{"id":3055,"date":"2024-04-20T10:42:17","date_gmt":"2024-04-20T03:42:17","guid":{"rendered":"https:\/\/bsvothanhtoan.com\/?p=3055"},"modified":"2024-04-20T11:28:42","modified_gmt":"2024-04-20T04:28:42","slug":"ai-du-doan-nguy-co-gay-xuong","status":"publish","type":"post","link":"https:\/\/bsvothanhtoan.com\/en\/ai-du-doan-nguy-co-gay-xuong\/","title":{"rendered":"AI d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng"},"content":{"rendered":"

AI d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p \u0111o m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng th\u00f4ng qua DEXA (Dual Energy X-ray Absorptiometry) l\u00e0 m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng do lo\u00e3ng x\u01b0\u01a1ng<\/a>. DEXA s\u1eed d\u1ee5ng tia X \u0111\u1ec3 \u0111o m\u1eadt \u0111\u1ed9 kho\u00e1ng x\u01b0\u01a1ng c\u1ee7a c\u00e1c khu v\u1ef1c c\u1ee5 th\u1ec3 tr\u00ean c\u01a1 th\u1ec3, th\u01b0\u1eddng l\u00e0 x\u01b0\u01a1ng \u0111\u00f9i v\u00e0 x\u01b0\u01a1ng \u0111\u1ed1t s\u1ed1ng d\u01b0\u1edbi.<\/span><\/em><\/h2>\n
\"H\u00ecnh
Ai D\u1ef1 \u0111o\u00e1n Nguy C\u01a1 G\u00e3y X\u01b0\u01a1ng<\/a><\/figcaption><\/figure>\n

C\u1ee5 th\u1ec3, trong qu\u00e1 tr\u00ecnh DEXA, hai lo\u1ea1i tia X c\u00f3 n\u0103ng l\u01b0\u1ee3ng kh\u00e1c nhau \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 xuy\u00ean qua x\u01b0\u01a1ng. D\u1ef1a tr\u00ean m\u1ee9c \u0111\u1ed9 h\u1ea5p th\u1ee5 c\u1ee7a tia X b\u1edfi x\u01b0\u01a1ng, m\u1eadt \u0111\u1ed9 kho\u00e1ng x\u01b0\u01a1ng \u0111\u01b0\u1ee3c \u0111o l\u01b0\u1eddng. K\u1ebft qu\u1ea3 \u0111\u01b0\u1ee3c so s\u00e1nh v\u1edbi m\u1ed9t nh\u00f3m ng\u01b0\u1eddi tr\u01b0\u1edfng th\u00e0nh c\u00f3 c\u00f9ng gi\u1edbi t\u00ednh v\u00e0 \u0111\u1ed9 tu\u1ed5i \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh t-score, m\u1ed9t ph\u00e9p \u0111o so s\u00e1nh m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng v\u1edbi m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng b\u00ecnh th\u01b0\u1eddng.<\/p>\n

C\u00e1c k\u1ebft qu\u1ea3 c\u1ee7a DEXA c\u00f3 th\u1ec3 cho bi\u1ebft li\u1ec7u m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng c\u1ee7a b\u1ea1n c\u00f3 trong ph\u1ea1m vi b\u00ecnh th\u01b0\u1eddng, th\u1ea5p h\u01a1n b\u00ecnh th\u01b0\u1eddng (lo\u00e3ng x\u01b0\u01a1ng) ho\u1eb7c c\u1ef1c k\u1ef3 th\u1ea5p (lo\u00e3ng x\u01b0\u01a1ng n\u1eb7ng). D\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 n\u00e0y, b\u00e1c s\u0129 c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng c\u1ee7a b\u1ea1n v\u00e0 \u0111\u1ec1 xu\u1ea5t c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ph\u00f2ng ng\u1eeba ho\u1eb7c \u0111i\u1ec1u tr\u1ecb ph\u00f9 h\u1ee3p.<\/p>\n

