{"id":4889,"date":"2025-08-13T04:15:01","date_gmt":"2025-08-13T04:15:01","guid":{"rendered":"https:\/\/emandai.net\/blog\/?p=4889"},"modified":"2025-08-13T04:15:01","modified_gmt":"2025-08-13T04:15:01","slug":"ung-dung-ai-trong-y-te-xu-huong-thuc-trang-ung-dung","status":"publish","type":"post","link":"https:\/\/emandai.net\/blog\/vi\/ung-dung-ai-trong-y-te-xu-huong-thuc-trang-ung-dung\/","title":{"rendered":"\u1ee8ng d\u1ee5ng AI trong y t\u1ebf &#8211; Xu h\u01b0\u1edbng, th\u1ef1c tr\u1ea1ng &#038; \u1ee9ng d\u1ee5ng"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">AI \u0111\u00e3 v\u00e0 \u0111ang c\u00f3 m\u1eb7t \u1edf trong m\u1ecdi l\u0129nh v\u1ef1c, ng\u00e0nh y t\u1ebf c\u0169ng v\u1eady. B\u00e0i vi\u1ebft sau mang \u0111\u1ebfn nh\u1eefng th\u00f4ng tin t\u1ed5ng quan nh\u1ea5t v\u1ec1 nh\u1eefng<a href=\"https:\/\/emandai.net\/blog\/vi\/ung-dung-ai-trong-y-te-xu-huong-thuc-trang-ung-dung\"> \u1ee9ng d\u1ee5ng AI trong y t\u1ebf<\/a>. C\u1ee5 th\u1ec3 v\u1ec1 xu h\u01b0\u1edbng, th\u1ef1c tr\u1ea1ng v\u00e0 c\u00e1ch m\u00e0 AI \u0111ang g\u00f3p ph\u1ea7n thay \u0111\u1ed5i ng\u00e0nh y t\u1ebf tr\u00ean th\u1ebf gi\u1edbi n\u00f3i chung &amp; Vi\u1ec7t Nam n\u00f3i ri\u00eang nh\u01b0 th\u1ebf n\u00e0o.\u00a0<\/span><\/p>\n<div id=\"toc_container\" class=\"toc_white no_bullets\"><p class=\"toc_title\">Contents<\/p><ul class=\"toc_list\"><li><a href=\"#Xu_huong_ung_dung_AI_trong_y_te\"><span class=\"toc_number toc_depth_1\">1<\/span> Xu h\u01b0\u1edbng \u1ee9ng d\u1ee5ng AI trong y t\u1ebf<\/a><\/li><li><a href=\"#Thuc_trang_ung_dung_AI_trong_y_te_Viet_Nam\"><span class=\"toc_number toc_depth_1\">2<\/span> Th\u1ef1c tr\u1ea1ng \u1ee9ng d\u1ee5ng AI trong y t\u1ebf Vi\u1ec7t Nam<\/a><\/li><li><a href=\"#Thach_thuc_can_vuot_qua\"><span class=\"toc_number toc_depth_1\">3<\/span> Th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua<\/a><ul><li><a href=\"#Nguon_du_lieu_chua_chuan_hoa_ha_tang_han_che\"><span class=\"toc_number toc_depth_2\">3.1<\/span> Ngu\u1ed3n d\u1eef li\u1ec7u ch\u01b0a chu\u1ea9n h\u00f3a &amp; h\u1ea1 t\u1ea7ng h\u1ea1n ch\u1ebf:<\/a><\/li><li><a href=\"#Thieu_bac_si_ky_su_AI_y_te\"><span class=\"toc_number toc_depth_2\">3.2<\/span> Thi\u1ebfu b\u00e1c s\u0129 &amp; k\u1ef9 s\u01b0 AI y t\u1ebf:<\/a><\/li><li><a href=\"#Chi_phi_dau_tu_cao_va_quy_dinh_con_so_khai\"><span class=\"toc_number toc_depth_2\">3.3<\/span> Chi ph\u00ed \u0111\u1ea7u t\u01b0 cao v\u00e0 quy \u0111\u1ecbnh c\u00f2n s\u01a1 khai:<\/a><\/li><\/ul><\/li><li><a href=\"#Nhuoc_diem_cua_AI_trong_y_te\"><span class=\"toc_number toc_depth_1\">4<\/span> Nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a AI trong y t\u1ebf<\/a><ul><li><a href=\"#1_Chi_phi_trien_khai_cao\"><span class=\"toc_number toc_depth_2\">4.1<\/span> 1. Chi ph\u00ed tri\u1ec3n khai cao<\/a><\/li><li><a href=\"#2_Thieu_minh_bach_tin_cay_Black-box\"><span class=\"toc_number toc_depth_2\">4.2<\/span> 