{"id":"W2604949722","doi":"10.24908/pceea.v0i0.6532","title":"CHARACTERIZING THE ENGINEERING EDUCATION GRADUATE STUDENT EXPERIENCE IN CANADA: RESEARCH DEVELOPMENT & REFLECTIONS","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; University of Saskatchewan; University of Manitoba","funders":"","keywords":"Engineering education; Identity (music); Construct (python library); Engineering research; Intersection (aeronautics); Graduate students; Sociology; Pedagogy; Engineering ethics; Engineering; Mathematics education; Psychology; Engineering management; Computer science","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":[0.01733391,0.0006001951,0.0007758415,0.003472563,0.03847985,0.01312537,0.003725526,0.002175936,0.002277964],"category_scores_gemma":[0.01641481,0.0006886983,0.0005165179,0.007089353,0.01479514,0.003046211,0.01031796,0.006601732,0.0003458308],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09398589,"about_ca_system_score_gemma":0.1614329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9535667,"about_ca_topic_score_gemma":0.984516,"domain_scores_codex":[0.9877772,0.003662389,0.0002926843,0.000771419,0.002723034,0.004773276],"domain_scores_gemma":[0.9776496,0.005571847,0.0009437032,0.0004581691,0.009905155,0.005471526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002805165,0.00007498301,0.01265928,0.00006836664,0.000003611366,0.0004751744,0.9697864,0.00003367366,0.0005721799,0.001584654,0.002157371,0.01255625],"study_design_scores_gemma":[0.000001255569,0.00001401207,0.005830341,0.0000389134,0.000001652452,0.00003868455,0.9869794,0.00002283828,0.0001596962,0.00007668656,0.006825328,0.00001118297],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671587,0.001462188,0.000634935,0.01229075,0.0001633887,0.0001942376,0.0002542768,0.00002113798,0.01782025],"genre_scores_gemma":[0.9860154,0.001509084,0.0008382256,0.002508753,0.00003378906,0.00009197125,0.0001255707,0.00003067348,0.008846553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9060141,"threshold_uncertainty_score":0.6819186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065516156562581,"score_gpt":0.3575949127261191,"score_spread":0.2510432970698609,"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."}}