{"id":"W2015086883","doi":"10.5539/ies.v6n11p15","title":"An Assessment of Workplace Skills Acquired by Students of Vocational and Technical Education Institutions","year":2013,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Vocational education; Medical education; Psychology; Social skills; Sample (material); Population; Simple random sample; Study skills; Interpersonal communication; Pedagogy; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004948992,0.00009535658,0.0001623379,0.000152679,0.0002118681,0.00005827072,0.000338083,0.00006233691,0.0003542195],"category_scores_gemma":[0.0007025559,0.00009511721,0.00003756434,0.0002523103,0.0006125798,0.0005151097,0.00005298163,0.00005639674,0.000009993906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103591,"about_ca_system_score_gemma":0.001923827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001586233,"about_ca_topic_score_gemma":0.0002116955,"domain_scores_codex":[0.9985031,0.0001453295,0.0004239673,0.0002245749,0.0005933013,0.000109677],"domain_scores_gemma":[0.9964536,0.0002025357,0.0002514339,0.0001768413,0.002809715,0.0001058915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004892353,0.005070874,0.849673,0.00003084318,0.0001221354,1.00297e-8,0.007867785,0.000008835112,0.001479189,0.07631298,0.04424575,0.01518369],"study_design_scores_gemma":[0.0001437147,0.00003368789,0.9515187,0.00006970073,0.00002208486,8.135955e-7,0.01177097,0.000002395807,0.0001207492,0.006630461,0.02956991,0.000116884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798658,0.0005043658,0.0004028185,0.007293099,0.002394679,0.0004339282,0.00001965759,0.00003126294,0.009054315],"genre_scores_gemma":[0.9891143,0.0003488741,0.006655639,0.0002851898,0.0001686526,0.000326044,0.0000751306,0.000005508439,0.003020634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1018456,"threshold_uncertainty_score":0.3878767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464524625417851,"score_gpt":0.5230447717284746,"score_spread":0.4765923091866895,"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."}}