{"id":3764,"date":"2020-01-02T09:22:04","date_gmt":"2020-01-02T09:22:04","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=3764"},"modified":"2020-01-03T04:11:09","modified_gmt":"2020-01-03T04:11:09","slug":"tri-tue-nhan-tao-ai-vuot-qua-bac-sy-trong-chan-doan-ung-thu-vu","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/tong-hop\/tri-tue-nhan-tao-ai-vuot-qua-bac-sy-trong-chan-doan-ung-thu-vu-p3764\/","title":{"rendered":"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u01b0\u1ee3t qua b\u00e1c s\u1ef9 trong ch\u1ea9n \u0111o\u00e1n ung th\u01b0 v\u00fa"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>C\u00e1c thi\u1ebft b\u1ecb th\u00f4ng minh \u0111ang \u0111\u01b0\u1ee3c th\u1eed nghi\u1ec7m trong c\u00e1c b\u1ec7nh vi\u1ec7n \u0111\u00e3 cho k\u1ebft qu\u1ea3 r\u1ea5t h\u1ee9a h\u1eb9n.<\/p>\n<p><a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) ch\u00ednh x\u00e1c h\u01a1n c\u00e1c b\u00e1c s\u1ef9 trong chu\u1ea9n \u0111o\u00e1n ung th\u01b0 v\u00fa khi \u0111\u1ecdc h\u00ecnh \u1ea3nh X-quang tuy\u1ebfn v\u00fa, m\u1ed9t nghi\u00ean c\u1ee9u tr\u00ean t\u1ea1p ch\u00ed Nature cho hay.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p>M\u1ed9t nh\u00f3m qu\u1ed1c t\u1ebf, bao g\u1ed3m c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1eeb Google Health v\u00e0 Imperial College London, \u0111\u00e3 thi\u1ebft k\u1ebf m\u1ed9t m\u00f4 h\u00ecnh m\u00e1y t\u00ednh \u0111\u1ecdc c\u00e1c h\u00ecnh \u1ea3nh quang tuy\u1ebfn c\u1ee7a g\u1ea7n 29.000 ph\u1ee5 n\u1eef.<\/p>\n<p>Thu\u1eadt to\u00e1n n\u00e0y \u0111\u00e3 cho k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c v\u01b0\u1ee3t tr\u1ed9i so v\u1edbi s\u00e1u b\u00e1c s\u1ef9 \u0111\u1ecdc X-quang.<\/p>\n<p>AI c\u0169ng ho\u1ea1t \u0111\u1ed9ng t\u1ed1t nh\u01b0 hai b\u00e1c s\u1ef9 c\u00f9ng h\u1ee3p t\u00e1c l\u00e0m vi\u1ec7c nhau.<\/p>\n<p>Kh\u00f4ng gi\u1ed1ng con ng\u01b0\u1eddi, AI kh\u00f4ng bi\u1ebft m\u1ecfi m\u1ec7t. C\u00e1c chuy\u00ean gia n\u00f3i n\u00f3 c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c ph\u00e1t hi\u1ec7n ung th\u01b0 v\u00fa.<\/p>\n<h2>AI t\u1ed1t th\u1ebf n\u00e0o?<\/h2>\n<p>H\u1ec7 th\u1ed1ng AI hi\u1ec7n nay c\u1ee7a y t\u1ebf Anh qu\u1ed1c s\u1eed d\u1ee5ng hai b\u00e1c s\u1ef9 X-quang \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ch\u1ee5p tuy\u1ebfn v\u00fa c\u1ee7a m\u1ed7i ph\u1ee5 n\u1eef. Trong tr\u01b0\u1eddng h\u1ee3p gi\u1eefa h\u1ecd c\u00f3 s\u1ef1 b\u1ea5t \u0111\u1ed3ng trong vi\u1ec7c \u0111\u1ecdc k\u1ebft qu\u1ea3, \u0111i\u1ec1u n\u00e0y hi\u1ebfm khi x\u1ea3y ra, m\u1ed9t b\u00e1c s\u1ef9 th\u1ee9 ba s\u1ebd \u0111\u00e1nh gi\u00e1 c\u00e1c h\u00ecnh \u1ea3nh n\u00e0y.