{"id":"W4313750145","doi":"10.55056/etq.49","title":"Digitalization of vocational education under crisis conditions","year":2023,"lang":"en","type":"article","venue":"Educational Technology Quarterly","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Quality (philosophy); Digital literacy; Literacy; Service (business); Digital transformation; Engineering; Set (abstract data type); Business; Engineering management; Public relations; Computer science; Political science; Marketing; Pedagogy; Sociology; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006135435,0.0001206814,0.0001467354,0.001252115,0.001506682,0.004879781,0.0003792009,0.0008333049,0.02131963],"category_scores_gemma":[0.00214438,0.0001231341,0.0001840176,0.0009995673,0.00165719,0.002993999,0.003663406,0.001003015,0.002143371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798641,"about_ca_system_score_gemma":0.001771299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002270942,"about_ca_topic_score_gemma":0.002571747,"domain_scores_codex":[0.9993436,0.0001437945,0.00003210278,0.00007876498,0.0001627432,0.0002391096],"domain_scores_gemma":[0.9990903,0.0001641453,0.0001472745,0.00009383265,0.0001794003,0.0003249697],"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":[0.0003362354,0.0002938563,0.07666364,0.0008895293,0.00003501318,0.004369646,0.04252552,0.002469291,0.004987699,0.3213899,0.04373781,0.5023019],"study_design_scores_gemma":[0.00003164846,0.0001804222,0.1632835,0.001362564,0.00001837556,0.003169479,0.07724461,0.002288063,0.001443439,0.07526985,0.6756458,0.00006227106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4414708,0.003776989,0.005970296,0.01863063,0.0003706911,0.0001257617,0.0005650157,0.0001430656,0.5289466],"genre_scores_gemma":[0.9638102,0.00253384,0.001001364,0.001076177,0.0001261874,0.00003702511,0.0002502051,0.00002854676,0.03113642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02131963,"threshold_uncertainty_score":0.07132125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868766736558773,"score_gpt":0.3167435798113029,"score_spread":0.2980559124457151,"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."}}