{"id":"W4415719488","doi":"10.34238/tnu-jst.13111","title":"XU HƯỚNG CÔNG BỐ VỀ ĐÓNG GÓP CỦA NGHIÊN CỨU GIÁO DỤC ĐỐI VỚI HOẠT ĐỘNG QUẢN LÍ TRONG CÁC CƠ SỞ GIÁO DỤC ĐẠI HỌC: MỘT NGHIÊN CỨU TỔNG QUAN TRÊN CƠ SỞ DỮ LIỆU SCOPUS","year":2025,"lang":"","type":"article","venue":"TNU Journal of Science and Technology","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Southeast asia; Socialist republic; Nova scotia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.00025298,0.0003588748,0.0001333628,0.0003427302,0.003610588,0.00278459,0.0003232919,0.00103538,0.147217],"category_scores_gemma":[0.0004294766,0.0002198945,0.0001882928,0.0004439191,0.0006029276,0.001362662,0.001577362,0.001337564,0.0299277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002729768,"about_ca_system_score_gemma":0.004169427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07479949,"about_ca_topic_score_gemma":0.2235651,"domain_scores_codex":[0.9997913,0.00001932263,0.000007143437,0.00004365565,0.00006567955,0.00007294322],"domain_scores_gemma":[0.9997455,0.00001176494,0.00001197985,0.00001433521,0.00008596147,0.0001303307],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001462984,0.00005422383,0.01152854,0.0002764894,0.00001294616,0.00125484,0.003108111,0.0001177271,0.004670579,0.02013631,0.8734697,0.08522412],"study_design_scores_gemma":[0.000003528048,0.00001203577,0.005770465,0.00003324886,0.000002497539,0.00007523959,0.00153827,0.00004829964,0.000375145,0.0002404413,0.9918954,0.000005453629],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0258336,0.001853701,0.0007530778,0.0164829,0.003609782,0.0001547191,0.002630309,0.0003552262,0.9483267],"genre_scores_gemma":[0.02841948,0.0005285532,0.0003979755,0.0009372157,0.00009249661,0.00003691978,0.0007724914,0.00007221376,0.9687427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.999747,"threshold_uncertainty_score":0.4924899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00907321799061306,"score_gpt":0.3082609811241278,"score_spread":0.2991877631335147,"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."}}