{"id":"W1814856186","doi":"10.24908/pceea.v0i0.3782","title":"A DESIGN PROJECT THAT HELPS STUDENTS TO CHOOSE BETWEEN DIFFERENT FIELDS OF ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Engineering; Engineering management; Field (mathematics); Engineering design process; Engineering education; Civil engineering; Mechanical engineering; Sociology; Pedagogy; Mathematics","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":[0.002628153,0.001210163,0.000645974,0.001241906,0.002127522,0.00196321,0.00103163,0.00119503,0.06313849],"category_scores_gemma":[0.004250324,0.0006582259,0.0005179257,0.000597312,0.0008699048,0.0009778412,0.00233271,0.001638266,0.02083945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009590111,"about_ca_system_score_gemma":0.004912734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189153,"about_ca_topic_score_gemma":0.004900181,"domain_scores_codex":[0.998668,0.0003461775,0.00004991793,0.0001685905,0.0005865123,0.0001808561],"domain_scores_gemma":[0.9954543,0.0005262699,0.0001502078,0.0004082619,0.00093753,0.00252343],"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":[0.0006544006,0.008914443,0.005626667,0.0004042753,0.00002949898,0.0007514241,0.004103215,0.001845117,0.02286066,0.009246923,0.545586,0.3999774],"study_design_scores_gemma":[0.000446403,0.004400981,0.01034055,0.000187663,0.00002543272,0.001128699,0.003974838,0.003190574,0.01284662,0.007649479,0.9557051,0.0001036799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.224712,0.0004710999,0.2030935,0.009465403,0.003342216,0.01237286,0.003946405,0.01382331,0.5287733],"genre_scores_gemma":[0.1507298,0.0004678466,0.2466513,0.00167823,0.0002003598,0.004920667,0.002980201,0.001006096,0.5913655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06313849,"threshold_uncertainty_score":0.2112193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03722204540614325,"score_gpt":0.2499767489789194,"score_spread":0.2127547035727761,"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."}}