2. Thi\u1ebfu minh b\u1ea1ch &amp; tin c\u1eady (Black-box)<\/a><\/li><li><a href=\"#3_Sai_lech_du_lieu_thien_lech_thuat_toan\"><span class=\"toc_number toc_depth_2\">4.3<\/span> 3. Sai l\u1ec7ch d\u1eef li\u1ec7u &amp; thi\u00ean l\u1ec7ch thu\u1eadt to\u00e1n<\/a><\/li><li><a href=\"#4_Rui_ro_an_toan_du_lieu_va_vi_pham_quyen_rieng_tu\"><span class=\"toc_number toc_depth_2\">4.4<\/span> 4. R\u1ee7i ro an to\u00e0n d\u1eef li\u1ec7u v\u00e0 vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0<\/a><\/li><li><a href=\"#5_Thieu_yeu_to_nhan_van_cam_xuc\"><span class=\"toc_number toc_depth_2\">4.5<\/span> 5. Thi\u1ebfu y\u1ebfu t\u1ed1 nh\u00e2n v\u0103n &amp; c\u1ea3m x\u00fac<\/a><\/li><li><a href=\"#6_Van_de_ao_tuong_AI_qua_tin_tuong_va_bo_qua_sai_sot\"><span class=\"toc_number toc_depth_2\">4.6<\/span> 6. V\u1ea5n \u0111\u1ec1 \u201c\u1ea3o t\u01b0\u1edfng AI\u201d \u2013 qu\u00e1 tin t\u01b0\u1edfng v\u00e0 b\u1ecf qua sai s\u00f3t<\/a><\/li><li><a href=\"#7_Phu_thuoc_cong_nghe_thach_thuc_tich_hop_he_thong\"><span class=\"toc_number toc_depth_2\">4.7<\/span> 7. Ph\u1ee5 thu\u1ed9c c\u00f4ng ngh\u1ec7 &amp; th\u00e1ch th\u1ee9c t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/a><\/li><\/ul><\/li><li><a href=\"#Phan_nhom_ung_dung_AI_trong_benh_vien\"><span class=\"toc_number toc_depth_1\">5<\/span> Ph\u00e2n nh\u00f3m \u1ee9ng d\u1ee5ng AI trong b\u1ec7nh vi\u1ec7n<\/a><ul><li><a href=\"#1_Kham_chua_benh_ho_tro_lam_sang\"><span class=\"toc_number toc_depth_2\">5.1<\/span> 1. Kh\u00e1m ch\u1eefa b\u1ec7nh &amp; h\u1ed7 tr\u1ee3 l\u00e2m s\u00e0ng<\/a><\/li><li><a href=\"#3_Phong_kham_Duoc\"><span class=\"toc_number toc_depth_2\">5.2<\/span> 3. Ph\u00f2ng kh\u00e1m &amp; D\u01b0\u1ee3c<\/a><\/li><\/ul><\/li><\/ul><\/div>\n<h2><span id=\"Xu_huong_ung_dung_AI_trong_y_te\"><b>Xu h\u01b0\u1edbng \u1ee9ng d\u1ee5ng AI trong y t\u1ebf<\/b><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u00e3 v\u00e0 \u0111ang \u0111\u01b0\u1ee3c t\u0103ng c\u01b0\u1eddng trong m\u1ecdi l\u0129nh v\u1ef1c. \u1ee8ng d\u1ee5ng AI trong y t\u1ebf c\u0169ng nh\u01b0 th\u1ebf. Theo b\u00e1o c\u00e1o c\u1ee7a <a href=\"https:\/\/www.grandviewresearch.com\/press-release\/global-artificial-intelligence-healthcare-market\">Grand View Research<\/a>, th\u1ecb tr\u01b0\u1eddng AI to\u00e0n c\u1ea7u trong ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe s\u1ebd \u0111\u1ea1t 187,69 t\u1ef7 \u0111\u00f4 la v\u00e0o n\u0103m 2030, v\u1edbi t\u1ed1c \u0111\u1ed9 t\u0103ng tr\u01b0\u1edfng k\u00e9p h\u00e0ng n\u0103m (CAGR) l\u00e0 38,62% t\u1eeb n\u0103m 2025 \u0111\u1ebfn n\u0103m 2030 <\/span><span style=\"font-weight: 400;\">(1)<\/span><span style=\"font-weight: 400;\">. T\u1ea1i Vi\u1ec7t Nam, \u1ee9ng d\u1ee5ng AI trong y t\u1ebf c\u0169ng c\u00f3 nh\u1eefng b\u01b0\u1edbc chuy\u1ec3n m\u00ecnh m\u1ea1nh m\u1ebd. V\u1edbi nh\u1eefng l\u1ed9 tr\u00ecnh \u1ee9ng d\u1ee5ng AI r\u00f5 r\u00e0ng, k\u1ebft h\u1ee3p Big Data v\u00e0 IoT \u0111\u1ec3 m\u1edf r\u1ed9ng \u1ee9ng d\u1ee5ng trong kh\u00e1m ch\u1eefa v\u00e0 \u0111i\u1ec1u tr\u1ecb t\u1eeb xa.