{"id":"W2601951093","doi":"10.24908/pceea.v0i0.6515","title":"CONCEPTS ONLY PLEASE! INNOVATING A FIRST YEAR ENGINEERING COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Deliverable; Teamwork; Course (navigation); Process (computing); Restructuring; Constructive; Plan (archaeology); Critical thinking; Mathematics education; Psychology; Computer science; Engineering; Engineering management; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001117965,0.0007981627,0.0003463312,0.0005166201,0.000962937,0.003609522,0.001278359,0.001417339,0.13963],"category_scores_gemma":[0.004058823,0.0002507183,0.0005766164,0.0003336784,0.000444613,0.002745286,0.003481344,0.00272024,0.09357007],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009626495,"about_ca_system_score_gemma":0.001988286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005943462,"about_ca_topic_score_gemma":0.001428625,"domain_scores_codex":[0.9990381,0.0001002747,0.00002417395,0.0001315311,0.0005592837,0.0001466471],"domain_scores_gemma":[0.9978243,0.0001487263,0.0001175475,0.0001354376,0.0007276538,0.001046391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005885155,0.0004345957,0.0009046718,0.0002667519,0.000005009433,0.0001419601,0.0007875272,0.0001807073,0.003590213,0.005179488,0.7150111,0.2734391],"study_design_scores_gemma":[0.00001520521,0.0001638288,0.001597424,0.0001239786,0.000003325463,0.0002098908,0.0002877589,0.0001771614,0.0008504872,0.002054686,0.9945006,0.00001574039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04221178,0.003470088,0.03753501,0.05147675,0.02658998,0.002818984,0.002562373,0.008593154,0.8247419],"genre_scores_gemma":[0.04240476,0.00240152,0.03215969,0.01675083,0.00239846,0.001069288,0.001975671,0.001313994,0.8995259],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9994057,"threshold_uncertainty_score":0.4671089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004666578229689548,"score_gpt":0.2128765719152016,"score_spread":0.208209993685512,"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."}}