{"id":"W4416267291","doi":"10.5539/hes.v15n4p522","title":"Model Development for Effective Participative Management of Dual Vocational Education Program in Aviation of Colleges under the Office of the Vocational Education Commission","year":2025,"lang":"","type":"article","venue":"Higher Education Studies","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Curriculum; Aviation; Dual (grammatical number); Commission; Management system; Higher education; Accreditation","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":[0.005044586,0.0007111087,0.0003610224,0.001283405,0.001209625,0.00289535,0.001585052,0.000876755,0.005853433],"category_scores_gemma":[0.007961837,0.0003914478,0.0009349327,0.00107221,0.0005219121,0.002455331,0.001857214,0.00110397,0.0009970641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003672488,"about_ca_system_score_gemma":0.009726915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01245742,"about_ca_topic_score_gemma":0.0125946,"domain_scores_codex":[0.9960893,0.002142252,0.0002269458,0.0004088318,0.0009195374,0.0002130869],"domain_scores_gemma":[0.9961237,0.002040132,0.0003249213,0.0002759391,0.001053147,0.0001821451],"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":[0.0005600679,0.001798216,0.02962767,0.001955277,0.0001580196,0.0004111793,0.01335499,0.197223,0.008096463,0.2339198,0.02004888,0.4928465],"study_design_scores_gemma":[0.0004440988,0.001480597,0.01813954,0.001310173,0.000283052,0.0002613572,0.0121243,0.7506644,0.0108504,0.05482669,0.1494032,0.0002121747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09573192,0.0003693551,0.8219294,0.002669903,0.0001874759,0.005316292,0.0009971171,0.001713196,0.0710853],"genre_scores_gemma":[0.4000865,0.0003930102,0.5824171,0.0001577851,0.00002213124,0.00550034,0.001302761,0.00009189046,0.01002841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01245742,"threshold_uncertainty_score":0.02667862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05649130559681644,"score_gpt":0.4035922798416361,"score_spread":0.3471009742448197,"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."}}