{"id":"W2129690616","doi":"10.24908/pceea.v0i0.4036","title":"THE EDUCATIONAL VALUE OF STUDENT DESIGN COMPETITIONS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mentorship; Teamwork; Curriculum; Process (computing); Engineering management; Apprenticeship; Engineering design process; Engineering; Value (mathematics); Knowledge management; Medical education; Computer science; Pedagogy; Psychology; Management; Medicine","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":[0.006886314,0.0006021885,0.0007210081,0.002079831,0.003404474,0.00944221,0.00165992,0.002150773,0.02574468],"category_scores_gemma":[0.02774628,0.0003082317,0.0005657543,0.000998702,0.001412062,0.002721607,0.007504641,0.001975426,0.003410963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0032981,"about_ca_system_score_gemma":0.003814461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261498,"about_ca_topic_score_gemma":0.004628872,"domain_scores_codex":[0.9917418,0.003777644,0.000197867,0.0006247479,0.002674687,0.0009832579],"domain_scores_gemma":[0.9571087,0.01289098,0.002040682,0.002007397,0.006215371,0.01973683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001060994,0.005508076,0.06666486,0.0006625605,0.00009791864,0.001256169,0.006078762,0.002943011,0.00263455,0.03496987,0.07822309,0.7999002],"study_design_scores_gemma":[0.0008211972,0.008792158,0.2432646,0.001807867,0.0002494387,0.00551854,0.03395616,0.01666267,0.01096923,0.1190389,0.5583828,0.0005364562],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.673368,0.003834716,0.008628189,0.02144259,0.0019564,0.0002237524,0.000360146,0.0007200399,0.2894662],"genre_scores_gemma":[0.9713367,0.0004594234,0.002126409,0.0007936317,0.0002368338,0.00007775488,0.0001244734,0.00006935363,0.02477554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02574468,"threshold_uncertainty_score":0.08612454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719080866266623,"score_gpt":0.2269601282219519,"score_spread":0.2097693195592857,"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."}}