{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004340119,0.0008443675,0.000571433,0.0009723313,0.01068194,0.006879912,0.002900722,0.002300652,0.02103761],"category_scores_gemma":[0.003798856,0.0004632434,0.0009169543,0.0009388309,0.00204432,0.001620918,0.007998843,0.004220022,0.004741697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01047291,"about_ca_system_score_gemma":0.0224837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04362028,"about_ca_topic_score_gemma":0.1691345,"domain_scores_codex":[0.9954634,0.0006621394,0.00007100712,0.0004799867,0.001615583,0.001707929],"domain_scores_gemma":[0.9914619,0.0003913441,0.0001646205,0.0002699335,0.001044727,0.006667579],"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":[0.0008586235,0.01172932,0.01458347,0.0003957778,0.00004073718,0.002573036,0.03465719,0.002666392,0.01272521,0.1025848,0.5366838,0.2805017],"study_design_scores_gemma":[0.0002404447,0.001364579,0.02007665,0.0001162596,0.00001397949,0.0006521372,0.01315199,0.00257586,0.003871056,0.00890779,0.9488781,0.0001510362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4993793,0.0007272917,0.02245846,0.01510357,0.003665411,0.00172664,0.0008483143,0.001286323,0.4548046],"genre_scores_gemma":[0.613619,0.000491025,0.03747587,0.00376975,0.0003883213,0.001283703,0.001635433,0.0004119727,0.3409249],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04362028,"threshold_uncertainty_score":0.0867328,"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."}}