{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.01012013,0.001404184,0.002368709,0.004256282,0.005720326,0.00104254,0.007617867,0.001129176,0.001035322],"category_scores_gemma":[0.0049669,0.00122822,0.0005472998,0.01251051,0.03064908,0.004047904,0.006405396,0.004828865,0.0003008823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002939089,"about_ca_system_score_gemma":0.001735231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003399452,"about_ca_topic_score_gemma":0.0002997122,"domain_scores_codex":[0.9843627,0.0004486269,0.00317293,0.002679547,0.004710999,0.004625148],"domain_scores_gemma":[0.9929894,0.0007806037,0.001991761,0.002129533,0.0008701587,0.0012385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005200563,0.001216316,0.06609389,0.0004187908,0.0005819445,0.001489641,0.003414745,0.0009037182,0.2356416,0.01030235,0.009280984,0.670136],"study_design_scores_gemma":[0.02434336,0.02198276,0.1598421,0.01267562,0.002295094,0.008076168,0.1413311,0.03274079,0.2737368,0.1229472,0.1888234,0.01120563],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111109,0.02813227,0.003333759,0.03332407,0.004728733,0.001837881,0.00005252245,0.0002681226,0.01721179],"genre_scores_gemma":[0.9723753,0.01971027,0.004677848,0.0007373964,0.0004021976,0.00005827636,0.000001273844,0.00007753726,0.001959888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6589304,"threshold_uncertainty_score":0.9999945,"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."}}