{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01188846,0.001329799,0.0008196563,0.002628322,0.005381011,0.007088447,0.003351236,0.002973534,0.03518888],"category_scores_gemma":[0.02093988,0.0009887777,0.0008831784,0.001525481,0.004594743,0.005228251,0.007891405,0.006190426,0.009938717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005001477,"about_ca_system_score_gemma":0.006778009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099233,"about_ca_topic_score_gemma":0.009021435,"domain_scores_codex":[0.9876631,0.005985176,0.0004183117,0.001559561,0.003144903,0.001228952],"domain_scores_gemma":[0.9787996,0.008218984,0.001054327,0.00291189,0.002451771,0.006563444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001736646,0.00242321,0.003791935,0.0007976556,0.00004199059,0.0004369973,0.01221786,0.004953021,0.004172366,0.2810339,0.2935641,0.3963933],"study_design_scores_gemma":[0.000129591,0.0006532578,0.001951628,0.000346997,0.0000130979,0.0005572911,0.003485692,0.003945,0.002928843,0.1025331,0.8833666,0.0000888057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07086717,0.003848396,0.3070937,0.03410067,0.006435681,0.001694172,0.0005127497,0.003680025,0.5717674],"genre_scores_gemma":[0.4378466,0.003066207,0.3155302,0.01038899,0.001442618,0.002459286,0.001011587,0.001536048,0.2267186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03518888,"threshold_uncertainty_score":0.1177185,"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."}}