{"id":67087,"date":"2026-07-28T09:12:38","date_gmt":"2026-07-28T02:12:38","guid":{"rendered":"https:\/\/aws.cmctelecom.vn\/2026\/07\/28\/guardoc-health-tu-dong-hoa-ho-so-y-te-voi-model-amazon-nova-aws\/"},"modified":"2026-07-28T09:52:22","modified_gmt":"2026-07-28T02:52:22","slug":"guardoc-health-tu-dong-hoa-ho-so-y-te-voi-model-amazon-nova-aws","status":"publish","type":"post","link":"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/guardoc-health-tu-dong-hoa-ho-so-y-te-voi-model-amazon-nova-aws\/","title":{"rendered":"Guardoc Health t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed3 s\u01a1 y t\u1ebf v\u1edbi model Amazon Nova c\u1ee7a AWS"},"content":{"rendered":"

C\u00f4ng ty c\u00f4ng ngh\u1ec7 y t\u1ebf Guardoc Health \u0111ang s\u1eed d\u1ee5ng c\u00e1c model AI thu\u1ed9c h\u1ecd Amazon Nova tr\u00ean n\u1ec1n t\u1ea3ng Amazon Bedrock \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i quy tr\u00ecnh x\u1eed l\u00fd h\u1ed3 s\u01a1 y t\u1ebf. Gi\u1ea3i ph\u00e1p n\u00e0y gi\u00fap c\u00e1c c\u01a1 s\u1edf ch\u0103m s\u00f3c d\u00e0i h\u1ea1n tr\u00edch xu\u1ea5t, ph\u00e2n lo\u1ea1i v\u00e0 x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u ph\u1ee9c t\u1ea1p nhanh h\u01a1n v\u00e0 ch\u00ednh x\u00e1c h\u01a1n so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p th\u1ee7 c\u00f4ng, qua \u0111\u00f3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro l\u00e2m s\u00e0ng v\u00e0 c\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 tu\u00e2n th\u1ee7. K\u1ebft qu\u1ea3 th\u1ef1c t\u1ebf cho th\u1ea5y Guardoc \u0111\u00e3 gi\u00fap gi\u1ea3m 46% l\u1ed7i h\u1ed3 s\u01a1, 70% ti\u1ec1n ph\u1ea1t ki\u1ec3m to\u00e1n v\u00e0 mang l\u1ea1i l\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 (ROI) h\u00e0ng n\u0103m tr\u00ean 400.000 USD cho m\u1ed9t c\u01a1 s\u1edf duy nh\u1ea5t.<\/p>\n

Th\u00e1ch th\u1ee9c t\u1eeb h\u1ed3 s\u01a1 y t\u1ebf phi c\u1ea5u tr\u00fac<\/h2>\n

Trong ng\u00e0nh y t\u1ebf, h\u1ed3 s\u01a1 b\u1ec7nh \u00e1n t\u1ed3n t\u1ea1i d\u01b0\u1edbi v\u00f4 s\u1ed1 \u0111\u1ecbnh d\u1ea1ng: t\u1eeb file PDF nhi\u1ec1u trang c\u00f3 ghi ch\u00fa vi\u1ebft tay c\u1ee7a b\u00e1c s\u0129, bi\u1ec3u m\u1eabu c\u1ea5p ph\u00e9p v\u1edbi c\u00e1c \u00f4 \u0111\u00e1nh d\u1ea5u, danh s\u00e1ch thu\u1ed1c trong b\u1ea3ng bi\u1ec3u ho\u1eb7c v\u0103n b\u1ea3n t\u1ef1 do, cho \u0111\u1ebfn c\u00e1c bi\u1ec3u m\u1eabu nh\u1eadp vi\u1ec7n k\u1ebft h\u1ee3p ch\u1eef \u0111\u00e1nh m\u00e1y, ch\u1eef vi\u1ebft tay v\u00e0 d\u1ea5u m\u1ed9c. S\u1ef1 thi\u1ebfu nh\u1ea5t qu\u00e1n v\u00e0 ph\u00e2n m\u1ea3nh n\u00e0y l\u00e0m t\u0103ng g\u00e1nh n\u1eb7ng nh\u1eadn th\u1ee9c cho \u0111\u1ed9i ng\u0169 y t\u1ebf, ti\u1ec1m \u1ea9n r\u1ee7i ro l\u00e2m s\u00e0ng v\u00e0 g\u00e2y kh\u00f3 kh\u0103n trong vi\u1ec7c tu\u00e2n th\u1ee7 quy \u0111\u1ecbnh.<\/p>\n

Nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed BMJ Quality and Safety ch\u1ec9 ra r\u1eb1ng c\u00e1c l\u1ed7i ch\u1ea9n \u0111o\u00e1n \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn kho\u1ea3ng 12 tri\u1ec7u ng\u01b0\u1eddi tr\u01b0\u1edfng th\u00e0nh \u1edf M\u1ef9 m\u1ed7i n\u0103m, trong \u0111\u00f3 sai s\u00f3t trong x\u1eed l\u00fd th\u00f4ng tin l\u00e0 m\u1ed9t y\u1ebfu t\u1ed1 g\u00f3p ph\u1ea7n. \u0110\u1ed1i v\u1edbi Guardoc Health, th\u00e1ch th\u1ee9c n\u1eb1m \u1edf vi\u1ec7c x\u1eed l\u00fd quy m\u00f4 l\u1edbn v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c cao. V\u00e0o nh\u1eefng ng\u00e0y cao \u0111i\u1ec3m, h\u1ecd x\u1eed l\u00fd h\u01a1n 1 tri\u1ec7u t\u00e0i li\u1ec7u. V\u1edbi kh\u1ed1i l\u01b0\u1ee3ng n\u00e0y, t\u1ef7 l\u1ec7 l\u1ed7i d\u00f9 ch\u1ec9 1% c\u0169ng c\u00f3 th\u1ec3 t\u1ea1o ra h\u00e0ng ngh\u00ecn h\u1ed3 s\u01a1 kh\u00f4ng ch\u00ednh x\u00e1c m\u1ed7i ng\u00e0y, g\u00e2y nguy hi\u1ec3m cho b\u1ec7nh nh\u00e2n v\u00e0 tr\u00e1ch nhi\u1ec7m ph\u00e1p l\u00fd.<\/p>\n

\u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, Guardoc Health c\u1ea7n m\u1ed9t gi\u1ea3i ph\u00e1p c\u00f3 kh\u1ea3 n\u0103ng: ph\u00e1t hi\u1ec7n c\u00e1c t\u00ecnh tr\u1ea1ng y t\u1ebf \u0111\u1eb7c bi\u1ec7t v\u1edbi recall<\/em> (t\u1ef7 l\u1ec7 ph\u00e1t hi\u1ec7n) cao, di\u1ec5n gi\u1ea3i ch\u00ednh x\u00e1c c\u00e1c \u00f4 \u0111\u00e1nh d\u1ea5u trong file PDF, v\u00e0 tr\u00edch xu\u1ea5t th\u00f4ng tin t\u1eeb c\u00e1c t\u00e0i li\u1ec7u c\u00f3 nhi\u1ec1u \u0111\u1ecbnh d\u1ea1ng h\u1ed7n h\u1ee3p tr\u00ean c\u00f9ng m\u1ed9t trang.<\/p>\n

Gi\u1ea3i ph\u00e1p: Model Amazon Nova tr\u00ean Amazon Bedrock<\/h2>\n

Guardoc Health \u0111\u00e3 x\u00e2y d\u1ef1ng m\u1ed9t pipeline x\u1eed l\u00fd t\u00e0i li\u1ec7u d\u1ef1a tr\u00ean h\u1ecd model Amazon Nova v\u00e0 Amazon Bedrock, k\u1ebft h\u1ee3p nhi\u1ec1u d\u1ecbch v\u1ee5 c\u1ee7a AWS cho t\u1eebng giai \u0111o\u1ea1n.<\/p>\n

