{"id":147354,"date":"2021-04-23T03:00:50","date_gmt":"2021-04-23T03:00:50","guid":{"rendered":"https:\/\/labinsights.com\/acf_article\/tai-canada-ai-artificial-intelligence-tri-tue-nhan-tao-giup-phan-bo-xet-nghiem-covid-19-mot-cach-chinh-xac-va-cong-bang\/"},"modified":"2026-02-27T05:14:04","modified_gmt":"2026-02-27T05:14:04","slug":"in-canada-ai-helps-allocate-covid-19-tests-accurately-and-fairly","status":"publish","type":"acf_article","link":"https:\/\/labinsights.com\/vi\/management\/healthcare-transformation\/in-canada-ai-helps-allocate-covid-19-tests-accurately-and-fairly\/","title":{"rendered":"T\u1ea1i Canada, AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) gi\u00fap ph\u00e2n b\u1ed5 x\u00e9t nghi\u1ec7m COVID-19 m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 c\u00f4ng b\u1eb1ng"},"content":{"rendered":"<div class=\"labinsights-form\">\n<p class=\"text-align-justify\">B\u1ea5t c\u1ee9 l\u00fac n\u00e0o, vi\u1ec7c qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c ph\u00f2ng xe\u0301t nghi\u1ec7m l\u00e2m s\u00e0ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn d\u1ec5 d\u00e0ng c\u00e1c loa\u0323i x\u00e9t nghi\u1ec7m, thu\u1ed1c th\u1eed v\u00e0 v\u1eadt t\u01b0 ti\u00eau hao c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ch\u1ea9n \u0111o\u00e1n c\u0169ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u2014 v\u00e0 \u0111\u00f3 l\u00e0 th\u00e1ch th\u1ee9c chung c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe, c\u00f4ng ty s\u1ea3n xu\u1ea5t, nh\u00e0 ph\u00e2n ph\u1ed1i v\u00e0 th\u1eadm ch\u00ed l\u00e0 c\u00e1c ph\u00f2ng xe\u0301t nghi\u1ec7m ri\u00eang l\u1ebb.<\/p>\n<p class=\"text-align-justify\">Nh\u01b0ng trong \u0111\u1ea1i d\u1ecbch, th\u00e1ch th\u1ee9c \u0111\u00f3 tr\u1edf th\u00e0nh n\u1ed7i kinh ho\u00e0ng t\u1eebng ph\u00fat, t\u1eebng gi\u00e2y. Khi COVID-19 c\u00e0n qu\u00e9t to\u00e0n th\u00ea\u0301 gi\u01a1\u0301i v\u00e0o \u0111\u1ea7u n\u0103m 2020, c\u00e1c nh\u00e0 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb ch\u1ea9n \u0111o\u00e1n, nh\u1eefng ng\u01b0\u1eddi \u0111ang ph\u00e1t tri\u1ec3n v\u00e0 ph\u00e2n ph\u1ed1i c\u00e1c loa\u0323i x\u00e9t nghi\u1ec7m SARS-CoV-2, nh\u1eadn ra r\u1eb1ng nhu c\u1ea7u \u0111ang t\u0103ng v\u1ecdt. Ngu\u1ed3n cung, t\u1ea5t nhi\u00ean, kh\u00f4ng h\u1ec1 thi\u1ebfu.