Tuy nhi\u00ean, nh\u01b0 \u0111\u00e3 \u0111\u1ec1 c\u1eadp, DEXA c\u00f3 th\u1ec3 kh\u00f4ng ph\u00f9 h\u1ee3p cho nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 tr\u1ea3i qua ph\u1eabu thu\u1eadt c\u1ed9t s\u1ed1ng ho\u1eb7c c\u00f3 bi\u1ebfn d\u1ea1ng c\u1ed9t s\u1ed1ng. Trong tr\u01b0\u1eddng h\u1ee3p n\u00e0y, m\u1ed9t m\u00f4 h\u00ecnh AI d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng b\u1eb1ng c\u00e1ch qu\u00e9t x\u01b0\u01a1ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p h\u1ee9a h\u1eb9n \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng cho nh\u1eefng ng\u01b0\u1eddi n\u00e0y.<\/p>\n

Ph\u01b0\u01a1ng ph\u00e1p \u0111o m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng b\u1eb1ng DEXA (Dual Energy X-ray Absorptiometry) l\u00e0 m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p ch\u00ednh x\u00e1c v\u00e0 ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng do lo\u00e3ng x\u01b0\u01a1ng. DEXA s\u1eed d\u1ee5ng tia X \u0111\u1ec3 \u0111o l\u01b0\u1ee3ng canxi v\u00e0 c\u00e1c kho\u00e1ng ch\u1ea5t kh\u00e1c trong x\u01b0\u01a1ng, th\u01b0\u1eddng \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n \u1edf c\u1ed9t s\u1ed1ng, h\u00f4ng, ho\u1eb7c c\u1ed5 tay. M\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng c\u00e0ng cao, x\u01b0\u01a1ng c\u00e0ng ch\u1eafc kh\u1ecfe v\u00e0 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng c\u00e0ng th\u1ea5p. Ng\u01b0\u1ee3c l\u1ea1i, n\u1ebfu m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng d\u01b0\u1edbi m\u1ee9c b\u00ecnh th\u01b0\u1eddng so v\u1edbi \u0111\u1ed9 tu\u1ed5i c\u1ee7a b\u1ea1n, b\u1ea1n c\u00f3 nguy c\u01a1 b\u1ecb lo\u00e3ng x\u01b0\u01a1ng v\u00e0 g\u00e3y x\u01b0\u01a1ng.<\/p>\n

\"Ai
Ai D\u1ef1 \u0111o\u00e1n Nguy C\u01a1 G\u00e3y X\u01b0\u01a1ng 1<\/figcaption><\/figure>\n

DEXA c\u00f3 nhi\u1ec1u \u01b0u \u0111i\u1ec3m quan tr\u1ecdng:<\/strong><\/p>\n

1. An to\u00e0n v\u1ec1 b\u1ee9c x\u1ea1: DEXA ph\u00e1t ra m\u1ed9t l\u01b0\u1ee3ng b\u1ee9c x\u1ea1 r\u1ea5t nh\u1ecf, th\u1ea5p h\u01a1n nhi\u1ec1u so v\u1edbi c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ch\u1ee5p X-ray<\/a> kh\u00e1c. \u0110i\u1ec1u n\u00e0y l\u00e0m cho n\u00f3 an to\u00e0n cho s\u1ee9c kh\u1ecfe v\u00e0 kh\u00f4ng g\u00e2y nguy c\u01a1 \u0111\u00e1ng k\u1ec3.<\/p>\n

2. \u0110\u01a1n gi\u1ea3n v\u00e0 nhanh ch\u00f3ng: Th\u1ee7 t\u1ee5c DEXA \u0111\u01a1n gi\u1ea3n, nhanh ch\u00f3ng v\u00e0 kh\u00f4ng g\u00e2y \u0111au \u0111\u1edbn. N\u00f3 kh\u00f4ng \u0111\u00f2i h\u1ecfi g\u00e2y m\u00ea v\u00e0 kh\u00f4ng x\u00e2m l\u1ea5n, do \u0111\u00f3 ph\u00f9 h\u1ee3p cho m\u1ecdi \u0111\u1ed1i t\u01b0\u1ee3ng b\u1ec7nh nh\u00e2n.<\/p>\n

3. Ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3: D\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 c\u1ee7a DEXA, b\u00e1c s\u0129 c\u00f3 th\u1ec3 \u0111\u00e1nh gi\u00e1 m\u1ee9c \u0111\u1ed9 lo\u00e3ng x\u01b0\u01a1ng c\u1ee7a b\u1ec7nh nh\u00e2n v\u00e0 x\u00e1c \u0111\u1ecbnh li\u1ec7u li\u1ec7u \u0111i\u1ec1u tr\u1ecb l\u00e0 c\u1ea7n thi\u1ebft hay kh\u00f4ng. N\u00f3 c\u0169ng cung c\u1ea5p th\u00f4ng tin \u0111\u1ec3 theo d\u00f5i hi\u1ec7u qu\u1ea3 c\u1ee7a \u0111i\u1ec1u tr\u1ecb sau n\u00e0y.<\/p>\n