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span id=\"Thuc_trang_ung_dung_AI_trong_y_te_Viet_Nam\"><b>Th\u1ef1c tr\u1ea1ng \u1ee9ng d\u1ee5ng AI trong y t\u1ebf Vi\u1ec7t Nam<\/b><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7t Nam \u0111ang b\u01b0\u1edbc v\u00e0o giai \u0111o\u1ea1n chuy\u1ec3n \u0111\u1ed5i s\u1ed1 s\u00e2u r\u1ed9ng trong y t\u1ebf. V\u00e0 AI l\u00e0 m\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 ch\u1ee7 ch\u1ed1t \u0111\u01b0\u1ee3c ch\u00fa tr\u1ecdng ph\u00e1t tri\u1ec3n.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/emandai.net\/blog\/vi\/ung-dung-ai-trong-y-te-xu-huong-thuc-trang-ung-dung\">\u1ee8ng d\u1ee5ng AI trong y t\u1ebf<\/a> Vi\u1ec7t Nam \u0111\u00e3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng th\u00e0nh t\u1ef1u \u0111\u00e1ng k\u1ec3 v\u1edbi nh\u1eefng gi\u1ea3i ph\u00e1p \u201cMade-in-Vietnam\u201d.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">T\u1ea1i B\u1ec7nh vi\u1ec7n Qu\u00e2n \u0110\u1ed9i 108, AI \u0111\u00e3 \u0111\u01b0\u1ee3c \u1ee9ng d\u1ee5ng trong ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh, gi\u00fap r\u00fat ng\u1eafn th\u1eddi gian \u0111\u1ecdc k\u1ebft qu\u1ea3 X-quang, CT t\u1eeb 20 ph\u00fat xu\u1ed1ng ch\u1ec9 c\u00f2n 5, v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c \u0111\u1ea1t kho\u1ea3ng 80%.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Vingroup l\u00e0 m\u1ed9t trong nh\u1eefng t\u1eadp \u0111o\u00e0n ti\u00ean phong ph\u00e1t tri\u1ec3n c\u00e1c c\u00f4ng ngh\u1ec7 y khoa, \u1ee9ng d\u1ee5ng AI. Ti\u00eau bi\u1ec3u nh\u01b0 VinBrain, \u1ee9ng d\u1ee5ng AI h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n to\u00e0n di\u1ec7n, t\u00edch h\u1ee3p d\u1eef li\u1ec7u tri\u1ec7u ch\u1ee9ng, x\u00e9t nghi\u1ec7m v\u00e0 h\u00ecnh \u1ea3nh t\u1ea1i h\u01a1n 100 b\u1ec7nh vi\u1ec7n. Hay VinDr-CXR, \u1ee9ng d\u1ee5ng AI gi\u00fap ph\u00e1t hi\u1ec7n b\u1ea5t th\u01b0\u1eddng tr\u00ean X-quang ng\u1ef1c v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tr\u00ean ph\u01b0\u01a1ng di\u1ec7n qu\u1ea3n l\u00fd, h\u1ec7 th\u1ed1ng h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n \u0111i\u1ec7n t\u1eed (EMR) \u0111ang d\u1ea7n \u0111\u01b0\u1ee3c tri\u1ec3n khai, v\u1edbi m\u1ee5c ti\u00eau s\u1ed1 h\u00f3a to\u00e0n b\u1ed9 d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n \u0111\u1ebfn n\u0103m 2028, h\u1ed7 tr\u1ee3 AI x\u1eed l\u00fd v\u00e0 l\u01b0u tr\u1eef hi\u1ec7u qu\u1ea3.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u00f3 th\u1ec3 th\u1ea5y, \u1ee9ng d\u1ee5ng AI trong y t\u1ebf t\u1ea1i Vi\u1ec7t Nam \u0111\u00e3 c\u00f3 nhi\u1ec1u d\u1ea5u hi\u1ec7u kh\u1edfi s\u1eafc. V\u1edbi ch\u1ee7 tr\u01b0\u01a1ng v\u00e0 s\u1ef1 \u0111\u1ea7u t\u01b0 t\u1eeb Ch\u00ednh Ph\u1ee7 c\u00f9ng \u0111\u01b0\u1eddng l\u1ed1i \u01b0u ti\u00ean n\u00e2ng cao ngu\u1ed3n nh\u00e2n l\u1ef1c, trong t\u01b0\u01a1ng lai kh\u00f4ng xa Vi\u1ec7t Nam c\u00f3 th\u1ec3 \u0111\u1ea1t \u0111\u01b0\u1ee3c nh\u1eefng th\u00e0nh t\u1ef1u v\u01b0\u1ee3t tr\u1ed9i h\u01a1n n\u1eefa.