<\/p>\n<figure style=\"width: 624px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/01\/tgmc-blog-5e0db63d9c003.jpg\" alt=\"\" width=\"624\" height=\"351\" \/><figcaption class=\"wp-caption-text\">AI cho k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c nh\u01b0 hai b\u00e1c s\u1ef9 l\u00e0m vi\u1ec7c c\u00f9ng nhau<\/figcaption><\/figure>\n<p>Trong nghi\u00ean c\u1ee9u, m\u1ed9t m\u00f4 h\u00ecnh AI ti\u1ebfp nh\u1eadn c\u00e1c h\u00ecnh \u1ea3nh X-quang tuy\u1ebfn v\u00fa \u1ea9n danh, do \u0111\u00f3 kh\u00f4ng x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c danh t\u00ednh ng\u01b0\u1eddi ph\u1ee5 n\u1eef l\u00e0 ch\u1ee7 nh\u00e2n c\u1ee7a nh\u1eefng h\u00ecnh \u1ea3nh n\u00e0y.<\/p>\n<p>Kh\u00f4ng gi\u1ed1ng nh\u01b0 c\u00e1c chuy\u00ean gia l\u00e0 con ng\u01b0\u1eddi &#8211; v\u1ed1n \u0111\u00e3 ti\u1ebfp c\u1eadn v\u1edbi l\u1ecbch s\u1eed b\u1ec7nh l\u00fd c\u1ee7a b\u1ec7nh nh\u00e2n &#8211; AI ch\u1ec9 c\u0103n c\u1ee9 v\u00e0o k\u1ebft qu\u1ea3 ch\u1ee5p nh\u0169 \u1ea3nh (mammogram).<\/p>\n<p>C\u00e1c k\u1ebft qu\u1ea3 cho th\u1ea5y, AI cho k\u1ebft qu\u1ea3 t\u1ed1t nh\u01b0 h\u1ec7 th\u1ed1ng \u0111\u1ecdc h\u00ecnh \u1ea3nh X-quang hai l\u01b0\u1ee3t c\u1ee7a hai b\u00e1c s\u1ef9 hi\u1ec7n nay.<\/p>\n<p>V\u00e0 th\u1ef1c t\u1ebf l\u00e0 n\u00f3 v\u01b0\u1ee3t tr\u1ed9i m\u1ed9t b\u00e1c s\u1ef9 trong ch\u1ea9n \u0111o\u00e1n ung th\u01b0 v\u00fa.<\/p>\n<p>S\u1eed d\u1ee5ng AI c\u0169ng gi\u1ea3m \u0111\u01b0\u1ee3c 1,2% k\u1ebft qu\u1ea3 ch\u1ea9n \u0111o\u00e1n d\u01b0\u01a1ng t\u00ednh gi\u1ea3 so v\u1edbi m\u1ed9t b\u00e1c s\u1ef9 .<\/p>\n<p>V\u00e0 gi\u1ea3m \u0111\u01b0\u1ee3c 2,7% k\u1ebft qu\u1ea3 \u00e2m t\u00ednh gi\u1ea3 &#8211; ngh\u0129a l\u00e0 khi ung th\u1ee9 v\u00fa kh\u00f4ng b\u1ecb ph\u00e1t hi\u1ec7n.<\/p>\n<p>Dominic King t\u1eeb Google Health n\u00f3i: &#8220;Nh\u00f3m c\u1ee7a t\u00f4i th\u1ef1c s\u1ef1 t\u1ef1 h\u00e0o v\u00ec c\u00e1c k\u1ebft qu\u1ea3 n\u00e0y, n\u00f3 cho th\u1ea5y r\u1eb1ng ch\u00fang t\u00f4i \u0111ang \u0111i \u0111\u00fang h\u01b0\u1edbng trong ph\u00e1t tri\u1ec3n m\u1ed9t c\u00f4ng c\u1ee5 gi\u00fap c\u00e1c b\u00e1c s\u1ef9 ph\u00e1t hi\u1ec7n ung th\u01b0 v\u1edbi c\u00e1c k\u1ebft qu\u1ea3 ch\u00ednh x\u00e1c h\u01a1n.&#8221;<\/p>\n<p>H\u1ea7u h\u1ebft c\u00e1c h\u00ecnh \u1ea3nh ch\u1ee5p nh\u0169 quang \u0111\u1ebfn t\u1eeb b\u1ed9 d\u1eef li\u1ec7u m\u00e0 T\u1ed5 ch\u1ee9c Nghi\u00ean c\u1ee9u Ung th\u01b0 Anh Qu\u1ed1c OPTIMAM (Cancer Research UK&#8217;s OPTIMAM) thu th\u1eadp t\u1eeb B\u1ec7nh vi\u1ec7n St George \u1edf London, Trung t\u00e2m V\u00fa Jarvis \u1edf Guidford v\u00e0 B\u1ec7nh vi\u1ec7n Addenbrooke \u1edf Cambridge.