{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001676722,0.0002370089,0.00018987,0.000903761,0.002758677,0.003723482,0.0005784671,0.0006674416,0.005080543],"category_scores_gemma":[0.007457776,0.0001442439,0.0001701576,0.001161316,0.003140482,0.001580361,0.003016501,0.002066834,0.0008502938],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008851103,"about_ca_system_score_gemma":0.03002034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4377325,"about_ca_topic_score_gemma":0.6981134,"domain_scores_codex":[0.998715,0.0001886759,0.00003522481,0.00008172679,0.0006527386,0.000326485],"domain_scores_gemma":[0.9945242,0.0005662994,0.0004237999,0.0001828678,0.002130153,0.002172713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006255385,0.0006865156,0.244694,0.0004586068,0.00001728628,0.0004503993,0.06379659,0.0006380915,0.006151507,0.0743725,0.0515355,0.5571365],"study_design_scores_gemma":[0.000005681276,0.0001696367,0.7623869,0.0003771445,0.00001173912,0.0001945095,0.0667119,0.0007028746,0.001964748,0.01540714,0.1519988,0.00006886461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6936948,0.001177495,0.01349384,0.03736808,0.0004007978,0.0003149506,0.0003805023,0.0002059951,0.2529634],"genre_scores_gemma":[0.9684967,0.0008097645,0.009200181,0.001729533,0.00003855066,0.00009389954,0.0002490705,0.000036264,0.01934608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9911489,"threshold_uncertainty_score":0.8703693,"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."}}