{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007953568,0.000175443,0.0001623526,0.0001353391,0.0002697716,0.00007107206,0.0003666006,0.0000902596,0.0000110766],"category_scores_gemma":[0.001462693,0.0001274134,0.00005339297,0.0008223249,0.00006099004,0.0001911708,0.00004002008,0.0003060193,0.00000294197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369457,"about_ca_system_score_gemma":0.0004069579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006146546,"about_ca_topic_score_gemma":0.0009085016,"domain_scores_codex":[0.9988473,0.00001621722,0.0003742999,0.0001558452,0.0003448066,0.0002615089],"domain_scores_gemma":[0.99888,0.0001189916,0.0002255944,0.0001405025,0.0005160752,0.0001188329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000321394,0.0001688498,0.8102487,0.0005486333,0.0007067538,9.513546e-8,0.06229964,0.01387727,0.005500173,0.01481111,0.09090452,0.0009310641],"study_design_scores_gemma":[0.0002617761,0.00003835888,0.973062,0.0002908123,0.0001033827,0.000004775069,0.002400276,0.01178204,0.008600813,0.0006001927,0.002514557,0.0003410378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99445,0.00007541232,0.0001301065,0.002268585,0.001583098,0.0007288983,0.000009248904,0.00007701815,0.0006776531],"genre_scores_gemma":[0.998099,0.00000501215,0.001237578,0.0001188513,0.0001381422,0.00009003755,0.000001812902,0.00003299371,0.0002765669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1628133,"threshold_uncertainty_score":0.5195766,"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."}}