<\/p>\n<\/div>\n<p class=\"text-align-justify\">T\u1ea1i Canada, m\u1ed9t li\u00ean k\u00ea\u0301t \u0111\u1ed9c \u0111\u00e1o gi\u1eefa m\u1ed9t nh\u00e0 s\u1ea3n xu\u1ea5t thi\u1ebft b\u1ecb ch\u1ea9n \u0111o\u00e1n h\u00e0ng \u0111\u1ea7u v\u00e0 ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO, m\u1ed9t c\u00f4ng ty t\u01b0 v\u1ea5n chuy\u00ean v\u1ec1 tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI), \u0111\u00e3 m\u1edf \u0111\u01b0\u1eddng cho m\u1ed9t m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n c\u00f3 th\u1ec3 ph\u00e2n b\u1ed5 x\u00e9t nghi\u1ec7m, thu\u1ed1c th\u1eed v\u00e0 v\u1eadt t\u01b0 ti\u00eau hao m\u1ed9t c\u00e1ch c\u00f4ng b\u1eb1ng v\u00e0 h\u1ee3p l\u00fd h\u01a1n. Ph\u01b0\u01a1ng ph\u00e1p n\u00e0y \u0111\u00e3 \u0111\u01b0\u1ee3c ki\u1ec3m tra v\u00ea\u0300 m\u01b0\u0301c \u0111\u00f4\u0323 \u0111a\u0301p \u01b0\u0301ng trong nh\u1eefng \u0111i\u1ec1u ki\u1ec7n kh\u1eafc nghi\u1ec7t nh\u1ea5t, va\u0300 cu\u0300ng v\u01a1\u0301i \u0111o\u0301 c\u0169ng c\u00f3 th\u1ec3 h\u1eefu \u00edch cho vi\u1ec7c qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng cho nhi\u00ea\u0300u nhu c\u1ea7u x\u00e9t nghi\u1ec7m l\u00e2m s\u00e0ng kh\u00e1c nhau trong \u0111i\u1ec1u ki\u1ec7n b\u00ecnh th\u01b0\u1eddng.<\/p>\n<p class=\"text-align-justify\">Khi \u0111\u1ea1i d\u1ecbch lan r\u1ed9ng kh\u1eafp B\u1eafc M\u1ef9 v\u00e0o \u0111\u1ea7u n\u0103m 2020, chi nh\u00e1nh Canada c\u1ee7a nh\u00e0 s\u1ea3n xu\u1ea5t IVD (In Vitro Diagnostics, ch\u1ea9n \u0111o\u00e1n trong \u1ed1ng nghi\u1ec7m) n\u00e0y \u0111\u01b0\u1ee3c ph\u00e2n b\u1ed5 m\u1ed9t s\u1ed1 l\u01b0\u1ee3ng h\u1ea1n ch\u1ebf v\u00e0 c\u1ed1 \u0111\u1ecbnh c\u00e1c x\u00e9t nghi\u1ec7m SARS-CoV-2 m\u1ed7i tu\u1ea7n \u0111\u1ec3 ph\u1ee5c v\u1ee5 qu\u1ed1c gia n\u00e0y. Tuy nhi\u00ean, vi\u1ec7c ph\u00e2n b\u1ed5 ch\u00fang kh\u00f4ng h\u1ec1 d\u1ec5 d\u00e0ng. M\u1ed7i x\u00e9t nghi\u1ec7m c\u1ea7n g\u1ea7n ch\u1ee5c v\u1eadt t\u01b0 ti\u00eau hao v\u00e0 thu\u1ed1c th\u1eed \u0111\u1ec3 ch\u1ea1y, v\u00e0 ch\u00fang ph\u1ea3i \u0111\u01b0\u1ee3c ph\u00e2n ph\u1ed1i theo \u0111\u00fang t\u1ef7 l\u1ec7 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u1ea5t c\u1ea3 c\u00e1c x\u00e9t nghi\u1ec7m n\u00e0y c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng b\u1edfi c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e2m s\u00e0ng m\u1ed7i tu\u1ea7n.<\/p>\n<p class=\"text-align-justify\">T\u1ed1i \u01b0u h\u00f3a s\u1ef1 k\u1ebft h\u1ee3p gi\u1eefa x\u00e9t nghi\u1ec7m, v\u1eadt t\u01b0 ti\u00eau hao v\u00e0 thu\u1ed1c th\u1eed kh\u00f4ng ph\u1ea3i l\u00e0 m\u1ee5c ti\u00eau duy nh\u1ea5t. Nh\u00f3m nghi\u00ean c\u1ee9u hi\u1ec3u r\u1eb1ng vi\u1ec7c ph\u00e2n b\u1ed5 x\u00e9t nghi\u1ec7m h\u1ea1n ch\u1ebf s\u1ebd kh\u00f4ng \u0111\u1ee7 