{"id":"W4404885738","doi":"10.5539/jel.v14n2p230","title":"Strategies to Manage Vocational Education to Excellence","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Excellence; Pedagogy; Psychology; Mathematics education; Higher education; Sociology; Political science","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":[0.0122711,0.0006010045,0.0003545338,0.003424237,0.003298216,0.006223041,0.002685107,0.00220838,0.00317481],"category_scores_gemma":[0.01616651,0.0002268199,0.0004107935,0.001323397,0.002433374,0.003734151,0.009218158,0.001718804,0.001007494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004221918,"about_ca_system_score_gemma":0.0176989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148202,"about_ca_topic_score_gemma":0.002302333,"domain_scores_codex":[0.9904031,0.005419621,0.0003725105,0.0007153064,0.002017513,0.001071993],"domain_scores_gemma":[0.9926521,0.00171351,0.0009821005,0.0003689862,0.002016983,0.002266322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000398664,0.0009938022,0.01745468,0.001023853,0.00009818294,0.0003948652,0.03622981,0.003001258,0.001932028,0.2546811,0.04114571,0.6430048],"study_design_scores_gemma":[0.0001214339,0.0013255,0.02423719,0.003326396,0.00007521316,0.001098966,0.1251856,0.007568561,0.003560064,0.2302667,0.6030818,0.0001525354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2147166,0.007089152,0.2104053,0.1435384,0.001417241,0.003474629,0.00007757197,0.000768441,0.4185126],"genre_scores_gemma":[0.8019025,0.003909964,0.1479449,0.006394436,0.000341861,0.001594182,0.00009376699,0.00006389587,0.03775448],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0122711,"threshold_uncertainty_score":0.06489658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02015486779340341,"score_gpt":0.425941925658005,"score_spread":0.4057870578646016,"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."}}