4. Ph\u00e1t hi\u1ec7n s\u1edbm: DEXA cho ph\u00e9p ph\u00e1t hi\u1ec7n lo\u00e3ng x\u01b0\u01a1ng \u1edf giai \u0111o\u1ea1n s\u1edbm, tr\u01b0\u1edbc khi c\u00f3 tri\u1ec7u ch\u1ee9ng ho\u1eb7c g\u00e3y x\u01b0\u01a1ng x\u1ea3y ra. \u0110i\u1ec1u n\u00e0y cho ph\u00e9p b\u00e1c s\u0129 can thi\u1ec7p k\u1ecbp th\u1eddi \u0111\u1ec3 ng\u0103n ch\u1eb7n ho\u1eb7c gi\u1ea3m thi\u1ec3u nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng.<\/p>\n

Ph\u01b0\u01a1ng ph\u00e1p DEXA (Dual Energy X-ray Absorptiometry) c\u00f3 m\u1ed9t s\u1ed1 h\u1ea1n ch\u1ebf c\u1ea7n \u0111\u01b0\u1ee3c nh\u1eadn bi\u1ebft:<\/strong><\/p>\n

1. Kh\u00f4ng d\u1ef1 \u0111o\u00e1n g\u00e3y x\u01b0\u01a1ng c\u1ee5 th\u1ec3: DEXA kh\u00f4ng th\u1ec3 d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c li\u1ec7u m\u1ed9t ng\u01b0\u1eddi c\u00f3 g\u00e3y x\u01b0\u01a1ng hay kh\u00f4ng. Thay v\u00e0o \u0111\u00f3, n\u00f3 ch\u1ec9 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng v\u00e0 m\u1ee9c \u0111\u1ed9 lo\u00e3ng x\u01b0\u01a1ng c\u1ee7a ng\u01b0\u1eddi \u0111\u00f3.<\/p>\n

2. Kh\u00f4ng ph\u00f9 h\u1ee3p cho m\u1ed9t s\u1ed1 tr\u01b0\u1eddng h\u1ee3p \u0111\u1eb7c bi\u1ec7t: DEXA kh\u00f4ng \u0111\u01b0\u1ee3c khuy\u1ebfn kh\u00edch cho nh\u1eefng ng\u01b0\u1eddi \u0111\u00e3 tr\u1ea3i qua ph\u1eabu thu\u1eadt c\u1ed9t s\u1ed1ng ho\u1eb7c c\u00f3 bi\u1ebfn d\u1ea1ng c\u1ed9t s\u1ed1ng, do c\u00f3 th\u1ec3 l\u00e0m sai l\u1ec7ch k\u1ebft qu\u1ea3. C\u00e1c t\u00ecnh tr\u1ea1ng kh\u00e1c nh\u01b0 inflammation of the bone<\/a> kh\u1edbp c\u0169ng c\u00f3 th\u1ec3 \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn k\u1ebft qu\u1ea3 c\u1ee7a DEXA.<\/p>\n

3. C\u1ea7n s\u1ef1 chu\u1ea9n b\u1ecb v\u00e0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng: \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c c\u1ee7a k\u1ebft qu\u1ea3, vi\u1ec7c th\u1ef1c hi\u1ec7n DEXA \u0111\u00f2i h\u1ecfi s\u1ef1 chu\u1ea9n b\u1ecb c\u1ea9n th\u1eadn v\u00e0 ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng. C\u00e1c x\u00e9t nghi\u1ec7m DEXA ph\u1ea3i \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n tr\u00ean c\u00f9ng m\u1ed9t thi\u1ebft b\u1ecb v\u00e0 \u1edf c\u00f9ng m\u1ed9t c\u01a1 s\u1edf y t\u1ebf, v\u00ec c\u00e1c thi\u1ebft b\u1ecb kh\u00e1c nhau c\u00f3 th\u1ec3 t\u1ea1o ra k\u1ebft qu\u1ea3 kh\u00e1c nhau.<\/p>\n

