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.486295,0.0004701964,0.3322963,0.003133685,0.0008455977,0.006225353,0.00152627,0.01112362,0.1580838],"genre_scores_gemma":[0.318417,0.0008533841,0.5952429,0.0007511765,0.0001016837,0.003846581,0.002644124,0.0007108016,0.0774323],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01644674,"threshold_uncertainty_score":0.0550198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955549762418708,"score_gpt":0.2439741269744707,"score_spread":0.2244186293502836,"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."}}