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u \u0111\u1ecba ph\u01b0\u01a1ng, nh\u01b0ng h\u1ecd mu\u1ed1n ph\u00e2n b\u1ed5 ch\u00fang sao cho kh\u00f4ng b\u1ecf s\u00f3t m\u1ed9t s\u1ed1 ph\u00f2ng th\u00ed nghi\u1ec7m ho\u1eb7c c\u1ed9ng \u0111\u1ed3ng nh\u1ea5t \u0111\u1ecbnh. \u0110\u00f3 l\u00e0 l\u00fac h\u1ecd t\u00ecm \u0111\u1ebfn ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO.<\/p>\n<p class=\"text-align-justify\">Th\u00f4ng th\u01b0\u1eddng, c\u00e1c chuy\u00ean gia AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) t\u1ea1i ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO gi\u00fap c\u00e1c t\u1ed5 ch\u1ee9c d\u1ef1 b\u00e1o chu\u1ed7i cung \u1ee9ng ch\u00ednh x\u00e1c h\u01a1n \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a doanh thu. Nh\u01b0ng d\u1ef1 \u00e1n n\u00e0y la\u0323i kh\u00f4ng pha\u0309i nh\u01b0 v\u1eady. &#8220;V\u1ea5n \u0111\u1ec1 kh\u00f4ng ph\u1ea3i l\u00e0 doanh thu&#8221;, Andrea Lodi, \u0110\u1ed3ng s\u00e1ng l\u1eadp ki\u00eam Gi\u00e1m \u0111\u1ed1c Khoa h\u1ecdc c\u1ee7a ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO, cho bi\u1ebft. &#8220;\u0110i\u1ec1u quan tr\u1ecdng duy nh\u1ea5t l\u00e0 kh\u1ea3 n\u0103ng giao h\u00e0ng \u0111\u1ebfn \u0111\u00fang ng\u01b0\u1eddi, \u0111\u1ea3m b\u1ea3o s\u1ea3n ph\u1ea9m \u0111\u1ebfn \u0111\u00fang n\u01a1i, \u0111\u00fang l\u00fac v\u00e0 cu\u1ed1i c\u00f9ng l\u00e0 ph\u1ee5c v\u1ee5 nh\u1eefng b\u1ec7nh nh\u00e2n c\u1ea7n x\u00e9t nghi\u1ec7m nh\u1ea5t.&#8221; Nhu c\u1ea7u th\u1ef1c hi\u1ec7n \u0111i\u1ec1u n\u00e0y \u1edf Canada c\u1ea5p b\u00e1ch \u0111\u1ebfn m\u1ee9c Lodi v\u00e0 c\u00e1c \u0111\u1ed3ng nghi\u1ec7p c\u1ee7a \u00f4ng r\u1ea5t mong mu\u1ed1n \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3.<\/p>\n<p class=\"text-align-justify\">Nh\u01b0ng ngay c\u1ea3 v\u1edbi nh\u1eefng ng\u01b0\u1eddi am hi\u1ec3u AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) chuy\u00ean v\u1ec1 qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng, d\u1ef1 \u00e1n n\u00e0y c\u0169ng kh\u00f4ng h\u1ec1 d\u1ec5 d\u00e0ng. \u0110\u1ed9i ng\u0169 ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO th\u01b0\u1eddng th\u00edch x\u00e2y d\u1ef1ng m\u1ed9t m\u00f4 h\u00ecnh AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) t\u1eeb d\u1eef li\u1ec7u b\u00e1n h\u00e0ng trong hai n\u0103m \u0111\u1ec3 n\u1eafm b\u1eaft t\u00ednh th\u1eddi v\u1ee5 v\u00e0 b\u1ea5t k\u1ef3 y\u1ebfu t\u1ed1 n\u00e0o kh\u00e1c \u1ea3nh h\u01b0\u1edfng \u0111\u1ebfn cung c\u1ea7u. \u0110\u1ed1i v\u1edbi