{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001616477,0.0001300902,0.0001300236,0.001327254,0.000189716,0.00005512284,0.000629672,0.0001343092,0.0001075261],"category_scores_gemma":[0.00003513412,0.0001440901,0.00005113146,0.003333321,0.0001324,0.0006163433,0.00003889506,0.0001087622,0.0003255524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007633658,"about_ca_system_score_gemma":0.001190391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001363887,"about_ca_topic_score_gemma":0.000005533262,"domain_scores_codex":[0.9987335,0.00002712165,0.0004077203,0.0003502718,0.0002842793,0.0001970824],"domain_scores_gemma":[0.9982199,0.0001479557,0.000207795,0.0005402924,0.0008355362,0.00004850403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[5.112083e-7,0.0003229992,0.0004769908,0.00001172358,0.00002182786,7.155022e-8,0.0003541862,0.00002282769,0.0004744616,0.9553944,0.03662456,0.006295453],"study_design_scores_gemma":[0.00009189122,0.00007829726,0.1033175,0.00002183047,0.000006340247,0.00001631478,0.005349185,0.0002189673,0.000451781,0.8882734,0.002015301,0.000159192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3195829,0.0003535666,0.05274887,0.6167995,0.002346074,0.000389442,0.00005420946,0.0008598918,0.006865522],"genre_scores_gemma":[0.9905593,0.00001706761,0.007043425,0.0004404403,0.0001451029,0.0003075019,0.0004791186,0.00001195443,0.0009960998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6709764,"threshold_uncertainty_score":0.5875825,"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."}}