4. H\u1ea1n ch\u1ebf trong vi\u1ec7c \u0111\u00e1nh gi\u00e1 x\u01b0\u01a1ng v\u00e0 m\u00f4 kh\u00e1c: DEXA ch\u1ec9 \u0111o m\u1eadt \u0111\u1ed9 kho\u00e1ng x\u01b0\u01a1ng v\u00e0 kh\u00f4ng cung c\u1ea5p th\u00f4ng tin v\u1ec1 c\u1ea5u tr\u00fac x\u01b0\u01a1ng ho\u1eb7c s\u1ef1 kh\u00e1c bi\u1ec7t gi\u1eefa x\u01b0\u01a1ng v\u00e0 m\u00f4 m\u1ec1m. Do \u0111\u00f3, n\u00f3 c\u00f3 th\u1ec3 kh\u00f4ng ph\u1ea3n \u00e1nh \u0111\u1ea7y \u0111\u1ee7 t\u00ecnh tr\u1ea1ng s\u1ee9c kh\u1ecfe c\u1ee7a x\u01b0\u01a1ng v\u00e0 m\u00f4 xung quanh.<\/p>\n

5. Gi\u1edbi h\u1ea1n v\u1ec1 chi ph\u00ed v\u00e0 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn: M\u1eb7c d\u00f9 DEXA l\u00e0 m\u1ed9t c\u00f4ng c\u1ee5 quan tr\u1ecdng, nh\u01b0ng chi ph\u00ed v\u00e0 kh\u1ea3 n\u0103ng ti\u1ebfp c\u1eadn c\u1ee7a n\u00f3 c\u00f3 th\u1ec3 l\u00e0 h\u1ea1n ch\u1ebf \u0111\u1ed1i v\u1edbi m\u1ed9t s\u1ed1 ng\u01b0\u1eddi, \u0111\u1eb7c bi\u1ec7t l\u00e0 \u1edf c\u00e1c khu v\u1ef1c c\u00f3 ngu\u1ed3n l\u1ef1c y t\u1ebf h\u1ea1n ch\u1ebf.<\/p>\n

\"Ai
Ai D\u1ef1 \u0111o\u00e1n Nguy C\u01a1 G\u00e3y X\u01b0\u01a1ng 2<\/figcaption><\/figure>\n

Nghi\u00ean c\u1ee9u n\u00e0y \u0111\u00e3 m\u00f4 t\u1ea3 vi\u1ec7c ph\u00e1t tri\u1ec3n m\u1ed9t m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) h\u1ee9a h\u1eb9n trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng d\u1ef1a tr\u00ean k\u1ebft qu\u1ea3 c\u1ee7a c\u00e1c x\u00e9t nghi\u1ec7m DEXA. Nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 s\u1eed d\u1ee5ng m\u1ed9t k\u1ebft h\u1ee3p c\u1ee7a m\u00f4 h\u00ecnh chuy\u1ec3n \u0111\u1ed5i t\u1ea7m nh\u00ecn (Vision Transformer – ViT) v\u00e0 c\u00e1c m\u1ea1ng n\u01a1-ron t\u00edch ch\u1eadp (Convolutional Neural Networks – CNNs) nh\u01b0 VGG-16 v\u00e0 ResNet-50 \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh DEXA c\u0169ng nh\u01b0 th\u00f4ng tin l\u00e2m s\u00e0ng c\u1ee7a b\u1ec7nh nh\u00e2n.<\/p>\n

\u0110\u1ec3 hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh, nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 thu th\u1eadp m\u1ed9t l\u01b0\u1ee3ng l\u1edbn h\u00ecnh \u1ea3nh DEXA t\u1eeb 478 ng\u01b0\u1eddi v\u00e0 48 ng\u01b0\u1eddi kh\u00f4ng t\u1ef1 ch\u1ee7. H\u00ecnh \u1ea3nh n\u00e0y bao g\u1ed3m c\u1ea3 h\u00ecnh \u1ea3nh to\u00e0n c\u01a1 th\u1ec3 c\u0169ng nh\u01b0 h\u00ecnh \u1ea3nh ri\u00eang l\u1ebb c\u1ee7a h\u00f4ng, c\u1eb3ng tay v\u00e0 c\u1ed9t s\u1ed1ng. \u0110\u1ea7u v\u00e0o c\u1ee7a m\u00f4 h\u00ecnh bao g\u1ed3m c\u00e1c m\u1ed1c lo\u00e3ng x\u01b0\u01a1ng tr\u00ean b\u1ea3n qu\u00e9t, \u0111o BMD c\u1ee7a c\u00e1c v\u00f9ng kh\u00e1c nhau tr\u00ean c\u01a1 th\u1ec3, c\u0169ng nh\u01b0 c\u00e1c ch\u1ec9 s\u1ed1 l\u00e2m s\u00e0ng nh\u01b0 n\u1ed3ng \u0111\u1ed9 vitamin D v\u00e0 canxi.<\/p>\n