\u00a0\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-4891 size-full\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-benh.webp\" alt=\"\" width=\"500\" height=\"300\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-benh.webp 500w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-benh-300x180.webp 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/p>\n<h2><span id=\"Thach_thuc_can_vuot_qua\"><b>Th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua<\/b><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u1ee8ng d\u1ee5ng AI trong y t\u1ebf t\u1ea1i m\u1ed7i qu\u1ed1c gia th\u01b0\u1eddng kh\u00e1c nhau v\u1ec1 k\u1ebft qu\u1ea3 v\u00e0 c\u00e1ch ti\u1ebfp c\u1eadn. \u0110i\u1ec3m kh\u00e1c bi\u1ec7t \u0111\u1ebfn t\u1eeb s\u1ef1 kh\u00e1c bi\u1ec7t v\u1ec1 t\u00ecnh h\u00ecnh, \u0111i\u1ec1u ki\u1ec7n v\u00e0 n\u0103ng l\u1ef1c v\u1ec1 nh\u00e2n s\u1ef1 &amp; c\u00f4ng ngh\u1ec7 ho\u1eb7c s\u1ef1 s\u1eb5n s\u00e0ng hay s\u1ef1 ti\u1ebfp nh\u1eadn c\u1ee7a ng\u01b0\u1eddi d\u00f9ng. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 nh\u1eefng th\u00e1ch th\u1ee9c m\u00e0 nh\u1eefng qu\u1ed1c gia \u0111ang ph\u00e1t tri\u1ec3n nh\u01b0 Vi\u1ec7t Nam g\u1eb7p ph\u1ea3i khi \u1ee9ng d\u1ee5ng AI trong l\u0129nh v\u1ef1c y t\u1ebf.\u00a0<\/span><\/p>\n<h3><span id=\"Nguon_du_lieu_chua_chuan_hoa_ha_tang_han_che\"><b>Ngu\u1ed3n d\u1eef li\u1ec7u ch\u01b0a chu\u1ea9n h\u00f3a &amp; h\u1ea1 t\u1ea7ng h\u1ea1n ch\u1ebf:<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">B\u1ec7nh vi\u1ec7n c\u00f4ng c\u00f2n s\u1eed d\u1ee5ng h\u1ed3 s\u01a1 gi\u1ea5y, h\u1ec7 th\u1ed1ng thi\u1ebfu \u0111\u1ed3ng b\u1ed9, \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u <\/span><span style=\"font-weight: 400;\">\u0111\u1ec3 hu\u1ea5n luy\u1ec7n AI.\u00a0<\/span><\/p>\n<h3><span id=\"Thieu_bac_si_ky_su_AI_y_te\"><b>Thi\u1ebfu b\u00e1c s\u0129 &amp; k\u1ef9 s\u01b0 AI y t\u1ebf:<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Hai chuy\u00ean ng\u00e0nh k\u1ebft h\u1ee3p c\u00f2n thi\u1ebfu l\u1ef1c l\u01b0\u1ee3ng chuy\u00ean m\u00f4n. H\u01a1n 90% sinh vi\u00ean y ch\u01b0a hi\u1ec3u r\u00f5 AI, <\/span><span style=\"font-weight: 400;\">nh\u01b0ng &gt;77% mu\u1ed1n \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o th\u00eam\u00a0<\/span><\/p>\n<h3><span id=\"Chi_phi_dau_tu_cao_va_quy_dinh_con_so_khai\"><b>Chi ph\u00ed \u0111\u1ea7u t\u01b0 cao v\u00e0 quy \u0111\u1ecbnh c\u00f2n s\u01a1 khai:<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI \u0111\u00f2i h\u1ecfi chi ph\u00ed kh\u1edfi t\u1ea1o, h\u1ea1 t\u1ea7ng l\u1edbn. Quy \u0111\u1ecbnh ph\u00e1p l\u00fd v\u1ec1 