{"id":"W3182259800","doi":"10.24908/pceea.vi0.14897","title":"MODELLING AND SIMULATION OF SUSTAINABLE SYSTEMS: AN ENGINEERING DESIGN COURSE PROJECT","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Renewable energy; Sustainability; Hydroelectricity; Project-based learning; Civil engineering; Hydraulic engineering; Irrigation; Meteorology; Environmental science; Computer science; Environmental resource management; Engineering; Geography; Mathematics; Mathematics education; Ecology","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":[0.002543326,0.001197352,0.0005082451,0.0003805442,0.0005488459,0.001301369,0.001060198,0.001196461,0.01105954],"category_scores_gemma":[0.002591523,0.0003534654,0.0006301915,0.0003479921,0.0006313394,0.001039573,0.00142291,0.001582017,0.00247703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230239,"about_ca_system_score_gemma":0.002300897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326607,"about_ca_topic_score_gemma":0.001430958,"domain_scores_codex":[0.999355,0.0002453862,0.00002283033,0.00008606091,0.0002369617,0.0000537375],"domain_scores_gemma":[0.9985799,0.0006477452,0.00004987023,0.0001230567,0.0003135449,0.0002858711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003820696,0.004369996,0.002722767,0.00100681,0.00007380857,0.0004858468,0.002219463,0.3442773,0.02353812,0.06318005,0.08815145,0.4695924],"study_design_scores_gemma":[0.000348476,0.001720401,0.00230352,0.0004191961,0.00003282881,0.000482504,0.0006059698,0.4951193,0.02609606,0.048865,0.4239501,0.00005663915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1245056,0.001295638,0.7452886,0.009155401,0.0009247853,0.00120097,0.00115815,0.003471709,0.1129991],"genre_scores_gemma":[0.2913826,0.003068596,0.5746747,0.001354724,0.0003659988,0.002294627,0.002048546,0.0009567238,0.1238535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01105954,"threshold_uncertainty_score":0.03699791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657270439806554,"score_gpt":0.2394449708640469,"score_spread":0.2228722664659814,"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."}}