Ph\u00e2n lo\u1ea1i t\u00ecnh tr\u1ea1ng y t\u1ebf b\u1eb1ng RAG<\/h3>\n

Guardoc Health s\u1eed d\u1ee5ng k\u1ef9 thu\u1eadt Retrieval Augmented Generation (RAG)<\/em> \u2014 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p m\u00e0 m\u00f4 h\u00ecnh AI \u0111\u1ea7u ti\u00ean truy xu\u1ea5t th\u00f4ng tin li\u00ean quan t\u1eeb m\u1ed9t ngu\u1ed3n b\u00ean ngo\u00e0i, sau \u0111\u00f3 s\u1eed d\u1ee5ng ng\u1eef c\u1ea3nh \u0111\u00f3 \u0111\u1ec3 t\u1ea1o ra ph\u1ea3n h\u1ed3i ch\u00ednh x\u00e1c h\u01a1n. Trong pipeline n\u00e0y, Guardoc truy xu\u1ea5t b\u1eb1ng ch\u1ee9ng tr\u1ef1c ti\u1ebfp t\u1eeb t\u00e0i li\u1ec7u c\u1ee7a ch\u00ednh b\u1ec7nh nh\u00e2n v\u00e0 suy lu\u1eadn d\u1ef1a tr\u00ean \u0111\u00f3 \u0111\u1ec3 \u0111\u01b0a ra ph\u00e2n lo\u1ea1i cu\u1ed1i c\u00f9ng.<\/p>\n

\"S\u01a1<\/figure>\n

Quy tr\u00ecnh pipeline ho\u1ea1t \u0111\u1ed9ng theo c\u00e1c b\u01b0\u1edbc sau:<\/p>\n

