{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.009136514,0.005554029,0.005856211,0.001711865,0.009031507,0.00259508,0.01025442,0.002793063,0.01607278],"category_scores_gemma":[0.003626219,0.005617613,0.003077087,0.007488071,0.007546833,0.005383004,0.01342007,0.008724657,0.008364413],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008863101,"about_ca_system_score_gemma":0.00150011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002766758,"about_ca_topic_score_gemma":0.002347022,"domain_scores_codex":[0.9606014,0.003156099,0.006291322,0.008769399,0.009672908,0.01150889],"domain_scores_gemma":[0.9820575,0.003638447,0.002454579,0.00809326,0.0006018785,0.0031544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004982725,0.01238912,0.1241721,0.006970384,0.00951418,0.004382758,0.03484682,0.02249996,0.1239731,0.008268577,0.3785811,0.2694192],"study_design_scores_gemma":[0.02918885,0.00587422,0.3687209,0.009708269,0.004237358,0.000641857,0.03354934,0.05265741,0.03876182,0.008285294,0.4295584,0.01881627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4850208,0.04320907,0.004187027,0.03089797,0.02193131,0.01795672,0.0016471,0.003095213,0.3920548],"genre_scores_gemma":[0.9308536,0.01642569,0.003484325,0.002941667,0.003274513,0.001434125,0.0002235122,0.0008586363,0.0405039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4458328,"threshold_uncertainty_score":0.9985015,"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."}}