{"id":2967,"date":"2026-09-15T03:47:56","date_gmt":"2026-09-15T03:47:56","guid":{"rendered":"https:\/\/thuchanhmic6.id.vn\/?p=2967"},"modified":"2026-09-15T03:47:57","modified_gmt":"2026-09-15T03:47:57","slug":"benh-vien-can-ket-noi-du-lieu-truoc-khi-ung-dung-ai","status":"publish","type":"post","link":"https:\/\/thuchanhmic6.id.vn\/?p=2967","title":{"rendered":"&#8216;B\u1ec7nh vi\u1ec7n c\u1ea7n k\u1ebft n\u1ed1i d\u1eef li\u1ec7u tr\u01b0\u1edbc khi \u1ee9ng d\u1ee5ng AI&#8217;"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI ch\u1ec9 ph\u00e1t huy hi\u1ec7u qu\u1ea3 khi d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i v\u00e0 chu\u1ea9n h\u00f3a gi\u1eefa c\u00e1c h\u1ec7 th\u1ed1ng, theo \u00f4ng Niru Rajakumar, CEO Amalga.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Di\u1ec5n \u0111\u00e0n v\u1ec1 qu\u1ea3n tr\u1ecb b\u1ec7nh vi\u1ec7n v\u00e0 h\u1ec7 th\u1ed1ng y t\u1ebf &#8220;Hospital Management Asia 2026&#8221; (HMA 2026) di\u1ec5n ra v\u00e0o ng\u00e0y 2 &#8211; 3\/9, t\u1ea1i Bangkok, Th\u00e1i Lan. S\u1ef1 ki\u1ec7n quy t\u1ee5 h\u01a1n 2.000 l\u00e3nh \u0111\u1ea1o b\u1ec7nh vi\u1ec7n, nh\u00e0 ho\u1ea1ch \u0111\u1ecbnh ch\u00ednh s\u00e1ch, chuy\u00ean gia y t\u1ebf v\u00e0 \u0111\u1ea1i di\u1ec7n c\u00e1c doanh nghi\u1ec7p c\u00f4ng ngh\u1ec7. C\u00e1c phi\u00ean th\u1ea3o lu\u1eadn t\u1eadp trung v\u00e0o qu\u1ea3n tr\u1ecb b\u1ec7nh vi\u1ec7n, ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 an to\u00e0n ng\u01b0\u1eddi b\u1ec7nh, chuy\u1ec3n \u0111\u1ed5i s\u1ed1 v\u00e0 \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1ea1i s\u1ef1 ki\u1ec7n, \u00f4ng Niru Rajakumar, CEO Amalga &#8211; nh\u00e0 cung c\u1ea5p h\u1ec7 th\u1ed1ng th\u00f4ng tin b\u1ec7nh vi\u1ec7n t\u1ea1i New Zealand v\u00e0 \u0110\u00f4ng Nam \u00c1, cho r\u1eb1ng c\u00e1c b\u1ec7nh vi\u1ec7n c\u1ea7n chuy\u1ec3n tr\u1ecdng t\u00e2m t\u1eeb s\u1ed1 h\u00f3a sang k\u1ebft n\u1ed1i d\u1eef li\u1ec7u. Theo \u00f4ng, c\u00f4ng ngh\u1ec7 ch\u1ec9 t\u1ea1o ra gi\u00e1 tr\u1ecb khi th\u00f4ng tin c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c chia s\u1ebb xuy\u00ean su\u1ed1t t\u1ed5 ch\u1ee9c, h\u1ed7 tr\u1ee3 nh\u00e2n vi\u00ean y t\u1ebf \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh nhanh v\u00e0 ch\u00ednh x\u00e1c h\u01a1n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u00e1c chuy\u00ean gia c\u0169ng \u0111\u1ec1 c\u1eadp \u00e1p l\u1ef1c ng\u00e0y c\u00e0ng