    \n
  1. Tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u:<\/strong> T\u00e0i li\u1ec7u c\u1ee7a b\u1ec7nh nh\u00e2n \u0111\u01b0\u1ee3c \u0111\u01b0a qua Amazon Textract<\/a> \u0111\u1ec3 tr\u00edch xu\u1ea5t v\u0103n b\u1ea3n v\u00e0 si\u00eau d\u1eef li\u1ec7u c\u1ea5u tr\u00fac. \u0110\u00e2y l\u00e0 b\u01b0\u1edbc \u0111\u1ea7u ti\u00ean \u0111\u1ec3 tr\u00edch xu\u1ea5t to\u00e0n di\u1ec7n v\u1edbi chi ph\u00ed th\u1ea5p tr\u00ean m\u1ed7i trang.<\/li>\n
  2. Ph\u00e2n \u0111o\u1ea1n (Chunking):<\/strong> N\u1ed9i dung \u0111\u01b0\u1ee3c tr\u00edch xu\u1ea5t s\u1ebd \u0111\u01b0\u1ee3c chia th\u00e0nh c\u00e1c \u0111o\u1ea1n (chunk) nh\u1ecf h\u01a1n d\u1ef1a tr\u00ean c\u00e1c \u0111\u01a1n v\u1ecb l\u00e2m s\u00e0ng c\u00f3 \u00fd ngh\u0129a (v\u00ed d\u1ee5: danh s\u00e1ch thu\u1ed1c, ph\u1ea7n ch\u1ea9n \u0111o\u00e1n) thay v\u00ec c\u00e1c kho\u1ea3ng byte t\u00f9y \u00fd.<\/li>\n
  3. T\u1ea1o Embedding v\u00e0 L\u01b0u tr\u1eef:<\/strong> M\u1ed7i \u0111o\u1ea1n \u0111\u01b0\u1ee3c t\u1ea1o embedding b\u1eb1ng Amazon Titan Text Embeddings V2<\/a> v\u00e0 l\u01b0u tr\u1eef trong Amazon DynamoDB<\/a>, ph\u00e2n v\u00f9ng theo t\u1eebng b\u1ec7nh nh\u00e2n \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o an to\u00e0n d\u1eef li\u1ec7u.<\/li>\n
  4. L\u1ecdc tr\u01b0\u1edbc:<\/strong> M\u1ed9t b\u1ed9 l\u1ecdc t\u00f9y ch\u1ec9nh s\u1ebd thu h\u1eb9p t\u1eadp h\u1ee3p t\u00e0i li\u1ec7u c\u1ea7n x\u1eed l\u00fd d\u1ef1a tr\u00ean lo\u1ea1i t\u00e0i li\u1ec7u, th\u1eddi gian v\u00e0 c\u00e1c t\u00edn hi\u1ec7u ng\u1eef c\u1ea3nh c\u1ee7a b\u1ec7nh nh\u00e2n, gi\u00fap gi\u1ea3m chi ph\u00ed truy xu\u1ea5t.<\/li>\n
  5. Truy xu\u1ea5t k-NN:<\/strong> M\u1ed9t thu\u1eadt to\u00e1n t\u00ecm ki\u1ebfm k-nearest neighbor (k-NN)<\/em> trong b\u1ed9 nh\u1edb s\u1ebd truy xu\u1ea5t c\u00e1c \u0111o\u1ea1n v\u0103n b\u1ea3n ph\u00f9 h\u1ee3p nh\u1ea5t v\u1edbi truy v\u1ea5n ph\u00e2n lo\u1ea1i. Giai \u0111o\u1ea1n n\u00e0y ch\u1ec9 tr\u1ea3 v\u1ec1 tham chi\u1ebfu trang \u0111\u1ec3 gi\u1eef cho vi\u1ec7c truy\u1ec1n d\u1eef li\u1ec7u nh\u1eb9 nh\u00e0ng.<\/li>\n
  6. L\u1ecdc b\u1eb1ng model nh\u1eb9:<\/strong> C\u00e1c trang \u0111\u01b0\u1ee3c x\u00e1c \u0111\u1ecbnh s\u1ebd \u0111i qua Amazon Nova 2 Lite<\/a>, m\u1ed9t model nh\u1eb9, chi ph\u00ed th\u1ea5p, th\u1ef1c hi\u1ec7n \u0111\u00e1nh gi\u00e1 d\u1ef1a tr\u00ean v\u0103n b\u1ea3n \u0111\u1ec3 lo\u1ea1i b\u1ecf c\u00e1c k\u1ebft qu\u1ea3 kh\u00f4ng kh\u1edbp r\u00f5 r\u00e0ng.<\/li>\n
  7. Suy lu\u1eadn \u0111a ph\u01b0\u01a1ng th\u1ee9c:<\/strong> C\u00e1c trang cu\u1ed1i c\u00f9ng s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a \u0111\u1ebfn Amazon Nova Pro c\u00f9ng v\u1edbi file PDF g\u1ed1c. Model Nova Pro s\u1ebd suy lu\u1eadn d\u1ef1a tr\u00ean b\u1ed1 c\u1ee5c, ch\u1eef vi\u1ebft tay, ch\u1eef k\u00fd, d\u1ea5u m\u1ed9c v\u00e0 c\u00e1c ng\u1eef c\u1ea3nh h\u00ecnh \u1ea3nh kh\u00e1c \u0111\u1ec3 \u0111\u01b0a ra ph\u00e2n lo\u1ea1i cu\u1ed1i c\u00f9ng. M\u1ecdi k\u1ebft qu\u1ea3 \u0111\u1ea7u ra \u0111\u1ec1u c\u00f3 th\u1ec3 truy v\u1ebft v\u1ec1 trang ngu\u1ed3n c\u1ee5 th\u1ec3.<\/li>\n<\/ol>\n

    Pipeline n\u00e0y tu\u00e2n theo nguy\u00ean t\u1eafc ph\u00e2n t\u1ea7ng chi ph\u00ed: m\u1ed7i giai \u0111o\u1ea1n s\u1eed d\u1ee5ng th\u00e0nh ph\u1ea7n c\u00f3 chi ph\u00ed th\u1ea5p nh\u1ea5t c\u00f3 kh\u1ea3 n\u0103ng th\u1ef1c hi\u1ec7n c\u00f4ng vi\u1ec7c. C\u00e1c d\u1ecbch v\u1ee5 nh\u1eb9 nh\u01b0 Amazon Titan Text Embeddings v\u00e0 Amazon Nova 2 Lite x\u1eed l\u00fd c\u00e1c t\u00e1c v\u1ee5 kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn, trong khi Amazon Nova Pro \u0111\u01b0\u1ee3c d\u00e0nh cho giai \u0111o\u1ea1n cu\u1ed1i c\u00f9ng \u0111\u00f2i h\u1ecfi kh\u1ea3 n\u0103ng suy lu\u1eadn \u0111a ph\u01b0\u01a1ng th\u1ee9c ph\u1ee9c t\u1ea1p.<\/p>\n

