{"id":"W2170977111","doi":"10.24908/pceea.v0i0.4895","title":"DESIGN WORKSHOP FOR ONTARIO ENGINEERING COMPETITION","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Competitor analysis; Competition (biology); Engineering; Engineering design process; Engineering management; Marketing; Business; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004891413,0.001394014,0.0006067965,0.001599159,0.01170252,0.00710372,0.002876422,0.002356196,0.2901433],"category_scores_gemma":[0.004427737,0.0007804857,0.001278071,0.001472046,0.001623253,0.001402761,0.004486005,0.002442359,0.08828739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0335472,"about_ca_system_score_gemma":0.05931493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3803572,"about_ca_topic_score_gemma":0.7817352,"domain_scores_codex":[0.9943677,0.0005367964,0.0001236276,0.0004892126,0.00345497,0.001027616],"domain_scores_gemma":[0.9931043,0.0001839261,0.00008720143,0.0003008766,0.003658333,0.002665346],"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":[0.0001037396,0.0001491803,0.0004421886,0.0001064801,0.000004849745,0.0001750453,0.001138373,0.0002845279,0.001239197,0.007538348,0.950836,0.0379821],"study_design_scores_gemma":[0.00001502066,0.00003307984,0.0005781503,0.00002691455,0.00000198406,0.00002735657,0.0004935493,0.00008253662,0.0001640745,0.0004273308,0.9981383,0.00001159137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008435708,0.001242695,0.01567759,0.01745943,0.01275119,0.003305276,0.004583254,0.001478028,0.9350668],"genre_scores_gemma":[0.01222881,0.0004777996,0.007108939,0.001314395,0.0003864228,0.0009439494,0.002235486,0.000378421,0.9749257],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3803572,"threshold_uncertainty_score":0.970626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00684231914486057,"score_gpt":0.174370582350591,"score_spread":0.1675282632057304,"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."}}