y t\u1ebf s\u1ed1 v\u00e0 b\u1ea3o v\u1ec7 d\u1eef li\u1ec7u ch\u01b0a ho\u00e0n <\/span><span style=\"font-weight: 400;\">thi\u1ec7n, c\u1ea7n s\u1ef1 h\u1ee3p t\u00e1c li\u00ean ng\u00e0nh \u0111\u1ec3 thi\u1ebft l\u1eadp khung ph\u00e1p l\u00fd ph\u00f9 h\u1ee3p\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-4893\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-1024x683.webp\" alt=\"\" width=\"640\" height=\"427\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-1024x683.webp 1024w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-300x200.webp 300w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-768x512.webp 768w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-1536x1024.webp 1536w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-2048x1365.webp 2048w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<h2><span id=\"Nhuoc_diem_cua_AI_trong_y_te\"><b>Nh\u01b0\u1ee3c \u0111i\u1ec3m c\u1ee7a AI trong y t\u1ebf<\/b><\/span><\/h2>\n<h3><span id=\"1_Chi_phi_trien_khai_cao\"><b>1. Chi ph\u00ed tri\u1ec3n khai cao<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Vi\u1ec7c \u0111\u1ea7u t\u01b0 ban \u0111\u1ea7u cho ph\u1ea7n m\u1ec1m, h\u1ea1 t\u1ea7ng, GPU, l\u01b0u tr\u1eef v\u00e0 \u0111\u00e0o t\u1ea1o nh\u00e2n s\u1ef1 l\u00e0 r\u1ea5t l\u1edbn, khi\u1ebfn c\u00e1c c\u01a1 s\u1edf y t\u1ebf nh\u1ecf kh\u00f3 ti\u1ebfp c\u1eadn.\u00a0<\/span><\/p>\n<h3><span id=\"2_Thieu_minh_bach_tin_cay_Black-box\"><b>2. Thi\u1ebfu minh b\u1ea1ch &amp; tin c\u1eady (Black-box)<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI \u0111\u00f4i khi ho\u1ea1t \u0111\u1ed9ng nh\u01b0 \u201ch\u1ed9p \u0111en\u201d, khi\u1ebfn b\u00e1c s\u0129 kh\u00f4ng th\u1ec3 hi\u1ec3u \u0111\u01b0\u1ee3c l\u00fd do ra quy\u1ebft \u0111\u1ecbnh \u2014 l\u00e0m gi\u1ea3m s\u1ef1 tin t\u01b0\u1edfng v\u00e0 kh\u1ea3 n\u0103ng ch\u1ecbu tr\u00e1ch nhi\u1ec7m khi x\u1ea3y ra l\u1ed7i.\u00a0<\/span><\/p>\n<h3><span id=\"3_Sai_lech_du_lieu_thien_lech_thuat_toan\"><b>3. Sai l\u1ec7ch d\u1eef li\u1ec7u &amp; thi\u00ean l\u1ec7ch thu\u1eadt to\u00e1n<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">H\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 \u0111\u01b0a ra k\u1ebft qu\u1ea3 sai l\u1ec7ch n\u1ebfu d\u1eef li\u1ec7u hu\u1ea5n luy\u1ec7n kh\u00f4ng \u0111\u1ea1i di\u1ec7n to\u00e0n d\u00e2n, g\u00e2y nguy c\u01a1 ch\u1ea9n \u0111o\u00e1n sai ho\u1eb7c b\u1ea5t c\u00f4ng \u0111\u1ed1i v\u1edbi nh\u00f3m y\u1ebfu th\u1ebf.\u00a0<\/span><\/p>\n<h3><span id=\"4_Rui_ro_an_toan_du_lieu_va_vi_pham_quyen_rieng_tu\"><b>4. R\u1ee7i ro an to\u00e0n d\u1eef li\u1ec7u v\u00e0 vi ph\u1ea1m quy\u1ec1n ri\u00eang t\u01b0<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI x\u1eed l\u00fd l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n nh\u1ea1y c\u1ea3m, d\u1ec5 b\u1ecb t\u1ea5n c\u00f4ng m\u1ea1ng. Vi\u1ec7c b\u1ea3o m\u1eadt kh\u00f4ng ch\u1eb7t ch\u1ebd c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn r\u00f2 r\u1ec9 th\u00f4ng tin v\u00e0 m\u1ea5t ni\u1ec1m tin t\u1eeb ng\u01b0\u1eddi d\u00f9ng.