{"id":"W4416837755","doi":"10.59266/houjs.2025.868","title":"ĐÀO TẠO KIẾN TRÚC SƯ TRONG KỶ NGUYÊN SỐ: HƯỚNG TIẾP CẬN TỪ CHƯƠNG TRÌNH ĐÀO TẠO","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; Nova scotia; Central asia","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":[0.0003248841,0.0005610307,0.0002985058,0.0003314635,0.004490776,0.003390823,0.0004369885,0.0008715741,0.2327278],"category_scores_gemma":[0.0006408704,0.0003398866,0.0002649129,0.0004479301,0.0009290649,0.001429937,0.002173933,0.001838643,0.06202498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003120669,"about_ca_system_score_gemma":0.005391467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04345434,"about_ca_topic_score_gemma":0.1166485,"domain_scores_codex":[0.9997106,0.00002733259,0.000009055723,0.00006979836,0.00008012921,0.0001030798],"domain_scores_gemma":[0.999474,0.0000239239,0.00001967694,0.00003217257,0.0001790903,0.0002711416],"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":[0.0003195133,0.0001869148,0.01256937,0.0004731882,0.0000301868,0.002358084,0.01259743,0.0003931745,0.01285884,0.03209601,0.7403909,0.1857264],"study_design_scores_gemma":[0.000005882707,0.00003133593,0.003923188,0.00005156513,0.000004631232,0.0001770226,0.003890218,0.00009874955,0.001006925,0.0003728152,0.9904252,0.00001261874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02480773,0.001018572,0.001360097,0.004326993,0.003289177,0.0002115123,0.0009103181,0.0005505705,0.9635251],"genre_scores_gemma":[0.04839846,0.0004143749,0.0008339524,0.0004479515,0.00007425973,0.00006396426,0.0004268155,0.0002662929,0.9490739],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2327278,"threshold_uncertainty_score":0.7785522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009999351038138902,"score_gpt":0.3108626046198666,"score_spread":0.3008632535817277,"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."}}