{"id":"W4308968143","doi":"10.5430/jct.v11n8p329","title":"Vocational Education in the Context of Modern Problems and Challenges","year":2022,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Labor Market and Education","field":"Economics, Econometrics and Finance","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Lifelong learning; Context (archaeology); Legislation; Professional development; Sustainable development; Certification; Diversity (politics); Quality (philosophy); Political science; Pedagogy; Medical education; Public relations; Engineering ethics; Sociology; Engineering; Medicine; Law; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001605244,0.000199799,0.0003597859,0.001563744,0.004067645,0.005791053,0.0005041838,0.001394687,0.005301628],"category_scores_gemma":[0.002421554,0.0001736657,0.0002878859,0.001764965,0.00349611,0.003211387,0.004215414,0.001783244,0.0004273978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004977688,"about_ca_system_score_gemma":0.005975338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006168311,"about_ca_topic_score_gemma":0.01056684,"domain_scores_codex":[0.9977324,0.0008323158,0.00007071898,0.0002090512,0.0003722727,0.0007831517],"domain_scores_gemma":[0.9985685,0.0003351323,0.000294567,0.00005397589,0.0002013999,0.0005462946],"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":[0.0001612089,0.0005107564,0.1142335,0.0005966909,0.00005823963,0.005931396,0.03026108,0.003570845,0.0008648275,0.6777599,0.0208656,0.1451858],"study_design_scores_gemma":[0.00002800189,0.0002808005,0.2001908,0.001234671,0.00002884644,0.00336447,0.16167,0.004823815,0.0004279586,0.2501234,0.3777177,0.000109467],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7195657,0.01503383,0.005559746,0.09827977,0.001111241,0.00007979128,0.0001861114,0.00004620943,0.1601376],"genre_scores_gemma":[0.9849595,0.003834509,0.0009925899,0.001346576,0.0003576289,0.00003046784,0.00004989465,0.000009333455,0.008419286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006168311,"threshold_uncertainty_score":0.03611583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078994891856981,"score_gpt":0.2381198848064176,"score_spread":0.2073299358878478,"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."}}