{"id":"W4406586564","doi":"10.5539/ies.v18n1p23","title":"Program Development for Enhancing Competencies of Vocational College Teachers in Mechatronics and Robotics under the Office of the Vocational Education Commission","year":2025,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Mechatronics; Commission; Mathematics education; Pedagogy; Robotics; Psychology; Medical education; Engineering; Artificial intelligence; Political science; Computer science; Robot","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":[0.004729085,0.0002052651,0.0001839138,0.00119317,0.00157535,0.0008638272,0.0009523605,0.000410772,0.004743421],"category_scores_gemma":[0.008459707,0.0001737183,0.000189593,0.0005176289,0.0003125306,0.0004143187,0.001756726,0.0007105651,0.00057962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003152008,"about_ca_system_score_gemma":0.02502775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0109418,"about_ca_topic_score_gemma":0.0244135,"domain_scores_codex":[0.9970227,0.001063598,0.0001321614,0.0002271923,0.0005702542,0.0009841301],"domain_scores_gemma":[0.9891475,0.001633084,0.0008146357,0.0005023379,0.002755342,0.00514709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000627432,0.01376617,0.09161051,0.0006950008,0.00002228597,0.0002760994,0.005943923,0.001866914,0.0069089,0.004316624,0.01838715,0.855579],"study_design_scores_gemma":[0.0009691839,0.009497007,0.7867454,0.001051684,0.00009290135,0.0005189583,0.02458068,0.00515426,0.02273594,0.001944681,0.1466303,0.00007910893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259245,0.0005317582,0.01034172,0.002793567,0.0002671148,0.006917507,0.0003290967,0.0004590996,0.05243566],"genre_scores_gemma":[0.9463728,0.0005524622,0.02722244,0.0006145623,0.0000527365,0.003077327,0.0005424984,0.00004649614,0.02151873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0109418,"threshold_uncertainty_score":0.02501011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06821363719875438,"score_gpt":0.4327712089305074,"score_spread":0.364557571731753,"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."}}