{"id":"W3002261431","doi":"10.24908/pceea.vi0.13753","title":"A DESIGN-CENTERED LABORATORY CURRICULUM FOR FIRST-YEAR BIOMEDICAL ENGINEERING STUDENTS","year":2019,"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":"Experiential learning; Preparedness; Curriculum; Perception; Mathematics education; Psychology; Medical education; Engineering; Computer science; Pedagogy; Medicine","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":[0.005985908,0.001631206,0.0009565103,0.001596584,0.00207639,0.003831733,0.002994097,0.001717512,0.01196084],"category_scores_gemma":[0.009497795,0.0007559187,0.0008718764,0.0008464351,0.0009317398,0.001359114,0.003884744,0.002718507,0.005401292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002627691,"about_ca_system_score_gemma":0.01015268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006900257,"about_ca_topic_score_gemma":0.002549167,"domain_scores_codex":[0.9982822,0.0004244946,0.0001505044,0.0002625421,0.0004756437,0.0004045651],"domain_scores_gemma":[0.9835234,0.001685409,0.001680357,0.001085556,0.002334438,0.009690729],"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":[0.001258865,0.05317485,0.06983222,0.003157561,0.00009467892,0.001909248,0.01277236,0.01124266,0.1266132,0.01279082,0.1002646,0.606889],"study_design_scores_gemma":[0.0009634853,0.04373369,0.3040161,0.003232484,0.0001372891,0.008307838,0.0155926,0.0177971,0.06992156,0.04438972,0.4913022,0.0006060251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8357836,0.00220509,0.09594806,0.00816483,0.00193597,0.009928034,0.001072604,0.002993317,0.04196844],"genre_scores_gemma":[0.7059682,0.002357199,0.2297433,0.004252275,0.0004918939,0.005502581,0.00243008,0.0002681593,0.04898629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196084,"threshold_uncertainty_score":0.04001296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004377994325469834,"score_gpt":0.1933019975398412,"score_spread":0.1889240032143714,"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."}}