\u00a0<\/span><\/p>\n<h3><span id=\"5_Thieu_yeu_to_nhan_van_cam_xuc\"><b>5. Thi\u1ebfu y\u1ebfu t\u1ed1 nh\u00e2n v\u0103n &amp; c\u1ea3m x\u00fac<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI kh\u00f4ng th\u1ec3 thay th\u1ebf s\u1ef1 th\u1ea5u c\u1ea3m v\u00e0 tinh t\u1ebf trong giao ti\u1ebfp v\u1edbi b\u1ec7nh nh\u00e2n \u2014 \u0111\u1eb7c bi\u1ec7t quan tr\u1ecdng trong c\u00e1c l\u0129nh v\u1ef1c nh\u01b0 t\u00e2m l\u00fd, ch\u0103m s\u00f3c cu\u1ed1i \u0111\u1eddi, hay kh\u00e1m chuy\u00ean s\u00e2u.\u00a0<\/span><\/p>\n<h3><span id=\"6_Van_de_ao_tuong_AI_qua_tin_tuong_va_bo_qua_sai_sot\"><b>6. V\u1ea5n \u0111\u1ec1 \u201c\u1ea3o t\u01b0\u1edfng AI\u201d \u2013 qu\u00e1 tin t\u01b0\u1edfng v\u00e0 b\u1ecf qua sai s\u00f3t<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI c\u00f3 th\u1ec3 t\u1ea1o ra n\u1ed9i dung sai, nh\u01b0 ch\u1ea9n \u0111o\u00e1n nh\u1ea7m ho\u1eb7c ghi ch\u00fa sai, khi\u1ebfn nh\u00e2n vi\u00ean y t\u1ebf d\u1ec5 b\u1ecf s\u00f3t n\u1ebfu kh\u00f4ng ki\u1ec3m tra k\u1ef9. Hi\u1ec7n t\u01b0\u1ee3ng n\u00e0y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 &#8220;automation bias&#8221;.\u00a0<\/span><\/p>\n<h3><span id=\"7_Phu_thuoc_cong_nghe_thach_thuc_tich_hop_he_thong\"><b>7. Ph\u1ee5 thu\u1ed9c c\u00f4ng ngh\u1ec7 &amp; th\u00e1ch th\u1ee9c t\u00edch h\u1ee3p h\u1ec7 th\u1ed1ng<\/b><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI c\u1ea7n d\u1eef li\u1ec7u s\u1ea1ch, h\u1ea1 t\u1ea7ng \u0111\u1ee7 m\u1ea1nh v\u00e0 ph\u1ea3i h\u00e0i h\u00f2a v\u1edbi quy tr\u00ecnh hi\u1ec7n h\u1eefu. Vi\u1ec7c t\u00edch h\u1ee3p n\u1ebfu kh\u00f4ng chu\u1ea9n c\u00f3 th\u1ec3 l\u00e0m gi\u00e1n \u0111o\u1ea1n quy tr\u00ecnh kh\u00e1m ch\u1eefa.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span id=\"Phan_nhom_ung_dung_AI_trong_benh_vien\"><b>Ph\u00e2n nh\u00f3m \u1ee9ng d\u1ee5ng AI trong b\u1ec7nh vi\u1ec7n<\/b><\/span><\/h2>\n<h3><span id=\"1_Kham_chua_benh_ho_tro_lam_sang\"><b>1. Kh\u00e1m ch\u1eefa b\u1ec7nh &amp; h\u1ed7 tr\u1ee3 l\u00e2m s\u00e0ng<\/b><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh\u00a0<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ed7 tr\u1ee3 quy\u1ebft \u0111\u1ecbnh l\u00e2m s\u00e0ng &amp; s\u00e0ng l\u1ecdc nguy c\u01a1<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">AI \u0111\u00e1nh gi\u00e1 nhanh ca nh\u1eadp vi\u1ec7n ICU nguy hi\u1ec3m ho\u1eb7c c\u1ea7n c\u1ea5p c\u1ee9u. D\u1ef1 \u0111o\u00e1n nguy c\u01a1 suy th\u1eadn, nhi\u1ec5m tr\u00f9ng huy\u1ebft s\u1edbm.