{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01228598,0.001664482,0.0005561867,0.001380209,0.006003192,0.007541011,0.002495851,0.008402756,0.02781233],"category_scores_gemma":[0.04524526,0.0007028707,0.001781459,0.001082446,0.007424552,0.00694535,0.009066597,0.0214089,0.008416454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009340646,"about_ca_system_score_gemma":0.007401084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008857036,"about_ca_topic_score_gemma":0.01922711,"domain_scores_codex":[0.9828162,0.01010591,0.0004577965,0.0007788053,0.004043019,0.001798463],"domain_scores_gemma":[0.9770699,0.01081479,0.0004882274,0.00149538,0.006591052,0.003540623],"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":[0.0001099612,0.0002815588,0.0004372938,0.0006183509,0.00002321702,0.001069128,0.03304086,0.0008084213,0.000970709,0.03410666,0.831901,0.09663289],"study_design_scores_gemma":[0.000007237166,0.0000388077,0.000154432,0.0003158869,0.000003818395,0.0002332754,0.007908485,0.00003233932,0.000245933,0.002758886,0.9882866,0.00001444889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01474558,0.03527283,0.01248291,0.5847126,0.1280845,0.0002809067,0.0004064069,0.0003763115,0.2236381],"genre_scores_gemma":[0.1645046,0.04953489,0.01158318,0.2535047,0.0154628,0.0004300088,0.0003162858,0.0007468013,0.5039167],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02781233,"threshold_uncertainty_score":0.09304154,"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."}}