    X\u1eed l\u00fd c\u00e1c \u0111\u1ecbnh d\u1ea1ng ph\u1ee9c t\u1ea1p<\/h3>\n

    H\u1ea7u h\u1ebft c\u00e1c t\u00e0i li\u1ec7u y t\u1ebf t\u1ed3n t\u1ea1i d\u01b0\u1edbi d\u1ea1ng PDF, v\u00e0 vi\u1ec7c x\u1eed l\u00fd ch\u00fang \u0111\u00f2i h\u1ecfi m\u1ed9t model c\u00f3 kh\u1ea3 n\u0103ng “\u0111\u1ecdc” trang m\u1ed9t c\u00e1ch tr\u1ef1c quan thay v\u00ec ch\u1ec9 l\u00e0 v\u0103n b\u1ea3n thu\u1ea7n t\u00fay. Amazon Nova Pro \u0111\u00e3 ch\u1ee9ng t\u1ecf s\u1ef1 c\u1ea3i thi\u1ec7n \u0111\u00e1ng k\u1ec3 trong vi\u1ec7c x\u1eed l\u00fd PDF \u0111a ph\u01b0\u01a1ng th\u1ee9c, bao g\u1ed3m di\u1ec5n gi\u1ea3i b\u1ed1 c\u1ee5c, c\u1ea5u tr\u00fac bi\u1ec3u m\u1eabu, tr\u1ea1ng th\u00e1i \u00f4 \u0111\u00e1nh d\u1ea5u, ch\u1eef k\u00fd v\u00e0 ch\u1eef vi\u1ebft tay.<\/p>\n

    \u0110\u1ed1i v\u1edbi ch\u1eef vi\u1ebft tay, c\u00e1c model c\u1ee7a Amazon Nova c\u00f3 th\u1ec3 x\u1eed l\u00fd ch\u00ednh x\u00e1c c\u00e1c ghi ch\u00fa c\u1ee7a b\u00e1c s\u0129, ch\u1eef k\u00fd c\u1ee7a b\u1ec7nh nh\u00e2n v\u00e0 c\u00e1c s\u1eeda \u0111\u1ed5i tr\u00ean c\u00e1c bi\u1ec3u m\u1eabu in. \u0110\u00e2y l\u00e0 m\u1ed9t n\u0103ng l\u1ef1c quan tr\u1ecdng v\u00ec tr\u01b0\u1edbc \u0111\u00e2y, vi\u1ec7c b\u1ecf s\u00f3t c\u00e1c th\u00f4ng tin n\u00e0y l\u00e0 m\u1ed9t ngu\u1ed3n m\u1ea5t m\u00e1t d\u1eef li\u1ec7u \u0111\u00e1ng k\u1ec3.<\/p>\n

    \u0110\u1ec3 tr\u00edch xu\u1ea5t d\u1eef li\u1ec7u thu\u1ed1c, Guardoc Health s\u1eed d\u1ee5ng m\u1ed9t pipeline OCR k\u1ebft h\u1ee3p gi\u1eefa Amazon Textract v\u00e0 c\u00e1c model Amazon Nova. Amazon Textract x\u1eed l\u00fd c\u00e1c b\u1ea3ng v\u00e0 danh s\u00e1ch thu\u1ed1c \u0111\u01b0\u1ee3c in s\u1ea1ch s\u1ebd, trong khi Amazon Nova x\u1eed l\u00fd c\u00e1c tr\u01b0\u1eddng h\u1ee3p ph\u1ee9c t\u1ea1p h\u01a1n nh\u01b0 thu\u1ed1c \u0111\u01b0\u1ee3c \u0111\u1ec1 c\u1eadp trong ghi ch\u00fa c\u1ee7a b\u00e1c s\u0129 ho\u1eb7c ghi ch\u00fa vi\u1ebft tay. S\u1ef1 k\u1ebft h\u1ee3p n\u00e0y \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u thu\u1ed1c c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng tr\u1ef1c ti\u1ebfp trong c\u00e1c quy tr\u00ecnh l\u00e2m s\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n \u0111\u1ed1i chi\u1ebfu th\u1ee7 c\u00f4ng.<\/p>\n