l\u1edbn \u0111\u1ed1i v\u1edbi h\u1ec7 th\u1ed1ng y t\u1ebf ch\u00e2u \u00c1. T\u1ea1i Th\u00e1i Lan, t\u1ef7 l\u1ec7 ng\u01b0\u1eddi t\u1eeb 60 tu\u1ed5i tr\u1edf l\u00ean \u0111\u01b0\u1ee3c d\u1ef1 b\u00e1o t\u0103ng t\u1eeb kho\u1ea3ng 20% l\u00ean 28% trong m\u1ed9t th\u1eadp k\u1ef7 t\u1edbi, trong khi th\u1ebf gi\u1edbi c\u00f3 th\u1ec3 thi\u1ebfu kho\u1ea3ng 11 tri\u1ec7u nh\u00e2n vi\u00ean y t\u1ebf v\u00e0o n\u0103m 2030. D\u00e2n s\u1ed1 gi\u00e0 h\u00f3a k\u00e9o theo nhu c\u1ea7u ch\u0103m s\u00f3c c\u00e1c b\u1ec7nh m\u1ea1n t\u00ednh, \u0111a b\u1ec7nh l\u00fd, trong khi ngu\u1ed3n nh\u00e2n l\u1ef1c y t\u1ebf kh\u00f3 \u0111\u00e1p \u1ee9ng t\u01b0\u01a1ng \u1ee9ng.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/i1-suckhoe.vnecdn.net\/2026\/09\/14\/IMG-8890-jpeg-1789395616-3212-1789395918.jpg?w=1020&amp;h=0&amp;q=100&amp;dpr=1&amp;fit=crop&amp;s=em3t1ilAhfVsYsphBRMnPw\" alt=\"C\u00e1c chuy\u00ean gia chia s\u1ebb t\u1ea1i  Hospital Management Asia 2026, Bankok, Th\u00e1i Lan. \u1ea2nh: Amalga\"\/><figcaption class=\"wp-element-caption\">C\u00e1c chuy\u00ean gia chia s\u1ebb t\u1ea1i &#8220;Hospital Management Asia 2026&#8221;, Bankok, Th\u00e1i Lan. \u1ea2nh:&nbsp;<em>Amalga<\/em><\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t trong nh\u1eefng v\u1ea5n \u0111\u1ec1 \u0111\u01b0\u1ee3c \u0111\u1eb7t ra l\u00e0 d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n hi\u1ec7n \u0111\u01b0\u1ee3c l\u01b0u tr\u1eef tr\u00ean nhi\u1ec1u h\u1ec7 th\u1ed1ng kh\u00e1c nhau trong c\u00f9ng m\u1ed9t b\u1ec7nh vi\u1ec7n ho\u1eb7c gi\u1eefa c\u00e1c c\u01a1 s\u1edf y t\u1ebf. B\u00e1c s\u0129 c\u00f3 th\u1ec3 ph\u1ea3i t\u00ecm ki\u1ebfm th\u00f4ng tin t\u1eeb nhi\u1ec1u ph\u1ea7n m\u1ec1m, trong khi ng\u01b0\u1eddi b\u1ec7nh ph\u1ea3i khai l\u1ea1i ti\u1ec1n s\u1eed m\u1ed7i khi chuy\u1ec3n sang m\u1ed9t c\u01a1 s\u1edf ho\u1eb7c chuy\u00ean khoa kh\u00e1c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo c\u00e1c chuy\u00ean gia, t\u00ecnh tr\u1ea1ng n\u00e0y c\u0169ng l\u00e0m gi\u1ea3m hi\u1ec7u qu\u1ea3 c\u1ee7a nh\u1eefng \u1ee9ng d\u1ee5ng AI. Ch\u1eb3ng h\u1ea1n, m\u1ed9t s\u1ed1 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 ghi ch\u00e9p c\u00f3 th\u1ec3 gi\u00fap b\u00e1c s\u0129 ti\u1ebft ki\u1ec7m 10 &#8211; 15 ph\u00fat m\u1ed7i ca kh\u00e1m, nh\u01b0ng n\u1ebfu n\u1ed9i dung t\u1ea1o ra kh\u00f4ng \u0111\u01b0\u1ee3c \u0111\u01b0a tr\u1edf l\u1ea1i h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n chung, d\u1eef li\u1ec7u v\u1eabn b\u1ecb chia c\u1eaft v\u00e0 nh\u00e2n vi\u00ean y t\u1ebf ph\u1ea3i ti\u1ebfp t\u1ee5c nh\u1eadp ho\u1eb7c t\u00ecm ki\u1ebfm th\u00f4ng tin th\u1ee7 c\u00f4ng.