<\/p>\n<p>Ph\u1ea3i m\u1ea5t h\u01a1n m\u1ed9t th\u1eadp k\u1ef7 \u0111\u1ec3 \u0111\u00e0o t\u1ea1o m\u1ed9t b\u00e1c s\u1ef9 v\u00e0 chuy\u00ean gia \u0111\u1ec3 tr\u1edf th\u00e0nh m\u1ed9t b\u00e1c s\u1ef9 \u0111\u1ecdc h\u00ecnh \u1ea3nh X-quang, c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh ch\u1ee5p quang tuy\u1ebfn v\u00fa.<\/p>\n<p>\u0110\u1ecdc h\u00ecnh \u1ea3nh X-quang l\u00e0 m\u1ed9t c\u00f4ng vi\u1ec7c quan tr\u1ecdng nh\u01b0ng m\u1ea5t r\u1ea5t nhi\u1ec1u th\u1eddi gian, v\u00e0 hi\u1ec7n \u01b0\u1edbc t\u00ednh thi\u1ebfu t\u1edbi h\u01a1n 1.000 b\u00e1c s\u1ef9 \u0111\u1ecdc X-quang \u1edf Anh.<\/p>\n<h2>AI s\u1ebd thay th\u1ebf con ng\u01b0\u1eddi?<\/h2>\n<p>Kh\u00f4ng. Con ng\u01b0\u1eddi c\u1ea7n \u0111\u1ec3 thi\u1ebft k\u1ebf v\u00e0 \u0111\u00e0o t\u1ea1o c\u00e1c m\u00f4 h\u00ecnh tr\u00ed th\u00f4ng minh nh\u00e2n t\u1ea1o.<\/p>\n<p>\u0110\u00e2y m\u1edbi ch\u1ec9 l\u00e0 m\u1ed9t nghi\u00ean c\u1ee9u, v\u00e0 h\u1ec7 th\u1ed1ng AI v\u1eabn ch\u01b0a \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u1edf c\u00e1c ph\u00f2ng kh\u00e1m.<\/p>\n<p>Ngay c\u1ea3 khi n\u00f3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i, \u00edt nh\u1ea5t v\u1eabn c\u1ea7n c\u00f3 m\u1ed9t b\u00e1c s\u1ef9 \u0111\u1ecdc X-quang \u0111\u1ec3 l\u00e0m nhi\u1ec7m v\u1ee5 ch\u1ea9n \u0111o\u00e1n.<\/p>\n<p>Nh\u01b0ng AI c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u c\u1ea7n hai b\u00e1c s\u1ef9 \u0111\u1ec3 \u0111\u1ecdc hai l\u1ea7n m\u1ed9t h\u00ecnh \u1ea3nh X-quang, gi\u1ea3m \u00e1p l\u1ef1c v\u00e0 kh\u1ed1i l\u01b0\u1ee3ng c\u00f4ng vi\u1ec7c cho h\u1ecd &#8211; c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u cho hay.<\/p>\n<p>Gi\u00e1o s\u01b0 Ara Darzi, \u0111\u1ed3ng t\u00e1c gi\u1ea3 v\u00e0 l\u00e0 Gi\u00e1m \u0111\u1ed1c Trung t\u00e2m Nghi\u00ean c\u1ee9u Ung th\u01b0 ho\u00e0ng gia Anh qu\u1ed1c, n\u00f3i v\u1edbi BBC: &#8220;K\u1ebft qu\u1ea3 n\u00e0y v\u01b0\u1ee3t qu\u00e1 mong \u0111\u1ee3i c\u1ee7a t\u00f4i. N\u00f3 s\u1ebd c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 trong c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng ch\u1ea9n \u0111o\u00e1n, v\u00e0 gi\u1ea3i ph\u00f3ng s\u1ee9c lao \u0111\u1ed9ng cho c\u00e1c b\u00e1c s\u1ef9 X-quang \u0111\u1ec3 h\u1ecd c\u00f3 th\u1ec3 l\u00e0m nh\u1eefng vi\u1ec7c quan tr\u1ecdng h\u01a1n.&#8221;<\/p>\n<p>Ph\u1ee5 n\u1eef trong \u0111\u1ed9 tu\u1ed5i 50 \u0111\u1ebfn 70 \u1edf Anh \u0111\u01b0\u1ee3c m\u1eddi ch\u1ee5p nh\u0169 \u1ea3nh ba n\u0103m m\u1ed9t l\u1ea7n, c\u00f2n nh\u1eefng ph\u1ee5 n\u1eef l\u1edbn tu\u1ed5i h\u01a1n c\u00f3 th\u1ec3 y\u00eau c\u1ea7u \u0111\u1ec3 \u0111\u01b0\u1ee3c ch\u1ee5p.