{"id":"W7118162434","doi":"10.34238/tnu-jst.13685","title":"NGHIÊN CỨU ỨNG DỤNG CÔNG CỤ TRÍ TUỆ NHÂN TẠO TRONG HỖ TRỢ NGƯỜI NƯỚC NGOÀI HỌC TIẾNG VIỆT: TRƯỜNG HỢP SINH VIÊN ẤN ĐỘ TẠI ĐẠI HỌC DUY TÂN","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; Nova scotia; Central asia; Socialist republic","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.008106815,0.0009611719,0.001724566,0.003321717,0.004231364,0.0006621787,0.005561566,0.0007781051,0.0009974709],"category_scores_gemma":[0.003426879,0.0008275436,0.0003756879,0.01033612,0.0265922,0.002998517,0.00472,0.003311279,0.000180416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211614,"about_ca_system_score_gemma":0.001062543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001068966,"about_ca_topic_score_gemma":0.0001118695,"domain_scores_codex":[0.9885789,0.000261902,0.0023956,0.00189076,0.003558341,0.003314516],"domain_scores_gemma":[0.9952136,0.0004906899,0.001343741,0.001471429,0.0006518794,0.0008286774],"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":[0.0003118656,0.0008919815,0.04332067,0.0002313559,0.0003508216,0.0009883201,0.002687294,0.0004422916,0.3185424,0.00644677,0.004444813,0.6213415],"study_design_scores_gemma":[0.02142909,0.01591845,0.2367206,0.006694166,0.001634743,0.008402472,0.08905093,0.0351152,0.2619035,0.08862733,0.2270225,0.007480995],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9300237,0.01222987,0.001871048,0.03286524,0.002528843,0.001169666,0.00002499341,0.0001450597,0.01914152],"genre_scores_gemma":[0.9841982,0.0101363,0.003126097,0.0005893933,0.0002535877,0.00003442252,5.811098e-7,0.00004676261,0.001614616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6138604,"threshold_uncertainty_score":0.9999158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007100415247649993,"score_gpt":0.2951551949861475,"score_spread":0.2880547797384975,"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."}}