{"id":"W3036006282","doi":"10.24908/pceea.vi0.14131","title":"DEVELOPING HOLISTIC ENGINEERING COMPETENCIES IN A BIO-INSPIRED DESIGN COURSE","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sustainability; Context (archaeology); Computer science; Sustainable design; Engineering design process; Design science; Management science; Engineering management; Engineering; Systems engineering; Knowledge management; 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":[0.0003044058,0.0002300606,0.0002474276,0.0002907407,0.00006527154,0.00008245082,0.0003583251,0.0001986791,0.00001430528],"category_scores_gemma":[0.0009401168,0.000242456,0.00006753871,0.001213256,0.00001563587,0.0002164608,0.00002257793,0.0003504978,0.00001425855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002157013,"about_ca_system_score_gemma":0.0006117038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001083763,"about_ca_topic_score_gemma":0.0005092393,"domain_scores_codex":[0.9986565,0.000004984277,0.0003945382,0.0001991228,0.0003018093,0.0004430991],"domain_scores_gemma":[0.9992076,0.00007044262,0.0001064332,0.00008455473,0.000209583,0.0003214194],"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":[0.00001574098,0.0002352267,0.08106032,0.009377591,0.000659986,0.000002579368,0.01461263,0.6722603,0.0702521,0.05406173,0.09148732,0.00597444],"study_design_scores_gemma":[0.000674113,0.00004371374,0.2842418,0.001134801,0.0001144304,0.000009919199,0.0006658622,0.6529747,0.01026699,0.0002983231,0.04825675,0.001318519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9136987,0.002350278,0.02012646,0.04429337,0.01269632,0.002489361,0.0001016599,0.002306371,0.001937524],"genre_scores_gemma":[0.9904553,0.00003048261,0.008761241,0.0002755872,0.0002619836,0.00007819702,0.000009972987,0.00006050492,0.00006668005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2031815,"threshold_uncertainty_score":0.9887067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214924581151233,"score_gpt":0.2079042297132555,"score_spread":0.1857549839017431,"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."}}