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ghi ch\u00e9p kh\u00e1m b\u1ec7nh t\u1ef1 \u0111\u1ed9ng (Scribe) <\/b><span style=\"font-weight: 400;\">AI t\u1ef1 \u0111\u1ed9ng chuy\u1ec3n t\u1eeb tho\u1ea1i sang ghi ch\u00fa y khoa, gi\u1ea3m g\u00e1nh n\u1eb7ng h\u00e0nh ch\u00ednh cho b\u00e1c s\u0129\u00a0<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-4892\" src=\"http:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-hinh-anh.jpg\" alt=\"\" width=\"600\" height=\"400\" srcset=\"https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-hinh-anh.jpg 600w, https:\/\/emandai.net\/blog\/wp-content\/uploads\/2025\/08\/ung-dung-ai-trong-y-te-chan-doan-hinh-anh-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/p>\n<ol start=\"2\">\n<li><b> Qu\u1ea3n l\u00fd kh\u00e1m b\u1ec7nh &amp; ch\u0103m s\u00f3c b\u1ec7nh nh\u00e2n<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ed7 tr\u1ee3 \u0111\u1eb7t l\u1ecbch &amp; giao ti\u1ebfp b\u1ec7nh nh\u00e2n <\/b><span style=\"font-weight: 400;\"><a href=\"https:\/\/emandai.net\/vi\/cham-soc-suc-khoe\/\">Voicebot trong l\u0129nh v\u1ef1c ch\u0103m s\u00f3c s\u1ee9c kho\u1ebb<\/a> gi\u00fap \u0111\u1eb7t l\u1ecbch, tr\u1ea3 l\u1eddi c\u00e2u h\u1ecfi, nh\u1eafc h\u1eb9n t\u00e1i kh\u00e1m \u2014 \u00e1p d\u1ee5ng r\u1ed9ng r\u00e3i trong c\u00e1c c\u01a1 s\u1edf y t\u1ebf.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Theo d\u00f5i b\u1ec7nh nh\u00e2n t\u1eeb xa (RPM) <\/b><span style=\"font-weight: 400;\">Thi\u1ebft b\u1ecb nh\u01b0 m\u00e1y \u0111o huy\u1ebft \u00e1p, oxi li\u00ean t\u1ee5c ghi nh\u1eadn v\u00e0 g\u1eedi c\u1ea3nh b\u00e1o n\u1ebfu c\u00f3 d\u1ea5u hi\u1ec7u nguy hi\u1ec3m\u2014gi\u1ea3m t\u00e1i nh\u1eadp vi\u1ec7n hi\u1ec7u qu\u1ea3.\u00a0<\/span><\/li>\n<\/ul>\n<h3><span id=\"3_Phong_kham_Duoc\"><b>3. Ph\u00f2ng kh\u00e1m &amp; D\u01b0\u1ee3c<\/b><\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Kho thu\u1ed1c t\u1ef1 \u0111\u1ed9ng (Autonomous Pharmacy)<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">Robot t\u1ef1 \u0111\u1ed9ng ph\u00e2n ph\u1ed1i thu\u1ed1c, gi\u1ea3m sai s\u00f3t; nh\u01b0 t\u1ea1i Stanford Health s\u1eed d\u1ee5ng robot trong kho d\u01b0\u1ee3c.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>H\u1ed7 tr\u1ee3 \u0111i\u1ec1u ch\u1ebf &amp; an to\u00e0n d\u00f9ng thu\u1ed1c c\u00e1 nh\u00e2n h\u00f3a<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">AI gi\u00fap \u0111\u1ec1 xu\u1ea5t li\u1ec1u th\u00edch h\u1ee3p, d\u1ef1 \u0111o\u00e1n t\u01b0\u01a1ng t\u00e1c thu\u1ed1c nguy hi\u1ec3m tr\u00ean t\u1eebng b\u1ec7nh nh\u00e2n<\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Artificial_intelligence_in_pharmacy?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u00a0<\/span><\/a><\/li>\n<\/ul>\n<ol start=\"4\">\n<li><b> V\u1eadn h\u00e0nh &amp; qu\u1ea3n tr\u1ecb b\u1ec7nh vi\u1ec7n<\/b><\/li>\n<\/ol>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qu\u1ea3n l\u00fd nh\u00e2n s\u1ef1 &amp; l\u1ecbch l\u00e0m vi\u1ec7c <\/b><span style=\"font-weight: 400;\">AI t\u1ed1i \u01b0u l\u1ecbch l\u00e0m vi\u1ec7c nh\u00e2n vi\u00ean theo nhu c\u1ea7u b\u1ec7nh nh\u00e2n, gi\u1ea3m qu\u00e1 t\u1ea3i v\u00e0 t\u0103ng hi\u1ec7u su\u1ea5t.