{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004654693,0.0001905262,0.0002365113,0.0003283625,0.00008418431,0.0001163075,0.0001663858,0.0001822732,0.000007322017],"category_scores_gemma":[0.000444332,0.0002159583,0.00005254092,0.0006419396,0.00001024223,0.0003839215,0.00001627239,0.0002133931,8.934639e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009570903,"about_ca_system_score_gemma":0.0008597315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373396,"about_ca_topic_score_gemma":0.0001668647,"domain_scores_codex":[0.9988383,0.00001051164,0.0003689767,0.0001849087,0.0002513255,0.0003459451],"domain_scores_gemma":[0.9984969,0.0001011552,0.0001544644,0.0001424,0.0009283352,0.0001766712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[7.907469e-7,0.00002306206,0.0009264267,0.0006039103,0.00005166199,1.310378e-7,0.0009889981,0.9910713,0.001030701,0.00449245,0.0007616641,0.00004892705],"study_design_scores_gemma":[0.000113941,0.00001134498,0.002160873,0.0001447602,0.00005386414,0.000005481476,0.001099487,0.9860891,0.002252617,0.00003102409,0.007815548,0.0002219263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550127,0.003134244,0.03276671,0.0006030605,0.004040104,0.001665596,0.00005748563,0.0006226555,0.00209748],"genre_scores_gemma":[0.9948201,0.00004266699,0.00390831,0.00001509721,0.0001435699,0.00006042064,0.00001342314,0.00006304403,0.0009333818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03980742,"threshold_uncertainty_score":0.8806525,"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."}}