c\u00e1c x\u00e9t nghi\u1ec7m SARS-CoV-2, h\u1ecd ch\u1ec9 c\u00f3 d\u1eef li\u1ec7u trong hai tu\u1ea7n, Jack Klejka, Gi\u00e1m \u0111\u1ed1c Qu\u1ea3n l\u00fd S\u1ea3n ph\u1ea9m t\u1ea1i ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO, nh\u1edb l\u1ea1i. H\u1ecd \u0111\u00e3 t\u00edch h\u1ee3p th\u00eam d\u1eef li\u1ec7u theo th\u1eddi gian trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n d\u1ef1 \u00e1n v\u00e0 \u0111\u01b0a v\u00e0o c\u00e1c quy tr\u00ecnh x\u00e9t nghi\u1ec7m \u0111\u1ec3 hi\u1ec3u r\u00f5 lo\u1ea1i thu\u1ed1c th\u1eed v\u00e0 v\u1eadt t\u01b0 ti\u00eau hao n\u00e0o c\u1ea7n thi\u1ebft.<\/p>\n<p class=\"text-align-justify\">\u201cV\u1ea5n \u0111\u1ec1 kh\u00f4ng ph\u1ea3i l\u00e0 ph\u1ea3i c\u00f3 th\u1ee9 g\u00ec \u0111\u00f3 ho\u00e0n h\u1ea3o ngay l\u1eadp t\u1ee9c,\u201d Klejka n\u00f3i. \u201cCh\u00fang t\u00f4i ti\u1ebfp t\u1ee5c m\u1edf r\u1ed9ng \u0111\u1ed9 ph\u1ee9c t\u1ea1p trong qu\u00e1 tr\u00ecnh th\u1ef1c hi\u1ec7n.\u201d<\/p>\n<p class=\"text-align-justify\">Nh\u00f3m ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO \u0111\u00e3 ch\u1ecdn hai \u0111i\u1ec3m tham chi\u1ebfu \u0111\u1ec3 h\u1ed7 tr\u1ee3 vi\u1ec7c ra quy\u1ebft \u0111\u1ecbnh: (a) n\u0103ng l\u1ef1c s\u1eed d\u1ee5ng c\u1ee7a m\u1ed7i ph\u00f2ng x\u00e9t nghi\u1ec7m, v\u00e0 (b) t\u1ef7 l\u1ec7 nhi\u1ec5m tr\u00f9ng d\u1ef1a tr\u00ean s\u1ed1 ca d\u01b0\u01a1ng t\u00ednh tr\u00ean \u0111\u1ea7u ng\u01b0\u1eddi \u1edf m\u1ed7i t\u1ec9nh. M\u00f4 h\u00ecnh AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) s\u1ebd s\u1eed d\u1ee5ng c\u01a1 s\u1edf n\u00e0y c\u00f9ng v\u1edbi r\u1ea5t nhi\u1ec1u th\u00f4ng tin kh\u00e1c \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n nhu c\u1ea7u x\u00e9t nghi\u1ec7m v\u00e0 ph\u00e2n b\u1ed5 ngu\u1ed3n cung cho ph\u00f9 h\u1ee3p. N\u1ebfu c\u00f3 d\u1ecbch b\u00f9ng ph\u00e1t \u1edf m\u1ed9t khu v\u1ef1c n\u00e0o \u0111\u00f3 tr\u00ean c\u1ea3 n\u01b0\u1edbc, m\u00f4 h\u00ecnh s\u1ebd \u0111i\u1ec1u ch\u1ec9nh, t\u0103ng c\u01b0\u1eddng x\u00e9t nghi\u1ec7m \u1edf \u0111\u00f3 \u0111\u1ed3ng th\u1eddi gi\u1ea3m ngu\u1ed3n cung cho c\u00e1c khu v\u1ef1c \u00edt nhu c\u1ea7u h\u01a1n.