{"id":"W1954800927","doi":"10.24908/pceea.v0i0.4860","title":"STUDENT PERSPECTIVES ON GRADUATE ATTRIBUTES","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accreditation; Context (archaeology); Curriculum; Graduate students; Process (computing); Survey research; Engineering management; Engineering education; Engineering; Graduate degree; Engineering ethics; Computer science; Medical education; Pedagogy; Sociology; Geography; Medicine","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":[0.01465139,0.0002875871,0.0004095938,0.002277007,0.003123482,0.005334932,0.0005763167,0.0008244991,0.005036146],"category_scores_gemma":[0.04035242,0.0002230484,0.0004580004,0.001849453,0.001886785,0.001915098,0.005769416,0.003015547,0.0009353418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002468532,"about_ca_system_score_gemma":0.003615806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003235711,"about_ca_topic_score_gemma":0.004271697,"domain_scores_codex":[0.9899139,0.004129767,0.0004778023,0.0005663128,0.0031937,0.001718443],"domain_scores_gemma":[0.9555456,0.01534254,0.003998218,0.001563366,0.01197134,0.01157888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000203722,0.0005000721,0.3598751,0.000275568,0.000027304,0.0005177677,0.4647985,0.0004509079,0.005076353,0.0109788,0.01277553,0.1445203],"study_design_scores_gemma":[0.00002461669,0.0008805337,0.2051822,0.0003847647,0.00002562498,0.000648985,0.6610147,0.0007207847,0.00261261,0.003171462,0.1252147,0.0001189989],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679739,0.0002986185,0.00212963,0.004673894,0.0001583498,0.00009206402,0.0001945161,0.00005082043,0.02442821],"genre_scores_gemma":[0.9921604,0.0004154886,0.000966348,0.001064957,0.0001042997,0.00009558615,0.0001902775,0.0000234825,0.004979096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01465139,"threshold_uncertainty_score":0.07748485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007591644748243348,"score_gpt":0.2024624731647983,"score_spread":0.1948708284165549,"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."}}