    T\u00e1c \u0111\u1ed9ng kinh doanh v\u00e0 k\u1ebft qu\u1ea3 th\u1ef1c ti\u1ec5n<\/h2>\n

    L\u1ed7i h\u1ed3 s\u01a1 c\u00f3 th\u1ec3 d\u1eabn \u0111\u1ebfn vi\u1ec7c b\u1ecb t\u1eeb ch\u1ed1i thanh to\u00e1n, ph\u1ea1t ki\u1ec3m to\u00e1n, m\u1ea5t ti\u1ec1n b\u1ed3i ho\u00e0n v\u00e0 t\u0103ng r\u1ee7i ro ki\u1ec7n t\u1ee5ng. Vi\u1ec7c tri\u1ec3n khai gi\u1ea3i ph\u00e1p c\u1ee7a Guardoc \u0111\u00e3 mang l\u1ea1i nh\u1eefng t\u00e1c \u0111\u1ed9ng r\u00f5 r\u1ec7t.<\/p>\n

    Trong m\u1ed9t \u0111\u1ee3t tri\u1ec3n khai h\u00e0ng qu\u00fd t\u1ea1i hai c\u01a1 s\u1edf v\u1edbi 200 b\u1ec7nh nh\u00e2n, Guardoc \u0111\u00e3 gi\u00fap th\u1ef1c hi\u1ec7n 847 l\u1ea7n s\u1eeda l\u1ed7i h\u1ed3 s\u01a1 v\u00e0 gi\u1ea3m 74% s\u1ed1 ca chuy\u1ec3n vi\u1ec7n tr\u00ean 100 l\u01b0\u1ee3t nh\u1eadp vi\u1ec7n. Con s\u1ed1 n\u00e0y \u0111\u1eb7c bi\u1ec7t c\u00f3 \u00fd ngh\u0129a v\u00ec chuy\u1ec3n vi\u1ec7n l\u00e0 m\u1ed9t trong nh\u1eefng s\u1ef1 ki\u1ec7n t\u1ed1n k\u00e9m v\u00e0 g\u00e2y b\u1ea5t \u1ed5n nh\u1ea5t trong ng\u00e0nh ch\u0103m s\u00f3c d\u00e0i h\u1ea1n.<\/p>\n

    M\u1ed9t nghi\u00ean c\u1ee9u \u0111i\u1ec3n h\u00ecnh kh\u00e1c tr\u00ean 7 c\u01a1 s\u1edf v\u1edbi 1.618 c\u01b0 d\u00e2n \u0111\u00e3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c 10.612 v\u1ea5n \u0111\u1ec1, gi\u00fap c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng nh\u1eadn di\u1ec7n r\u1ee7i ro \u1edf c\u1ea5p c\u01a1 s\u1edf. M\u1ed9t ph\u00e2n t\u00edch h\u00e0ng qu\u00fd ri\u00eang bi\u1ec7t b\u00e1o c\u00e1o m\u1ee9c gi\u1ea3m trung b\u00ecnh 46% l\u1ed7i h\u1ed3 s\u01a1, mang l\u1ea1i ROI h\u00e0ng n\u0103m tr\u00ean 400.000 USD cho m\u1ed9t c\u01a1 s\u1edf, gi\u1ea3m 70% ti\u1ec1n ph\u1ea1t ki\u1ec3m to\u00e1n v\u00e0 gi\u1ea3m 65% r\u1ee7i ro ph\u00e1p l\u00fd.<\/p>\n

