{"id":"W2885663162","doi":"10.24908/pceea.v0i0.10404","title":"INVESTIGATING THE RELATIVE IMPORTANCE OF THE CEAB GRADUATE ATTRIBUTES: STUDY DESIGN AND INITIAL FINDINGS","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Stakeholder; Graduate students; Psychology; Work (physics); Medical education; Knowledge management; Computer science; Engineering; Pedagogy; Public relations; Medicine; Political 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":[0.03501433,0.0003828554,0.000545767,0.002057637,0.002857773,0.003621525,0.00114195,0.001162434,0.004215326],"category_scores_gemma":[0.06453055,0.0006474007,0.0003800093,0.001691018,0.001954985,0.001609484,0.002159977,0.001394333,0.0008274517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00359126,"about_ca_system_score_gemma":0.006531349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005230189,"about_ca_topic_score_gemma":0.009601228,"domain_scores_codex":[0.9870117,0.008173699,0.0008292631,0.0009659467,0.001926366,0.001093121],"domain_scores_gemma":[0.9054791,0.06916235,0.005031734,0.002226255,0.01583199,0.002268679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001502604,0.007701842,0.584488,0.001198106,0.00007589124,0.0009720037,0.3027653,0.000339917,0.008269694,0.004051928,0.001549118,0.08708557],"study_design_scores_gemma":[0.000282174,0.006089562,0.3934846,0.0006018533,0.00009890963,0.0002771456,0.5800884,0.00137962,0.006219271,0.001235169,0.01018048,0.00006273123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902626,0.00007396768,0.002071807,0.0002059384,0.00001317142,0.004140057,0.0001425341,0.000007723296,0.003082103],"genre_scores_gemma":[0.9725044,0.0001780202,0.008533323,0.0004603439,0.00002209484,0.01559519,0.0002028605,0.00001205327,0.00249175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03501433,"threshold_uncertainty_score":0.1851757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165678250116314,"score_gpt":0.2328499039364739,"score_spread":0.2111931214353108,"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."}}