{"id":"W4249568810","doi":"10.24908/pceea.vi0.14942","title":"CURRICULUM RENEWAL FOR BETTER DESIGN-RELATED STUDENT OUTCOMES IN SECOND-YEAR CHEMICAL AND BIOLOGICAL ENGINEERING","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Deliverable; Cornerstone; Engineering design process; Process (computing); Engineering management; Computer science; Process design; Mathematics education; Engineering; Work in process; Engineering ethics; Systems engineering; Mechanical engineering; Pedagogy; Sociology; Psychology; Operations management","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":[0.01395249,0.001501981,0.001506951,0.003067377,0.003567658,0.01389656,0.003870328,0.003439415,0.03639223],"category_scores_gemma":[0.02438255,0.00064098,0.001291379,0.001927156,0.001236562,0.003781051,0.01355882,0.004421202,0.01415979],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007935302,"about_ca_system_score_gemma":0.02711448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021494,"about_ca_topic_score_gemma":0.004608992,"domain_scores_codex":[0.9906251,0.001715924,0.0004346303,0.0007551014,0.004103777,0.002365396],"domain_scores_gemma":[0.9572565,0.001731381,0.003161787,0.001915388,0.009901647,0.02603332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003294913,0.007952471,0.01930911,0.0009861008,0.00004231375,0.0002716058,0.003565623,0.002660502,0.006210475,0.01715553,0.3151525,0.6263644],"study_design_scores_gemma":[0.0003284912,0.004359072,0.1126129,0.001981263,0.00007071222,0.001138357,0.007057247,0.006655548,0.01090078,0.03776395,0.8169218,0.0002098497],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5180147,0.01274312,0.07059441,0.1727571,0.02631576,0.003808341,0.002906855,0.007344128,0.1855155],"genre_scores_gemma":[0.5755708,0.009848915,0.09610695,0.03385343,0.00368355,0.004494691,0.006107072,0.001957101,0.2683775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9920647,"threshold_uncertainty_score":0.1217442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005983375834151107,"score_gpt":0.1983420478468064,"score_spread":0.1923586720126553,"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."}}