    \u201cV\u1edbi h\u1ecd model Nova, ch\u00fang t\u00f4i \u0111ang gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c y t\u1ebf ph\u00e1t hi\u1ec7n c\u00e1c tr\u01b0\u1eddng h\u1ee3p r\u1ee7i ro cao s\u1edbm h\u01a1n v\u00e0 h\u00e0nh \u0111\u1ed9ng tr\u01b0\u1edbc khi v\u1ea5n \u0111\u1ec1 tr\u1edf n\u00ean t\u1ed1n k\u00e9m. B\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c quy tr\u00ecnh c\u00f4ng vi\u1ec7c t\u1eebng \u0111\u00f2i h\u1ecfi s\u1ef1 gi\u00e1m s\u00e1t th\u1ee7 c\u00f4ng, h\u1ecd model Nova gi\u00fap c\u00e1c \u0111\u1ed9i ng\u0169 gi\u1ea3m thi\u1ec3u l\u1ed7 h\u1ed5ng tu\u00e2n th\u1ee7, ng\u0103n ng\u1eeba sai s\u00f3t v\u00e0 t\u1eadp trung nhi\u1ec1u th\u1eddi gian h\u01a1n v\u00e0o vi\u1ec7c c\u1ea3i thi\u1ec7n k\u1ebft qu\u1ea3 c\u1ee7a b\u1ec7nh nh\u00e2n.\u201d
    \n\u2013 Assaf Amiaz<\/strong>, Gi\u00e1m \u0111\u1ed1c S\u1ea3n ph\u1ea9m, Guardoc Health<\/p><\/blockquote>\n

    L\u1ed9 tr\u00ecnh ti\u1ebfp theo<\/h2>\n

    L\u1ed9 tr\u00ecnh c\u1ee7a Guardoc \u0111ang m\u1edf r\u1ed9ng ra ngo\u00e0i vi\u1ec7c tu\u00e2n th\u1ee7 \u0111\u1ec3 bao g\u1ed3m to\u00e0n b\u1ed9 quy tr\u00ecnh l\u00e0m vi\u1ec7c l\u00e2m s\u00e0ng. C\u00e1c module \u0111\u01b0\u1ee3c l\u00ean k\u1ebf ho\u1ea1ch bao g\u1ed3m AI NoteAssist, MDSAssist, v\u00e0 Pharmacy Reconciliation, \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf \u0111\u1ec3 gi\u00fap c\u00e1c \u0111\u1ed9i ng\u0169 y t\u1ebf gi\u1ea3m t\u1ea3i c\u00f4ng vi\u1ec7c th\u1ee7 c\u00f4ng v\u00e0 ho\u1ea1t \u0111\u1ed9ng hi\u1ec7u qu\u1ea3 ngay trong h\u1ec7 th\u1ed1ng h\u1ed3 s\u01a1 s\u1ee9c kh\u1ecfe \u0111i\u1ec7n t\u1eed (EHR).<\/p>\n

    Nh\u1eefng c\u1ea3i ti\u1ebfn li\u00ean t\u1ee5c v\u1ec1 kh\u1ea3 n\u0103ng \u0111a ph\u01b0\u01a1ng th\u1ee9c v\u00e0 c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh (context window) \u0111\u01b0\u1ee3c m\u1edf r\u1ed9ng trong h\u1ecd model Amazon Nova 2 \u0111ang gi\u00fap pipeline c\u00f3 kh\u1ea3 n\u0103ng suy lu\u1eadn tr\u00ean kh\u1ed1i l\u01b0\u1ee3ng l\u1edbn n\u1ed9i dung l\u00e2m s\u00e0ng trong m\u1ed9t l\u1ea7n x\u1eed l\u00fd, gi\u1ea3m d\u1ea7n c\u00e1c tr\u01b0\u1eddng h\u1ee3p ngo\u1ea1i l\u1ec7 c\u1ea7n \u0111\u1ebfn s\u1ef1 can thi\u1ec7p c\u1ee7a con ng\u01b0\u1eddi.<\/p>\n

