{"id":"W4412184517","doi":"10.5539/jel.v14n6p319","title":"Enhancing Art Teacher Competence in Chinese Vocational Education: A 70:20:10 Framework Based on Needs Assessment","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Competence (human resources); Psychology; Pedagogy; Mathematics education; Social psychology","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":[0.009686107,0.0005179047,0.0003919866,0.004458332,0.001900931,0.001753217,0.00102058,0.0006936303,0.001399759],"category_scores_gemma":[0.007989479,0.0003303331,0.0005733173,0.001509125,0.00250651,0.002430957,0.004083264,0.0008785056,0.0001727545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009673414,"about_ca_system_score_gemma":0.03104427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02292912,"about_ca_topic_score_gemma":0.04073457,"domain_scores_codex":[0.9952296,0.002511776,0.0004483022,0.0002459311,0.001104622,0.0004597626],"domain_scores_gemma":[0.9960153,0.001549774,0.0004479749,0.0001532958,0.00110687,0.0007268471],"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":[0.0001558468,0.002176584,0.2728998,0.002541938,0.00006944071,0.0006905509,0.1116326,0.004367626,0.004356091,0.059002,0.004116523,0.5379912],"study_design_scores_gemma":[0.00018736,0.00180984,0.6710551,0.003547642,0.0002252307,0.0008740554,0.2037383,0.02850238,0.006352085,0.03978034,0.0437026,0.0002249405],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8961584,0.001063165,0.02807732,0.006309122,0.00004153497,0.002549575,0.0001954603,0.0001201193,0.06548529],"genre_scores_gemma":[0.9698651,0.000370407,0.02742356,0.0001449669,0.000005037991,0.0009455004,0.0001022567,0.000005532006,0.001137592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02292912,"threshold_uncertainty_score":0.0701859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388077040750766,"score_gpt":0.3851690531362962,"score_spread":0.3712882827287886,"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."}}