K\u1ebft qu\u1ea3 c\u1ee7a nghi\u00ean c\u1ee9u cho th\u1ea5y m\u00f4 h\u00ecnh c\u00f3 kh\u1ea3 n\u0103ng ph\u00e2n lo\u1ea1i ch\u00ednh x\u00e1c r\u1ee7i ro g\u00e3y x\u01b0\u01a1ng v\u1edbi \u0111\u1ed9 ch\u00ednh x\u00e1c trung b\u00ecnh d\u01b0\u1edbi \u0111i\u1ec3m \u0111\u01b0\u1eddng cong ROC l\u00e0 74.3%. \u0110i\u1ec1u n\u00e0y ch\u1ec9 ra ti\u1ec1m n\u0103ng c\u1ee7a vi\u1ec7c s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh nh\u00e2n t\u1ea1o \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh DEXA v\u00e0 d\u1eef li\u1ec7u l\u00e2m s\u00e0ng trong vi\u1ec7c d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng.<\/p>\n

Tuy nhi\u00ean, nghi\u00ean c\u1ee9u c\u0169ng nh\u1ea5n m\u1ea1nh r\u1eb1ng m\u00f4 h\u00ecnh c\u1ea7n \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n v\u00e0 ki\u1ec3m tra th\u00eam \u0111\u1ec3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 \u0111\u00e1ng tin c\u1eady. C\u1ea7n th\u00eam th\u1eddi gian v\u00e0 nghi\u00ean c\u1ee9u \u0111\u1ec3 ho\u00e0n thi\u1ec7n m\u00f4 h\u00ecnh tr\u01b0\u1edbc khi c\u00f3 th\u1ec3 tri\u1ec3n khai r\u1ed9ng r\u00e3i trong th\u1ef1c t\u1ebf y t\u1ebf.<\/p>\n

Xem th\u00eam c\u00e1c ki\u1ebfn th\u1ee9c kh\u00e1c<\/a><\/p>","protected":false},"excerpt":{"rendered":"

AI d\u1ef1 \u0111o\u00e1n nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng l\u00e0 ph\u01b0\u01a1ng ph\u00e1p \u0111o m\u1eadt \u0111\u1ed9 x\u01b0\u01a1ng th\u00f4ng qua DEXA (Dual Energy X-ray Absorptiometry) l\u00e0 m\u1ed9t trong nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p ph\u1ed5 bi\u1ebfn nh\u1ea5t \u0111\u1ec3 \u0111\u00e1nh gi\u00e1 nguy c\u01a1 g\u00e3y x\u01b0\u01a1ng do lo\u00e3ng x\u01b0\u01a1ng. DEXA s\u1eed d\u1ee5ng tia X \u0111\u1ec3 \u0111o m\u1eadt \u0111\u1ed9 kho\u00e1ng x\u01b0\u01a1ng c\u1ee7a c\u00e1c khu v\u1ef1c […]<\/p>\n","protected":false},"author":1,"featured_media":3060,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nxb":"","tac-gia":"","the-loai":"","nam-xuat-ban":"","ngon-ngu":"","isbn":"","gia":"","muc-luc":"","footnotes":""},"categories":[19],"tags":[],"class_list":["post-3055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tin-tuc"],"_links":{"self":[{"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/posts\/3055","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/comments?post=3055"}],"version-history":[{"count":5,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/posts\/3055\/revisions"}],"predecessor-version":[{"id":3063,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/posts\/3055\/revisions\/3063"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/media\/3060"}],"wp:attachment":[{"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/media?parent=3055"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/categories?post=3055"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bsvothanhtoan.com\/en\/wp-json\/wp\/v2\/tags?post=3055"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}