{"id":"W1903505933","doi":"10.24908/pceea.v0i0.5878","title":"EXAMINING FOURTH YEAR ENGINEERING STUDENT PERCEPTIONS OF GRADUATE ATTRIBUTE COMPETENCIES: YEAR TWO","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curriculum; Bloom's taxonomy; Perception; Engineering education; Psychology; Medical education; Comprehension; Mathematics education; Cognition; Engineering; Computer science; Pedagogy; Engineering management; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005300618,0.0002282512,0.0002654674,0.0004153483,0.00006674504,0.00007183462,0.0003752692,0.0001148902,0.00002614367],"category_scores_gemma":[0.0005261239,0.000243489,0.00008731153,0.0007568264,0.00001508161,0.000245953,0.00003622645,0.000299188,0.0000232746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002461459,"about_ca_system_score_gemma":0.000522254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008146828,"about_ca_topic_score_gemma":0.0003834515,"domain_scores_codex":[0.9984494,0.000005710274,0.0004468711,0.000180909,0.0005363321,0.0003807151],"domain_scores_gemma":[0.9985434,0.00004117245,0.0001781419,0.0001535481,0.000731399,0.0003523136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000294791,0.0002030591,0.4858242,0.0009205572,0.0005671293,3.029303e-7,0.01671836,0.3968915,0.01108291,0.01291238,0.07435668,0.000519969],"study_design_scores_gemma":[0.001070916,0.00005742917,0.9342369,0.0007159455,0.0001673004,0.0000113134,0.0102888,0.02776689,0.004699798,0.00007377613,0.01980018,0.001110801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934946,0.00008784082,0.0002417901,0.0003895888,0.003012177,0.0003319088,0.00003335361,0.0002489012,0.002159855],"genre_scores_gemma":[0.9943268,0.00001645858,0.004715126,0.00002954607,0.0001935779,0.0000681396,0.00001810736,0.00006156535,0.0005706509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4484127,"threshold_uncertainty_score":0.9929194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300668769326832,"score_gpt":0.2303766520058375,"score_spread":0.2073699643125692,"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."}}