<\/p>\n<p>Cu\u1ed1i c\u00f9ng, vi\u1ec7c s\u1eed d\u1ee5ng AI c\u00f3 th\u1ec3 \u0111\u1ea9y nhanh t\u1ed1c \u0111\u1ed9 ch\u1ea9n \u0111o\u00e1n, b\u1edfi h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch trong v\u00e0i gi\u00e2y b\u1eb1ng thu\u1eadt to\u00e1n m\u00e1y t\u00ednh.<\/p>\n<p>Sara Hiom, Gi\u00e1m \u0111\u1ed1c Trung t\u00e2m Ch\u1ea9n \u0111o\u00e1n Ung th\u01b0 s\u1edbm c\u1ee7a CRUK, n\u00f3i v\u1edbi BBC: &#8220;\u0110\u00e2y l\u00e0 k\u1ebft qu\u1ea3 nghi\u00ean c\u1ee9u ban \u0111\u1ea7u \u0111\u1ea7y h\u1ee9a h\u1eb9n cho th\u1ea5y vi\u1ec7c ch\u1ea9n \u0111o\u00e1n h\u00ecnh \u1ea3nh c\u00f3 th\u1ec3 ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n trong t\u01b0\u01a1ng lai. V\u00e0 \u0111i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a b\u1ec7nh nh\u00e2n b\u1edbt ph\u1ea3i ch\u1edd \u0111\u1ee3i v\u00e0 b\u1edbt lo l\u1eafng h\u01a1n, mang l\u1ea1i k\u1ebft qu\u1ea3 t\u1ed1t \u0111\u1eb9p h\u01a1n.&#8221;<\/p>\n<figure style=\"width: 624px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2020\/01\/tgmc-blog-5e0db63dda820.jpg\" alt=\"Helen Edwards\" width=\"624\" height=\"351\" \/><figcaption class=\"wp-caption-text\">Helen Edwards m\u1eafc ung th\u01b0 v\u00fa \u1edf \u0111\u1ed9 tu\u1ed5i 40<\/figcaption><\/figure>\n<p>Helen Edwards, t\u1eeb Surrey, b\u1ecb ch\u1ea9n \u0111o\u00e1n ung th\u1ee9 v\u00fa khi 44 tu\u1ed5i, tr\u01b0\u1edbc khi b\u00e0 b\u01b0\u1edbc v\u00e0o \u0111\u1ed9 tu\u1ed5i \u0111\u01b0\u1ee3c m\u1eddi \u0111i ch\u1ee5p nh\u0169 \u1ea3nh.<\/p>\n<p>B\u00e0 \u0111\u01b0\u1ee3c y\u00eau c\u1ea7u ph\u1eabu thu\u1eadt, h\u00f3a tr\u1ecb, x\u1ea1 tr\u1ecb, v\u00e0 \u0111\u00e3 kh\u1ecfi b\u1ec7nh ung th\u01b0 h\u01a1n m\u1ed9t th\u1eadp k\u1ef7 qua.<\/p>\n<p>B\u00e0 l\u00e0 m\u1ed9t b\u1ec7nh nh\u00e2n \u0111\u1ea1i di\u1ec7n cho \u1ee7y ban CRUK &#8211; nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 ph\u1ea3i quy\u1ebft \u0111\u1ecbnh c\u00f3 c\u1ea5p ph\u00e9p cho Google Health \u0111\u1ec3 s\u1eed d\u1ee5ng c\u00e1c d\u1eef li\u1ec7u ung th\u01b0 v\u00fa \u1ea9n danh hay kh\u00f4ng.<\/p>\n<p>Helen n\u00f3i v\u1edbi BBC: &#8220;Ban \u0111\u1ea7u t\u00f4i h\u01a1i lo ng\u1ea1i v\u1ec1 c\u00e1i m\u00e0 Google c\u00f3 th\u1ec3 l\u00e0m v\u1edbi c\u00e1c d\u1eef li\u1ec7u, nh\u01b0ng danh t\u00ednh ch\u1ee7 nh\u00e2n c\u1ee7a c\u00e1c d\u1eef li\u1ec7u n\u00e0y \u0111\u00e3 b\u1ecb l\u01b0\u1ee3c b\u1ecf.&#8221;<\/p>\n<p>&#8220;V\u1ec1 l\u00e2u d\u00e0i vi\u1ec7c n\u00e0y ch\u1ec9 c\u00f3 l\u1ee3i cho ph\u1ee5 n\u1eef.<\/p>\n<p>&#8220;C\u00e1c m\u00e1y m\u00f3c <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> kh\u00f4ng m\u1ec7t m\u1ecfi&#8230; Ch\u00fang c\u00f3 th\u1ec3 l\u00e0m vi\u1ec7c 24\/7 trong khi con ng\u01b0\u1eddi th\u00ec kh\u00f4ng th\u1ec3, do \u0111\u00f3 n\u1ebfu k\u1ebft h\u1ee3p c\u1ea3 hai th\u00ec \u0111\u00f3 l\u00e0 m\u1ed9t \u00fd t\u01b0\u1edfng tuy\u1ec7t v\u1eddi.