{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004435884,0.0001518667,0.0001449537,0.0002208246,0.0001815191,0.00004847161,0.000460203,0.0001091669,0.00008047368],"category_scores_gemma":[0.0003733592,0.0001338974,0.00008952516,0.0004702291,0.00003207297,0.0001324235,0.00001665683,0.0002135749,0.00001345695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063918,"about_ca_system_score_gemma":0.0006964596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493627,"about_ca_topic_score_gemma":0.001127027,"domain_scores_codex":[0.9989383,0.000009630489,0.0003710236,0.0001161787,0.000287425,0.0002774293],"domain_scores_gemma":[0.9988387,0.0001550014,0.0001852017,0.0001520738,0.0005062223,0.0001628467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006393449,0.000374599,0.1184637,0.0006621928,0.0006747408,6.024588e-8,0.01471139,0.0535457,0.006634224,0.6568226,0.146762,0.001342479],"study_design_scores_gemma":[0.0002253374,0.00002980066,0.9296728,0.0002155955,0.000110391,0.000006652268,0.001103546,0.007944272,0.009722769,0.001846402,0.04866586,0.0004565359],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8121092,0.002901582,0.002123967,0.01627559,0.03077016,0.003335595,0.000181628,0.0008311711,0.1314711],"genre_scores_gemma":[0.995106,0.00005635688,0.002877226,0.00005875877,0.0001719679,0.0001116128,0.000006062056,0.0000404464,0.00157153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8112092,"threshold_uncertainty_score":0.5460179,"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."}}