{"id":"W4416837803","doi":"10.59266/houjs.2025.879","title":"ỨNG DỤNG CÔNG NGHỆ SỐ TRONG DẠY VÀ HỌC THIẾT KẾ ĐỒ HỌA: CƠ HỘI VÀ THÁCH THỨC TRONG VIỆC PHÁT HUY TƯ DUY SÁNG TẠO CỦA SINH VIÊN NGÀNH THIẾT KẾ ĐỒ HOẠ TẠI VIỆT NAM","year":2025,"lang":"","type":"article","venue":"Tạp chí Khoa học Trường Đại học Mở Hà Nội","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Southeast asia; Central 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":[],"consensus_categories":[],"category_scores_codex":[0.0002385713,0.0003175285,0.0002088335,0.0002350233,0.002652416,0.002387149,0.0003301014,0.0005386703,0.0684727],"category_scores_gemma":[0.0002835604,0.0002356965,0.0001916413,0.0004115602,0.0006495104,0.000674917,0.001263023,0.0007693135,0.01192088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002629333,"about_ca_system_score_gemma":0.004575314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04253723,"about_ca_topic_score_gemma":0.1146793,"domain_scores_codex":[0.9997956,0.00002967426,0.000007456563,0.00003251099,0.00004513002,0.00008950594],"domain_scores_gemma":[0.999831,0.000009513082,0.00001390175,0.00001378057,0.00004900519,0.00008283246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004396205,0.0003180335,0.1130619,0.001362904,0.0001181363,0.004584766,0.05272808,0.0003939993,0.03614529,0.0632809,0.3338926,0.3936739],"study_design_scores_gemma":[0.00001001337,0.00004712204,0.03629321,0.0001271284,0.00001351634,0.0004317058,0.01690257,0.0001051682,0.002278872,0.0008718314,0.9429063,0.0000127273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1409401,0.002343122,0.001225586,0.005954799,0.0009993209,0.0001726804,0.001323736,0.0002537417,0.8467869],"genre_scores_gemma":[0.274239,0.001230054,0.001598167,0.001358831,0.00006594372,0.0001004468,0.0007716539,0.0001546205,0.7204813],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0684727,"threshold_uncertainty_score":0.229064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009158760300369486,"score_gpt":0.3039100398397129,"score_spread":0.2947512795393434,"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."}}