{"id":"W3001518674","doi":"10.24908/pceea.vi0.13734","title":"A SNAPSHOT OF THE CANADIAN ENGINEERING EDUCATION SYSTEM: REFLECTIONS FROM AN EMERGING SCHOLAR TRYING TO SUPPORT NATIONAL CURRICULUM CHANGE","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Curriculum; Terminology; Scholarship; Thematic analysis; Engineering ethics; Engineering education; Work (physics); Political science; Engineering; Public relations; Sociology; Qualitative research; Pedagogy; 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":[0.01522114,0.0008312966,0.0009612701,0.003582082,0.08285981,0.01915707,0.006911414,0.006618772,0.004067469],"category_scores_gemma":[0.0219678,0.001165972,0.0008062111,0.007846562,0.02027771,0.005388827,0.01379872,0.01403211,0.0005560414],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1382871,"about_ca_system_score_gemma":0.2566288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9572384,"about_ca_topic_score_gemma":0.9855919,"domain_scores_codex":[0.9765556,0.008588379,0.0005202108,0.001165088,0.005535664,0.007635032],"domain_scores_gemma":[0.9669372,0.007536175,0.00101027,0.0007018471,0.01030211,0.01351238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004153763,0.0000623913,0.004692652,0.0001577017,0.00001082947,0.002234905,0.9571509,0.0001498553,0.0006567211,0.005492139,0.01639687,0.01295342],"study_design_scores_gemma":[0.000003838527,0.00002650587,0.00242675,0.0001150902,0.000006979463,0.000118796,0.9496992,0.00007693208,0.0001291934,0.0002967885,0.0470679,0.00003192003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7396211,0.005554645,0.003653301,0.1770796,0.00212059,0.000497147,0.000834842,0.0001972503,0.07044156],"genre_scores_gemma":[0.9562715,0.003167116,0.0029144,0.01895441,0.0001451667,0.0001272988,0.0002391298,0.0001419762,0.01803904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8617129,"threshold_uncertainty_score":0.9994648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328370876968111,"score_gpt":0.2540963338260552,"score_spread":0.2408126250563741,"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."}}