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Qu\u1ea3n l\u00fd t\u1ed3n kho &amp; b\u1ea3o tr\u00ec thi\u1ebft b\u1ecb <\/b><span style=\"font-weight: 400;\">AI d\u1ef1 \u0111o\u00e1n khi n\u00e0o c\u1ea7n b\u1ea3o tr\u00ec m\u00e1y m\u00f3c, t\u1ed1i \u01b0u t\u1ed3n kho y t\u1ebf, tr\u00e1nh thi\u1ebfu ho\u1eb7c th\u1eeba v\u1eadt t\u01b0<\/span><a href=\"https:\/\/www.netsuite.com\/portal\/resource\/articles\/erp\/ai-healthcare.shtml?utm_source=chatgpt.com\"><span style=\"font-weight: 400;\">\u00a0<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>T\u1ef1 \u0111\u1ed9ng h\u00f3a h\u00e0nh ch\u00ednh &amp; billing<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\">AI m\u00e3 h\u00f3a h\u00f3a \u0111\u01a1n y t\u1ebf, x\u1eed l\u00fd h\u1ed3 s\u01a1 nhanh ch\u00ednh x\u00e1c, gi\u1ea3m t\u1eeb ch\u1ed1i thanh to\u00e1n v\u00e0 sai s\u00f3t gi\u1ea5y t\u1edd<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">AI s\u00e0ng l\u1ecdc h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n, \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh b\u1ea3o m\u1eadt d\u1eef li\u1ec7u <span>Acrasolution<\/span><span>.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">T\u00f3m l\u1ea1i, \u1ee9ng d\u1ee5ng AI trong y t\u1ebf kh\u00e1c bi\u1ec7t so v\u1edbi nh\u1eefng ng\u00e0nh kh\u00e1c v\u00ec n\u00f3 \u0111\u00f2i h\u1ecfi s\u1ef1 ch\u00ednh x\u00e1c v\u00e0 chuy\u00ean m\u00f4n cao. B\u00ean c\u1ea1nh \u0111\u00f3, v\u1ea5n \u0111\u1ec1 \u0111\u1ea1o \u0111\u1ee9c c\u0169ng l\u00e0 \u01b0u ti\u00ean s\u1ed1 m\u1ed9t khi \u1ee9ng d\u1ee5ng AI trong Y h\u1ecdc. Tuy v\u1eadt, nh\u1eefng gi\u00e1 tr\u1ecb m\u00e0 AI mang \u0111\u1ebfn cho l\u0129nh v\u1ef1c y t\u1ebf l\u00e0 v\u1ec1 l\u00e2u d\u00e0i, gi\u00fap t\u0103ng c\u01a1 h\u1ed9i c\u1ee9u ch\u1eefa b\u1ec7nh nh\u00e2n.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u0111\u00e3 v\u00e0 \u0111ang c\u00f3 m\u1eb7t \u1edf trong m\u1ecdi l\u0129nh v\u1ef1c, ng\u00e0nh y t\u1ebf c\u0169ng&#8230;<\/p>\n","protected":false},"author":2,"featured_media":4890,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[865],"tags":[177,949,395],"_links":{"self":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/4889"}],"collection":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/comments?post=4889"}],"version-history":[{"count":1,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/4889\/revisions"}],"predecessor-version":[{"id":4894,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/posts\/4889\/revisions\/4894"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/media\/4890"}],"wp:attachment":[{"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/media?parent=4889"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/categories?post=4889"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/emandai.net\/blog\/wp-json\/wp\/v2\/tags?post=4889"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}