{"id":"W2465751344","doi":"10.20533/ijcdse.2042.6364.2014.0276","title":"What is worth a qualification? Approaches towards the Recognition of Vocational Qualifications and Competences acquired abroad","year":2014,"lang":"en","type":"article","venue":"International Journal for Cross-Disciplinary Subjects in Education","topic":"Vocational Education and Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Psychology; Medical education; Mathematics education; Business; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003348694,0.0001556691,0.0001687514,0.0004336282,0.000994093,0.001082956,0.0006231817,0.0001149435,0.0001932931],"category_scores_gemma":[0.0009509685,0.0001377905,0.0001187845,0.0004553696,0.0006639877,0.00201721,0.00003789368,0.0001649975,0.000009339456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557764,"about_ca_system_score_gemma":0.002023694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001515717,"about_ca_topic_score_gemma":0.0004512026,"domain_scores_codex":[0.9975536,0.0003607085,0.0007606368,0.0003393289,0.0007519271,0.0002337326],"domain_scores_gemma":[0.9967657,0.001134227,0.0005163985,0.0001873033,0.001274106,0.0001222172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001399044,0.0007593137,0.02083269,0.0000645622,0.0001172307,2.362765e-7,0.1565213,0.000194403,0.0001022238,0.1386209,0.001024879,0.6816224],"study_design_scores_gemma":[0.00104943,0.0001348549,0.5115246,0.0009148946,0.00005888279,0.00007429218,0.1755572,0.003528602,0.0002712029,0.2369181,0.06943159,0.0005364433],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8639694,0.004138948,0.008864116,0.1002278,0.01474318,0.001259215,0.00009238459,0.00005523806,0.006649754],"genre_scores_gemma":[0.99152,0.001442254,0.003658051,0.000378013,0.001409758,0.000237332,0.0002966851,0.00001677724,0.001041098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6810859,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1552786122650578,"score_gpt":0.4642245863504049,"score_spread":0.3089459740853471,"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."}}