{"id":"W1596796141","doi":"","title":"An Undergraduate Course in Modeling and Simulation of Multiphysics Systems","year":2010,"lang":"en","type":"article","venue":"Chemical Engineering Education","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Multiphysics; Course (navigation); Curriculum; Computer science; Modeling and simulation; Ode; Software; Systems engineering; Software engineering; Mechanical engineering; Simulation; Engineering; Finite element method; Aerospace engineering; Programming language; Applied mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004746782,0.00006063564,0.00007422188,0.00006593966,0.000007542467,0.000009591238,0.00006236444,0.00008583864,4.956228e-7],"category_scores_gemma":[0.0000307133,0.0000690877,0.000008236452,0.0001420531,0.00001528413,0.00008668065,0.000005996327,0.0002007047,9.236314e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001834365,"about_ca_system_score_gemma":0.00002261911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001302546,"about_ca_topic_score_gemma":0.000001031119,"domain_scores_codex":[0.9996481,0.000001803883,0.0001162585,0.00008500172,0.00004946452,0.00009938046],"domain_scores_gemma":[0.9997376,0.00002974094,0.000009727044,0.0001409564,0.00003297888,0.00004905851],"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":[3.759248e-7,0.00002469482,0.0000639735,0.00004495127,0.000001602675,1.84316e-8,0.00001874047,0.5622786,0.4357647,0.0007112426,0.000001851839,0.001089184],"study_design_scores_gemma":[0.00007064059,0.000002750144,0.00006934187,0.00002012959,0.000002627224,8.234729e-7,0.00001981484,0.956372,0.0430877,0.000274203,0.00001859186,0.00006138445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951903,0.0000963717,0.04763643,0.00002773125,0.0001006526,0.0001048965,0.000001892209,0.0001109085,0.00001812287],"genre_scores_gemma":[0.9981396,0.00001005898,0.001724202,8.446685e-7,0.00004830525,0.00004251006,0.0000177523,0.00001456798,0.000002119537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3940933,"threshold_uncertainty_score":0.2817315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006814247879204497,"score_gpt":0.2649347521225375,"score_spread":0.258120504243333,"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."}}