{"id":"W2111010684","doi":"10.24908/pceea.v0i0.3880","title":"A NOVEL DESIGN COMPETITION FOR THIRD-YEAR CIVIL ENGINEERING STUDENTS","year":2011,"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 Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Deliverable; Competition (biology); Engineering; Engineering management; Curriculum; Engineering education; Civil engineering; Engineering ethics; Pedagogy; Sociology; Systems engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004862095,0.0002433174,0.0002106217,0.0003719721,0.0001113224,0.0000921488,0.0004547146,0.0001789628,0.00003678564],"category_scores_gemma":[0.0004407892,0.0002611531,0.0001088052,0.0005267327,0.000008833575,0.0002227169,0.00002199232,0.0002208895,0.00001347457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008117,"about_ca_system_score_gemma":0.0003164755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005449087,"about_ca_topic_score_gemma":0.0008005244,"domain_scores_codex":[0.9986503,0.000002810597,0.0003744389,0.0001994594,0.0003511406,0.0004219078],"domain_scores_gemma":[0.9989725,0.00004990039,0.0001458737,0.0001238028,0.0004656148,0.0002422896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003668473,0.001486112,0.1249951,0.005755933,0.002383175,4.301334e-7,0.03047078,0.217071,0.08159555,0.2124265,0.3223999,0.001378863],"study_design_scores_gemma":[0.002616307,0.0001439838,0.7135547,0.001824803,0.0004411297,0.00002943211,0.001854711,0.09569136,0.05642775,0.0008987608,0.1233199,0.00319718],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.760026,0.0009682616,0.1319066,0.003332224,0.04548971,0.0107426,0.0004032517,0.004903069,0.04222819],"genre_scores_gemma":[0.9723631,0.00001622768,0.02605084,0.00008348677,0.0001934582,0.0003930684,0.00001529706,0.00008605816,0.0007984737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5885596,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300049612608876,"score_gpt":0.1975192690585056,"score_spread":0.1845187729324168,"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."}}