{"id":"W3182341434","doi":"10.24908/pceea.vi0.14849","title":"THE IMPLICIT CANADIAN RESEARCH AGENDA FOR ENGINEERING EDUCATION: 2019","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Conversation; Engineering education; Identity (music); Engineering research; Teaching philosophy; Engineering ethics; Sociology; Pedagogy; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009987465,0.0002474602,0.0002012791,0.0004911775,0.0005899101,0.0003613675,0.0005685796,0.0002283626,0.00003847564],"category_scores_gemma":[0.001914948,0.0002391142,0.0001367386,0.001368939,0.00001901147,0.0001999579,0.00003077916,0.0004965359,0.00002778457],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006199889,"about_ca_system_score_gemma":0.006104349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01927941,"about_ca_topic_score_gemma":0.1011381,"domain_scores_codex":[0.9979593,0.00001006782,0.0004467544,0.0002772996,0.0004566305,0.0008499175],"domain_scores_gemma":[0.9972557,0.0002075892,0.0001069187,0.0002662437,0.001640295,0.0005231812],"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":[0.00000104324,0.00004976827,0.003593344,0.0005559027,0.0002041924,1.484535e-7,0.00122619,0.008746266,0.002210061,0.05105944,0.9273975,0.00495617],"study_design_scores_gemma":[0.0001184409,0.000006879611,0.03220861,0.0002098921,0.00002917936,0.00001078326,0.0007167246,0.005967298,0.003708769,0.0001912552,0.9564663,0.0003658745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.527446,0.02554533,0.0008528972,0.1716183,0.1323299,0.01118292,0.0009300991,0.002467633,0.1276269],"genre_scores_gemma":[0.9776508,0.0001939125,0.002802887,0.0003843409,0.0009297084,0.0008880861,0.00008853166,0.0001601044,0.01690169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4502047,"threshold_uncertainty_score":0.9995301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121446070825168,"score_gpt":0.2511616369929829,"score_spread":0.2399471762847312,"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."}}