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T\u1ea1i Bumrungrad International Hospital (Bankok, Th\u00e1i Lan), qu\u00e1 tr\u00ecnh th\u1eed nghi\u1ec7m AI trong ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh c\u0169ng m\u1ea5t kho\u1ea3ng ba n\u0103m tr\u01b0\u1edbc khi \u0111\u1ed9i ng\u0169 chuy\u00ean m\u00f4n \u0111\u1ee7 tin t\u01b0\u1edfng \u0111\u1ec3 \u0111\u01b0a k\u1ebft qu\u1ea3 h\u1ed7 tr\u1ee3 c\u1ee7a c\u00f4ng ngh\u1ec7 v\u00e0o quy tr\u00ecnh. Tr\u01b0\u1eddng h\u1ee3p n\u00e0y cho th\u1ea5y ngo\u00e0i \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a thu\u1eadt to\u00e1n, AI c\u00f2n c\u1ea7n \u0111\u01b0\u1ee3c \u0111\u00e1nh gi\u00e1 trong m\u00f4i tr\u01b0\u1eddng l\u00e2m s\u00e0ng v\u00e0 t\u00edch h\u1ee3p v\u1edbi quy tr\u00ecnh l\u00e0m vi\u1ec7c c\u1ee7a b\u00e1c s\u0129.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0110i\u1ec3m chung \u0111\u01b0\u1ee3c c\u00e1c chuy\u00ean gia nh\u1ea5n m\u1ea1nh l\u00e0 AI kh\u00f4ng n\u00ean \u0111\u01b0\u1ee3c tri\u1ec3n khai nh\u01b0 m\u1ed9t l\u1edbp c\u00f4ng ngh\u1ec7 b\u1ed5 sung tr\u00ean h\u1ec7 th\u1ed1ng d\u1eef li\u1ec7u r\u1eddi r\u1ea1c. Mu\u1ed1n khai th\u00e1c hi\u1ec7u qu\u1ea3 AI, b\u1ec7nh vi\u1ec7n tr\u01b0\u1edbc h\u1ebft c\u1ea7n b\u1ea3o \u0111\u1ea3m d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c chu\u1ea9n h\u00f3a, k\u1ebft n\u1ed1i v\u00e0 truy xu\u1ea5t \u0111\u00fang ng\u1eef c\u1ea3nh. C\u00e1c k\u1ebft qu\u1ea3 do AI t\u1ea1o ra v\u1eabn ph\u1ea3i \u0111\u01b0\u1ee3c nh\u00e2n vi\u00ean y t\u1ebf ki\u1ec3m tra v\u00e0 x\u00e1c nh\u1eadn tr\u01b0\u1edbc khi s\u1eed d\u1ee5ng trong ch\u0103m s\u00f3c ng\u01b0\u1eddi b\u1ec7nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Theo \u00f4ng Niru, vi\u1ec7c x\u00e2y d\u1ef1ng m\u1ed9t h\u1ed3 s\u01a1 t\u1eadp trung quanh ng\u01b0\u1eddi b\u1ec7nh l\u00e0 m\u1ed9t trong nh\u1eefng n\u1ec1n t\u1ea3ng \u0111\u1ec3 AI c\u00f3 th\u1ec3 ph\u00e1t huy gi\u00e1 tr\u1ecb. Thay v\u00ec d\u1eef li\u1ec7u n\u1eb1m ri\u00eang bi\u1ec7t \u1edf t\u1eebng khoa, ph\u00f2ng ho\u1eb7c ph\u1ea7n m\u1ec1m, th\u00f4ng tin c\u1ea7n \u0111\u01b0\u1ee3c k\u1ebft n\u1ed1i \u0111\u1ec3 t\u1ea1o th\u00e0nh b\u1ee9c tranh \u0111\u1ea7y \u0111\u1ee7 h\u01a1n v\u1ec1 qu\u00e1 tr\u00ecnh \u0111i\u1ec1u tr\u1ecb c\u1ee7a m\u1ed7i ng\u01b0\u1eddi b\u1ec7nh.