{"id":"W2127039230","doi":"10.24908/pceea.v0i0.3736","title":"REFLECTIONS ON ENGINEERING DESIGN EDUCATION","year":2011,"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":"Western University","funders":"","keywords":"Engineering design process; Mentorship; Engineering management; Reflection (computer programming); Engineering education; Curriculum; Engineering; Process (computing); Engineering ethics; Computer science; Psychology; Medical education; Mechanical engineering; Pedagogy","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":[0.0004826209,0.0002194777,0.0001592535,0.0005677638,0.0001613239,0.00009570039,0.0003367045,0.0001922344,0.0001307037],"category_scores_gemma":[0.001064776,0.0002359044,0.00008729527,0.0008662558,0.00001004221,0.0004086348,0.00001036568,0.0003838445,0.00007474259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420682,"about_ca_system_score_gemma":0.0009843351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988936,"about_ca_topic_score_gemma":0.0006083336,"domain_scores_codex":[0.9988353,0.00001114492,0.0003288761,0.0001943999,0.0002796037,0.0003507097],"domain_scores_gemma":[0.998793,0.00009307029,0.0001898633,0.000171723,0.0004791286,0.0002731964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003023079,0.00100752,0.01089262,0.0010958,0.0007641875,3.051718e-7,0.01880572,0.0505232,0.03518571,0.2506067,0.617357,0.01373099],"study_design_scores_gemma":[0.000532527,0.0001431932,0.1851549,0.000799872,0.0003522563,0.00004045318,0.002192412,0.02014129,0.0672126,0.001818097,0.7196938,0.00191855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.148077,0.0009590686,0.005408792,0.008546181,0.050943,0.004309743,0.00007401253,0.002959547,0.7787226],"genre_scores_gemma":[0.9872509,0.00002781061,0.008529281,0.0003755859,0.0003252242,0.0001970652,0.000006549943,0.00008135367,0.003206268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8391739,"threshold_uncertainty_score":0.9619901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242842128078943,"score_gpt":0.2498862059909056,"score_spread":0.2174577847101162,"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."}}