&#8221;<\/p>\n<p><em>Ngu\u1ed3n<\/em>\u00a0BBC<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n \u0111\u1ea7u ph\u00e1t h\u00e0nh mi\u1ec5n ph\u00ed m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef m\u1edbi v\u1edbi t\u00ean g\u1ecdi l\u00e0 GPT-OSS<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21466\">5 \u0111i\u1ec1u b\u1ea1n c\u1ea7n bi\u1ebft v\u1ec1 NVIDIA DGX Spark &#8211; Chi\u1ebfc m\u00e1y t\u00ednh m\u01a1 \u01b0\u1edbc c\u1ee7a c\u00e1c nh\u00e0 ph\u00e1t tri\u1ec3n AI<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21557\">SLM v\u00e0 AI t\u1ea1i bi\u00ean: B\u00ecnh minh c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi hay ch\u1ec9 l\u00e0 c\u01a1n s\u1ed1t nh\u1ea5t th\u1eddi?<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=21405\">NVIDIA t\u1ea1i Computex 2025: &#8220;G\u00e3 kh\u1ed5ng l\u1ed3 xanh&#8221; \u0111\u1eb7t c\u01b0\u1ee3c t\u1ea5t c\u1ea3 v\u00e0o AI, GeForce li\u1ec7u c\u00f3 b\u1ecb ra r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>C&aacute;c thi&#7871;t b&#7883; th&ocirc;ng minh &#273;ang &#273;&#432;&#7907;c th&#7917; nghi&#7879;m trong c&aacute;c b&#7879;nh vi&#7879;n &#273;&atilde; cho k&#7871;t qu&#7843; r&#7845;t h&#7913;a h&#7865;n. Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) ch&iacute;nh x&aacute;c h&#417;n c&aacute;c b&aacute;c s&#7929; trong chu&#7849;n &#273;o&aacute;n ung th&#432; v&uacute; khi &#273;&#7885;c h&igrave;nh &#7843;nh X-quang tuy&#7871;n v&uacute;, m&#7897;t nghi&ecirc;n c&#7913;u tr&ecirc;n t&#7841;p ch&iacute; Nature cho hay. M&#7897;t nh&oacute;m&#8230;<\/p>\n","protected":false},"author":2,"featured_media":3765,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3,1],"tags":[7,278],"class_list":["post-3764","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","category-tong-hop","tag-ai","tag-y-te"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u01b0\u1ee3t qua b\u00e1c s\u1ef9 trong ch\u1ea9n \u0111o\u00e1n ung th\u01b0 v\u00fa - Blog | TheGioiMayChu<\/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:\/\/thegioimaychu.vn\/blog\/tong-hop\/tri-tue-nhan-tao-ai-vuot-qua-bac-sy-trong-chan-doan-ung-thu-vu-p3764\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) v\u01b0\u1ee3t qua b\u00e1c s\u1ef9 trong ch\u1ea9n \u0111o\u00e1n ung th\u01b0 v\u00fa - Blog | TheGioiMayChu\" \/>\n<meta name=\"twitter:description\" content=\"C&aacute;c thi&#7871;t b&#7883; th&ocirc;ng minh &#273;ang &#273;&#432;&#7907;c th&#7917; nghi&#7879;m trong c&aacute;c b&#7879;nh vi&#7879;n &#273;&atilde; cho k&#7871;t qu&#7843; r&#7845;t h&#7913;a h&#7865;n. 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