    K\u1ebft lu\u1eadn<\/h2>\n

    X\u1eed l\u00fd t\u00e0i li\u1ec7u y t\u1ebf l\u00e0 m\u1ed9t trong nh\u1eefng \u1ee9ng d\u1ee5ng AI c\u00f3 r\u1ee7i ro cao nh\u1ea5t trong doanh nghi\u1ec7p. S\u1ef1 \u0111a d\u1ea1ng c\u1ee7a t\u00e0i li\u1ec7u l\u00e0 c\u1ef1c l\u1edbn, bi\u00ean \u0111\u1ed9 sai s\u00f3t r\u1ea5t h\u1eb9p, v\u00e0 h\u1eadu qu\u1ea3 c\u1ee7a th\u1ea5t b\u1ea1i l\u00e0 c\u00f3 th\u1eadt. Guardoc \u0111\u00e3 ch\u1ee9ng minh r\u1eb1ng m\u1ed9t pipeline \u0111\u01b0\u1ee3c ki\u1ebfn tr\u00fac t\u1ed1t, x\u00e2y d\u1ef1ng tr\u00ean s\u1ef1 k\u1ebft h\u1ee3p \u0111\u00fang \u0111\u1eafn c\u1ee7a c\u00e1c d\u1ecbch v\u1ee5 AWS, c\u00f3 th\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y \u1edf quy m\u00f4 l\u1edbn. \u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c y t\u1ebf \u0111ang \u0111\u00e1nh gi\u00e1 AI, l\u1eddi khuy\u00ean l\u00e0 h\u00e3y \u0111o l\u01b0\u1eddng hi\u1ec7u su\u1ea5t tr\u00ean c\u00e1c lo\u1ea1i t\u00e0i li\u1ec7u th\u1ef1c t\u1ebf c\u1ee7a m\u00ecnh v\u00e0 thi\u1ebft l\u1eadp c\u00e1c ng\u01b0\u1ee1ng tin c\u1eady ph\u1ea3n \u00e1nh \u0111\u00fang chi ph\u00ed c\u1ee7a t\u1eebng lo\u1ea1i l\u1ed7i.<\/p>","protected":false},"excerpt":{"rendered":"

    C\u00f4ng ty c\u00f4ng ngh\u1ec7 y t\u1ebf Guardoc Health \u0111ang s\u1eed d\u1ee5ng c\u00e1c model AI thu\u1ed9c h\u1ecd Amazon Nova tr\u00ean n\u1ec1n t\u1ea3ng Amazon Bedrock \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i quy tr\u00ecnh x\u1eed l\u00fd h\u1ed3 s\u01a1 y t\u1ebf. Gi\u1ea3i ph\u00e1p n\u00e0y gi\u00fap c\u00e1c c\u01a1 s\u1edf ch\u0103m s\u00f3c d\u00e0i h\u1ea1n tr\u00edch xu\u1ea5t, ph\u00e2n lo\u1ea1i v\u00e0 x\u1eed l\u00fd c\u00e1c t\u00e0i li\u1ec7u…<\/p>","protected":false},"author":22,"featured_media":67085,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67087","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ctelers-blogs"],"acf":[],"yoast_head":"\nGuardoc Health t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed3 s\u01a1 y t\u1ebf v\u1edbi model Amazon Nova c\u1ee7a AWS | CMC Telecom<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aws.cmctelecom.vn\/en\/2026\/07\/28\/guardoc-health-tu-dong-hoa-ho-so-y-te-voi-model-amazon-nova-aws\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Guardoc Health t\u1ef1 \u0111\u1ed9ng h\u00f3a h\u1ed3 s\u01a1 y t\u1ebf v\u1edbi model Amazon Nova c\u1ee7a AWS | CMC Telecom\" \/>\n<meta property=\"og:description\" content=\"C\u00f4ng ty c\u00f4ng ngh\u1ec7 y t\u1ebf Guardoc Health \u0111ang s\u1eed d\u1ee5ng c\u00e1c model AI thu\u1ed9c h\u1ecd Amazon Nova tr\u00ean n\u1ec1n t\u1ea3ng Amazon Bedrock \u0111\u1ec3 chuy\u1ec3n \u0111\u1ed5i quy tr\u00ecnh x\u1eed l\u00fd h\u1ed3 s\u01a1 y t\u1ebf. 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