{"id":"W4416837830","doi":"10.59266/houjs.2025.902","title":"CHUYỂN ĐỔI SỐ TRONG QUY TRÌNH THIẾT KẾ RẬP THỜI TRANG TRUYỀN THỐNG ĐẾN ÁP DỤNG CÔNG NGHỆ 3D","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; Commission; Social assistance","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":[0.0004573024,0.0007163488,0.0003257338,0.0004877311,0.002642,0.00385289,0.00082802,0.00158345,0.2717315],"category_scores_gemma":[0.0007018452,0.0004787543,0.000510462,0.0003396904,0.0009597766,0.001603269,0.0027549,0.00200427,0.1237106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001663854,"about_ca_system_score_gemma":0.002213635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007303888,"about_ca_topic_score_gemma":0.01623909,"domain_scores_codex":[0.9996092,0.00002810555,0.00001102252,0.00007771936,0.0001860848,0.00008795116],"domain_scores_gemma":[0.9995203,0.00002403309,0.00002025577,0.00005770431,0.0001753369,0.0002023275],"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":[0.000415851,0.0001518024,0.001619023,0.0003747336,0.00001920131,0.0009759169,0.001833596,0.0004328375,0.03873762,0.03187834,0.7670174,0.1565437],"study_design_scores_gemma":[0.000008937667,0.00003999744,0.0007866198,0.00003826226,0.000005543779,0.000194464,0.0005791761,0.000177389,0.004963226,0.0008429216,0.9923491,0.00001429343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01072258,0.001281778,0.008955701,0.006746902,0.007229555,0.0002143308,0.001105763,0.003029287,0.960714],"genre_scores_gemma":[0.02285643,0.0006500234,0.004234606,0.001027512,0.0001598522,0.00006985212,0.0005632151,0.0005229888,0.9699155],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2717315,"threshold_uncertainty_score":0.9090324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106887387862883,"score_gpt":0.3014282091734071,"score_spread":0.2903593352947783,"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."}}