{"id":"W3002573769","doi":"10.24908/pceea.vi0.13796","title":"RE-ENGINEERING SUCCESS: YEAR TWO OF A CROSS-COURSE ASSIGNMENT TO DEVELOP CRITICAL THINKING AND COMMUNICATION SKILLS IN A LAB SETTING","year":2019,"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 Toronto","funders":"","keywords":"Deliverable; Grading (engineering); Schedule; Curriculum; Computer science; Teamwork; Project-based learning; Engineering management; Mathematics education; Psychology; Engineering; Pedagogy; Systems engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00522313,0.001945804,0.001096532,0.002279768,0.003526798,0.005329151,0.002459131,0.002477295,0.008334919],"category_scores_gemma":[0.00682338,0.0007967603,0.0007048236,0.0006082272,0.0009857269,0.001402705,0.005637734,0.003697342,0.005509658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0029793,"about_ca_system_score_gemma":0.00447826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003853112,"about_ca_topic_score_gemma":0.01545963,"domain_scores_codex":[0.9966629,0.0004951404,0.0001767809,0.0004302342,0.0008359945,0.001398908],"domain_scores_gemma":[0.975838,0.0007612371,0.0009803062,0.001076891,0.004217912,0.01712565],"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":[0.003660461,0.115124,0.08297475,0.0003812896,0.0001195751,0.003625128,0.02519608,0.002581101,0.04288226,0.002136097,0.1189532,0.6023661],"study_design_scores_gemma":[0.001143789,0.0872177,0.4789194,0.0004207986,0.0001334522,0.002308826,0.0314241,0.007179674,0.06825723,0.003715013,0.3185142,0.0007658194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713418,0.0002809081,0.004426951,0.002580456,0.0009446449,0.001483284,0.0005945407,0.0008705435,0.01747689],"genre_scores_gemma":[0.8941311,0.0003284395,0.009570465,0.001863543,0.0003052733,0.001933001,0.002648971,0.0002750083,0.08894429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008334919,"threshold_uncertainty_score":0.02788305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003301357116857502,"score_gpt":0.2373831809521435,"score_spread":0.234081823835286,"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."}}