{"id":"W2600129107","doi":"10.24908/pceea.v0i0.6533","title":"LINKING THE CEAB GRADUATE ATTRIBUTE COMPETENCIES TO EMPLOYABILITY SKILLS 2000+: EQUIPPING STUDENTS WITH THE LANGUAGE AND TOOLS FOR CAREER/EMPLOYMENT SUCCESS","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University; University of Manitoba","keywords":"Employability; Accreditation; Vocational education; Psychology; Medical education; Process (computing); Pedagogy; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00242506,0.0001393888,0.0001657944,0.00007128928,0.002330464,0.001417288,0.001031855,0.00008191715,0.000008132242],"category_scores_gemma":[0.003543829,0.00009303405,0.00006580747,0.0002430583,0.0001278975,0.0004506077,0.00008218951,0.0001848543,0.000002064112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008373,"about_ca_system_score_gemma":0.001059469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05513123,"about_ca_topic_score_gemma":0.1524932,"domain_scores_codex":[0.998503,0.00003126783,0.0002222565,0.0002342464,0.0006064317,0.0004028554],"domain_scores_gemma":[0.9978883,0.0003293457,0.0003651105,0.000257302,0.0009370479,0.0002228764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003074396,0.00004632855,0.9279187,0.0000650464,0.00005903258,1.773552e-8,0.06383565,0.00007221395,0.00009086516,0.002839427,0.003563912,0.001505785],"study_design_scores_gemma":[0.0001232586,0.00001614876,0.9657244,0.00009623943,0.00004738907,2.631285e-7,0.007280755,0.000009840181,0.0001817981,0.000141908,0.02622665,0.0001513229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391961,0.00003592619,0.00002241745,0.05844618,0.000767378,0.00113969,0.00003581439,0.00003551705,0.000320991],"genre_scores_gemma":[0.9968693,0.000005562879,0.0003049041,0.0005853364,0.0002905842,0.0002329302,0.000005156073,0.00001765151,0.00168852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09736199,"threshold_uncertainty_score":0.9996194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246971929919983,"score_gpt":0.313038865801556,"score_spread":0.2805691465023561,"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."}}