{"id":"W2162101220","doi":"10.24908/pceea.v0i0.3625","title":"USING DESIGN COMPETITIONS TO TEACH DESIGN","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":"University of Manitoba","funders":"","keywords":"Curriculum; Set (abstract data type); Engineering management; Computer science; Engineering design process; Mathematics education; Design education; Engineering education; Design elements and principles; Engineering ethics; Engineering; Pedagogy; Psychology; Software engineering","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":[0.0006982352,0.0001691647,0.0001491144,0.0004158852,0.0001776292,0.00009104618,0.0003316568,0.0001318761,0.0001537867],"category_scores_gemma":[0.0008919994,0.0001850047,0.00005970064,0.0007720789,0.00001015925,0.0003393948,0.00001336177,0.0002350963,0.00005617443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002064565,"about_ca_system_score_gemma":0.0006428559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002436962,"about_ca_topic_score_gemma":0.0004740999,"domain_scores_codex":[0.9989681,0.00001849964,0.0002817416,0.0001585212,0.0002370543,0.0003360646],"domain_scores_gemma":[0.9988533,0.00009308218,0.0001429914,0.000125785,0.0004651022,0.0003196864],"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":[0.00002482665,0.0004856842,0.01879728,0.0006129544,0.0006888086,5.160764e-7,0.0270793,0.2230425,0.09581831,0.05433621,0.5756831,0.003430498],"study_design_scores_gemma":[0.001047905,0.0001941665,0.1932614,0.001093606,0.0008478208,0.00008736061,0.005071646,0.199649,0.172181,0.003538704,0.4194424,0.003584981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2222483,0.000998309,0.4446002,0.01746979,0.03919521,0.01115287,0.0002041994,0.003655426,0.2604757],"genre_scores_gemma":[0.9035821,0.0000073529,0.09443221,0.000394196,0.0001696195,0.00009425136,0.000002928481,0.00006491587,0.001252432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6813338,"threshold_uncertainty_score":0.7544271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116454146209162,"score_gpt":0.2386487803806734,"score_spread":0.1874842389185818,"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."}}