{"id":"W3036582891","doi":"10.24908/pceea.vi0.14126","title":"CURRICULUM RENEWAL FOR BETTER DESIGN-RELATED STUDENT OUTCOMES IN SECOND-YEAR CHEMICAL AND BIOLOGICAL ENGINEERING","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Deliverable; Process (computing); Engineering design process; Engineering management; Process design; Computer science; Mathematics education; Engineering ethics; Work in process; Engineering; Systems engineering; Mechanical engineering; Pedagogy; Sociology; Psychology","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":[0.01361427,0.001365788,0.001430062,0.002753965,0.003102175,0.01312517,0.003594354,0.003250573,0.03150028],"category_scores_gemma":[0.02556535,0.0005673452,0.001201242,0.001806106,0.001143158,0.003500121,0.01223238,0.004104447,0.01280278],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00713555,"about_ca_system_score_gemma":0.02426461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639733,"about_ca_topic_score_gemma":0.003451355,"domain_scores_codex":[0.9910893,0.001733898,0.0004127906,0.0007174477,0.003871928,0.002174532],"domain_scores_gemma":[0.9593208,0.001823138,0.00326318,0.001920162,0.009283891,0.0243889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004085911,0.009234807,0.0219054,0.0009975038,0.0000493687,0.0002825323,0.003905672,0.003227025,0.006894992,0.01729392,0.2803212,0.655479],"study_design_scores_gemma":[0.0003940883,0.005540202,0.1312113,0.002020103,0.00008161911,0.001244883,0.007349795,0.008377408,0.01326592,0.03899864,0.7912925,0.0002235288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.595091,0.01046297,0.06312141,0.1339061,0.01975708,0.003300736,0.002547035,0.00614124,0.1656724],"genre_scores_gemma":[0.637651,0.008000028,0.08582582,0.02799087,0.002906462,0.004059685,0.005484819,0.001738944,0.2263425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983603,"threshold_uncertainty_score":0.1053789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007956016644623282,"score_gpt":0.1953138718689431,"score_spread":0.1873578552243198,"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."}}