{"id":"W4380151769","doi":"10.5430/wje.v13n2p20","title":"Program Development for Enhance Teachers’ Competencies for Managing Logistics and Supply Chain in Institutions under the Office of the Vocational Education Commission","year":2023,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Supply chain; Vocational education; Commission; Supply chain management; Business; Medical education; Knowledge management; Psychology; Marketing; Pedagogy; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130769,0.0000781311,0.0001052444,0.0002785923,0.0002297229,0.00002374436,0.0001762335,0.00002858939,0.00002083608],"category_scores_gemma":[0.0002463429,0.00005383544,0.0000404833,0.000505047,0.00007934603,0.00008178539,0.0000225485,0.0001099976,0.000002051743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149358,"about_ca_system_score_gemma":0.002005561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905826,"about_ca_topic_score_gemma":0.0003144699,"domain_scores_codex":[0.9990779,0.00008495493,0.0004465335,0.000101338,0.0001667188,0.0001225374],"domain_scores_gemma":[0.9987685,0.0003678038,0.0003702282,0.0001143302,0.0003469459,0.00003216826],"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":[0.0001793755,0.001393894,0.02963798,0.0001429031,0.0001053418,7.610334e-8,0.03200633,0.001038672,0.0009350883,0.1592647,0.04894368,0.7263519],"study_design_scores_gemma":[0.0003579316,0.0000468308,0.8746564,0.0002669741,0.00003110245,0.000006115428,0.01101407,0.0002109543,0.0001741511,0.009380039,0.1037681,0.00008731019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996071,0.001978809,0.02701224,0.05283306,0.007942091,0.00358912,0.000008248027,0.00003101622,0.006998362],"genre_scores_gemma":[0.9868805,0.00002738898,0.008950144,0.0001698441,0.0001540714,0.0002994743,0.00004412779,0.000007459113,0.003467016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8450185,"threshold_uncertainty_score":0.3557779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08499556367173457,"score_gpt":0.4069969558769431,"score_spread":0.3220013922052086,"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."}}