{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002845655,0.000230827,0.0001972559,0.0003181456,0.0001134501,0.0001602294,0.0002984947,0.0001827216,0.0001298498],"category_scores_gemma":[0.0003617208,0.0002427653,0.00009622623,0.0004528263,0.000007188194,0.0003034803,0.00001353855,0.0002579835,0.00003027102],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004546207,"about_ca_system_score_gemma":0.0005601699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006875654,"about_ca_topic_score_gemma":0.008842031,"domain_scores_codex":[0.9987866,0.000002734708,0.0003550031,0.0001784592,0.0002470902,0.0004301096],"domain_scores_gemma":[0.9988868,0.00008477206,0.0001219165,0.0001139241,0.0005454106,0.0002472376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003303396,0.0001605125,0.01710233,0.001399681,0.0005251808,7.235844e-8,0.00682021,0.4883577,0.01994552,0.02237541,0.4406808,0.002629274],"study_design_scores_gemma":[0.0010533,0.00005117824,0.3248351,0.001148179,0.0001999977,0.00001626776,0.0009211047,0.2752997,0.02284694,0.0007549413,0.3706056,0.002267659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9002548,0.0007329984,0.03511667,0.01152703,0.02808515,0.008683101,0.00005892493,0.002541772,0.01299957],"genre_scores_gemma":[0.9734985,0.000009937625,0.02067773,0.0001391307,0.0002307831,0.0009106224,0.00002356005,0.00008913736,0.004420612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3077327,"threshold_uncertainty_score":0.9997376,"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."}}