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">M\u1ed9t h\u01b0\u1edbng ti\u1ebfp c\u1eadn l\u00e0 chu\u1ea9n h\u00f3a d\u1eef li\u1ec7u theo c\u00e1c ti\u00eau chu\u1ea9n k\u1ebft n\u1ed1i nh\u01b0 HL7 v\u00e0 FHIR, qua \u0111\u00f3 cho ph\u00e9p c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau trao \u0111\u1ed5i th\u00f4ng tin. Khi d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c t\u1ed5 ch\u1ee9c tr\u00ean c\u00f9ng m\u1ed9t n\u1ec1n t\u1ea3ng, b\u1ec7nh vi\u1ec7n c\u00f3 th\u1ec3 tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI nh\u01b0 h\u1ed7 tr\u1ee3 ghi ch\u00e9p, ph\u00e2n t\u00edch d\u1eef li\u1ec7u, c\u1ea3nh b\u00e1o ho\u1eb7c h\u1ed7 tr\u1ee3 ra quy\u1ebft \u0111\u1ecbnh m\u00e0 kh\u00f4ng ph\u1ea3i x\u1eed l\u00fd l\u1ea1i d\u1eef li\u1ec7u t\u1eeb \u0111\u1ea7u.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Amalga, \u0111\u01a1n v\u1ecb do \u0111\u1ed9i ng\u0169 t\u1eebng x\u00e2y d\u1ef1ng Orion Health ph\u00e1t tri\u1ec3n, cho bi\u1ebft \u0111ang v\u1eadn h\u00e0nh h\u1ec7 th\u1ed1ng th\u00f4ng tin b\u1ec7nh vi\u1ec7n t\u1ea1i h\u01a1n 30 c\u01a1 s\u1edf \u1edf New Zealand, Th\u00e1i Lan v\u00e0 Vi\u1ec7t Nam, ph\u1ee5c v\u1ee5 h\u01a1n 10 tri\u1ec7u b\u1ec7nh nh\u00e2n. Doanh nghi\u1ec7p theo \u0111u\u1ed5i m\u00f4 h\u00ecnh h\u1ee3p nh\u1ea5t d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n tr\u01b0\u1edbc khi tri\u1ec3n khai c\u00e1c \u1ee9ng d\u1ee5ng AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;AI ch\u1ec9 h\u1eefu \u00edch khi m\u00f4i tr\u01b0\u1eddng d\u1eef li\u1ec7u ph\u00eda sau n\u00f3 \u0111\u00e1ng tin c\u1eady&#8221;, \u00f4ng Niru n\u00f3i, \u0111\u1ed3ng th\u1eddi cho r\u1eb1ng b\u1ec7nh vi\u1ec7n c\u1ea7n x\u00e2y d\u1ef1ng n\u1ec1n t\u1ea3ng d\u1eef li\u1ec7u k\u1ebft n\u1ed1i tr\u01b0\u1edbc khi khai th\u00e1c c\u00e1c \u1ee9ng d\u1ee5ng AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Trong b\u1ed1i c\u1ea3nh d\u00e2n s\u1ed1 gi\u00e0 h\u00f3a v\u00e0 thi\u1ebfu nh\u00e2n l\u1ef1c y t\u1ebf, c\u00e1c chuy\u00ean gia t\u1ea1i HMA 2026 cho r\u1eb1ng b\u00e0i to\u00e1n c\u1ee7a b\u1ec7nh vi\u1ec7n kh\u00f4ng ch\u1ec9 l\u00e0 \u0111\u01b0a th\u00eam c\u00f4ng ngh\u1ec7 v\u00e0o quy tr\u00ecnh. 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