{"id":"W3002385213","doi":"10.24908/pceea.vi0.13711","title":"REFLECTING ON THE USE OF DESIGN METHODOLOGY IN ENGINEERING DESIGN EDUCATION","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capstone; Context (archaeology); Design education; Engineering education; Engineering design process; Computer science; Engineering management; Design methods; Engineering ethics; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001809208,0.0001984249,0.0002352353,0.000585529,0.00006438602,0.00008959096,0.0003425813,0.0001902467,0.00005938836],"category_scores_gemma":[0.005251343,0.0001810043,0.00007246263,0.001028496,0.00001004502,0.0003954353,0.00001373928,0.0004484661,0.0000210802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862064,"about_ca_system_score_gemma":0.0009193941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029974,"about_ca_topic_score_gemma":0.0003350536,"domain_scores_codex":[0.998693,0.00007115223,0.0004422262,0.0001898852,0.0002742102,0.0003295602],"domain_scores_gemma":[0.9973801,0.001589398,0.000320479,0.0001960383,0.0004008959,0.0001130775],"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":[0.00002197513,0.0001673862,0.01612467,0.0006362487,0.0001962217,6.746937e-8,0.00477516,0.8320746,0.0587731,0.03078117,0.05254829,0.003901138],"study_design_scores_gemma":[0.001012023,0.0002336497,0.1828067,0.00249493,0.0003000013,0.00003247799,0.003604996,0.4314816,0.1698375,0.001509841,0.2045304,0.002155892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209343,0.0007241409,0.01993177,0.01697985,0.02159112,0.006711758,0.00003073781,0.000642865,0.01245341],"genre_scores_gemma":[0.9742789,0.00002443854,0.02380468,0.0003519832,0.0001180261,0.0001344901,0.000003278301,0.00006495457,0.001219212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.400593,"threshold_uncertainty_score":0.7381144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148707449506874,"score_gpt":0.311467235846033,"score_spread":0.162759786339159,"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."}}