{"id":"W1911741522","doi":"10.24908/pceea.v0i0.3791","title":"INTRODUCTING A NEW ENGINEERING COURSE: A LEARNING EXPERIENCE FOR STUDENTS AND FACULTY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Rubric; Course (navigation); Task (project management); GRASP; Computer science; Mathematics education; Presentation (obstetrics); Medical education; Multimedia; Engineering; Psychology; Software engineering; 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":[0.005598662,0.001894163,0.00108938,0.0009708007,0.007799765,0.008169382,0.003287736,0.003316741,0.01498465],"category_scores_gemma":[0.009131969,0.0007089029,0.001075134,0.001028535,0.00391543,0.005055245,0.009670267,0.006615105,0.005623419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216177,"about_ca_system_score_gemma":0.002242557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004610335,"about_ca_topic_score_gemma":0.00154013,"domain_scores_codex":[0.9962479,0.001343476,0.0001460609,0.0005439356,0.0009559506,0.0007626846],"domain_scores_gemma":[0.9823974,0.001752992,0.000698205,0.0007892771,0.001608727,0.01275339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000695475,0.007592721,0.01706261,0.0008028962,0.00005828882,0.008550875,0.1890639,0.001946684,0.04690289,0.00947916,0.2285843,0.4892602],"study_design_scores_gemma":[0.0001946129,0.007453215,0.01975016,0.0003793089,0.000054725,0.00827359,0.1062356,0.002500781,0.01116389,0.01033714,0.8330939,0.0005631302],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8017021,0.002083992,0.06945977,0.03410211,0.008057775,0.001861463,0.0006014159,0.00619671,0.07593468],"genre_scores_gemma":[0.7799971,0.001974703,0.1137275,0.01390871,0.004915262,0.001334095,0.001279727,0.001469243,0.08139361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01498465,"threshold_uncertainty_score":0.05012858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555134532398451,"score_gpt":0.2452537466197342,"score_spread":0.2297024012957496,"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."}}