{"id":"W4413345675","doi":"10.5539/ies.v18n5p1","title":"Assessing Managerial Staff Capacity Development in Southeast Vietnam's Primary Schools for Educational Reform","year":2025,"lang":"en","type":"article","venue":"International Education Studies","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instructional leadership; Context (archaeology); Organizational culture; Capacity building; Educational leadership; Professional development; Public relations; Sociology; Sustainable development; Leadership development; Pedagogy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00104197,0.0001647759,0.0002220641,0.0003847903,0.0006601964,0.0002994863,0.0003456404,0.00007905488,0.0001188225],"category_scores_gemma":[0.002467967,0.0001546071,0.00007851046,0.0003501677,0.0001751239,0.0008962878,0.00008330638,0.0001348742,0.00004113945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003782786,"about_ca_system_score_gemma":0.005195211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488436,"about_ca_topic_score_gemma":0.002213843,"domain_scores_codex":[0.9982243,0.00007343088,0.0005667193,0.000320095,0.0005216788,0.0002937984],"domain_scores_gemma":[0.9971176,0.0002424559,0.0001971577,0.0001314447,0.002241268,0.0000700411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005578924,0.0008498257,0.009224014,0.0001264508,0.0002314138,5.931001e-8,0.01503151,0.00001397333,0.00006316771,0.9315046,0.01788393,0.02501525],"study_design_scores_gemma":[0.0003506063,0.00000723354,0.05693541,0.000319253,0.00001313123,5.219809e-7,0.1328053,0.000002187279,0.00002794301,0.07469905,0.7346274,0.0002119983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7167068,0.001026074,0.0007704931,0.05593217,0.01606702,0.0007202817,0.00004235146,0.00005520699,0.2086796],"genre_scores_gemma":[0.9309558,0.0002297937,0.02437955,0.001202796,0.001368498,0.00121636,0.0002911278,0.00001441109,0.0403417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8568056,"threshold_uncertainty_score":0.9891854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090998517587852,"score_gpt":0.4479762862750472,"score_spread":0.3388764345162619,"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."}}