{"id":"W178342083","doi":"10.24908/pceea.v0i0.3839","title":"TEACHING FINITE ELEMENT ANALYSIS FOR DESIGN ENGINEERS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Structural Engineering and Materials Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Finite element method; Curriculum; Engineering; Field (mathematics); Product design; Product (mathematics); Engineering management; New product development; Manufacturing engineering; Mechanical engineering; Software engineering; Systems engineering; Computer science; Engineering drawing; Structural engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005004071,0.0002013753,0.0002686795,0.0006100957,0.0001197094,0.00006300062,0.0002908546,0.0001320349,0.00004415943],"category_scores_gemma":[0.000491048,0.0001964892,0.0002212578,0.0006708982,0.000006818429,0.0001558983,0.00001199678,0.0001581661,0.000002764869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160148,"about_ca_system_score_gemma":0.0001107995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003700626,"about_ca_topic_score_gemma":0.0008940666,"domain_scores_codex":[0.9989297,0.000004955832,0.0003413603,0.0001657636,0.000197628,0.0003605373],"domain_scores_gemma":[0.9992388,0.00006571106,0.0001450483,0.0001182688,0.0002584985,0.0001736927],"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":[0.000005405519,0.00003060801,0.007394698,0.0005203728,0.002742718,7.373664e-8,0.003476342,0.9579374,0.008109488,0.01021753,0.008367123,0.001198262],"study_design_scores_gemma":[0.0004442564,0.0000458912,0.05764304,0.0001344266,0.002266295,0.000001946179,0.0005531404,0.8869422,0.03410641,0.000685846,0.01612111,0.001055459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7225282,0.0008712466,0.2386632,0.002141182,0.01448085,0.004166833,0.0005353544,0.002631048,0.013982],"genre_scores_gemma":[0.9815018,0.000008643397,0.01758664,0.00004259441,0.0001370491,0.0001245549,0.00001544629,0.00004859105,0.0005346432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2589736,"threshold_uncertainty_score":0.8012595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184884112021155,"score_gpt":0.1916496645696398,"score_spread":0.1798008234494282,"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."}}