<\/p>\n<p class=\"text-align-justify\">Trong c\u01a1n kh\u1ee7ng ho\u1ea3ng COVID-19, ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO \u0111\u00e3 \u0111\u01b0a ra m\u1ed9t m\u00f4 h\u00ecnh trong th\u1eddi gian k\u1ef7 l\u1ee5c \u2014 v\u00e0 ph\u01b0\u01a1ng ph\u00e1p m\u1edbi c\u1ee7a h\u1ecd \u0111\u00e3 ph\u00e1t huy hi\u1ec7u qu\u1ea3. Ch\u1ec9 t\u00e1m tu\u1ea7n sau khi tri\u1ec3n khai, m\u00f4 h\u00ecnh AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) \u0111\u00e3 c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c h\u01a1n 80% v\u00e0 n\u0103ng l\u1ef1c x\u00e9t nghi\u1ec7m trung b\u00ecnh t\u0103ng t\u1edbi 10%. \u0110\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) r\u1ea5t \u1ea5n t\u01b0\u1ee3ng: d\u1ef1 \u0111o\u00e1n th\u01b0\u1eddng ch\u00eanh l\u1ec7ch so v\u1edbi m\u1ee9c ti\u00eau th\u1ee5 th\u1ef1c t\u1ebf ch\u01b0a \u0111\u1ebfn 20 b\u1ed9 m\u1ed7i tu\u1ea7n. Ca\u0301c \u0111\u01a1n vi\u0323 kh\u00e1ch h\u00e0ng cu\u0309a ph\u00f2ng x\u00e9t nghi\u1ec7m c\u0169ng h\u00e0i l\u00f2ng h\u01a1n v\u00ec s\u1ef1 bi\u1ebfn \u0111\u1ed9ng ph\u00e2n b\u1ed5 t\u1eeb tu\u1ea7n n\u00e0y sang tu\u1ea7n kh\u00e1c \u0111\u00e3 gi\u1ea3m 78%, t\u0103ng c\u01b0\u1eddng t\u00ednh \u1ed5n \u0111\u1ecbnh v\u00e0 gi\u00fap h\u1ecd d\u1ec5 d\u00e0ng l\u1eadp k\u1ebf ho\u1ea1ch ngu\u1ed3n l\u1ef1c h\u01a1n.<\/p>\n<p class=\"text-align-justify\">D\u1ef1a tr\u00ean th\u00e0nh c\u00f4ng c\u1ee7a d\u1ef1 \u00e1n n\u00e0y, ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO \u0111ang th\u1ea3o lu\u1eadn v\u1ec1 c\u00e1ch m\u1edf r\u1ed9ng m\u00f4 h\u00ecnh d\u1ef1 \u0111o\u00e1n chu\u1ed7i cung \u1ee9ng d\u1ef1a tr\u00ean AI (Artificial Intelligence, tri\u0301 tu\u00ea\u0323 nh\u00e2n ta\u0323o) sang c\u00e1c th\u1eed nghi\u1ec7m kh\u00e1c v\u00e0 c\u00e1c qu\u1ed1c gia kh\u00e1c. &#8220;Khi ch\u00fang t\u00f4i b\u1eaft \u0111\u1ea7u d\u1ef1 \u00e1n n\u00e0y, ch\u00fang t\u00f4i nh\u1eadn th\u1ea5y r\u00f5 r\u00e0ng r\u1eb1ng c\u00f2n r\u1ea5t nhi\u1ec1u ti\u1ec1m n\u0103ng v\u01b0\u1ee3t ra ngo\u00e0i COVID-19&#8221;, Klejka n\u00f3i. &#8220;B\u1ea5t c\u1ee9 khi n\u00e0o b\u1ea1n thu th\u1eadp d\u1eef li\u1ec7u, \u0111\u1ec1u c\u00f3 c\u01a1 h\u1ed9i \u0111\u1ec3 t\u1ed1i \u01b0u h\u00f3a \u0111i\u1ec1u g\u00ec \u0111\u00f3.&#8221;<\/p>\n<p class=\"text-align-justify\"><em>Lodi v\u00e0 Klejka mong mu\u1ed1n ghi nh\u00e2\u0323n c\u00f4ng s\u01b0\u0301c cu\u0309a c\u00e1c th\u00e0nh vi\u00ean kh\u00e1c trong nh\u00f3m t\u1ea1i ca\u0301c pho\u0300ng xe\u0301t nghi\u00ea\u0323m IVADO vi\u0300 \u0111\u00e3 giu\u0301p d\u1ef1 \u00e1n n\u00e0y th\u00e0nh hi\u1ec7n th\u1ef1c, bao g\u1ed3m Helene Desmarais, Arnold Liwanag, Guy Desaulniers, Guillaume Rabusseau, Parnaz Tabrizian, Florian Soudan, Nabila Remli, Shima Nikfal v\u00e0 Benoit Bourbeau.\u00a0<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>B\u1ea5t c\u1ee9 l\u00fac n\u00e0o, vi\u1ec7c qu\u1ea3n l\u00fd chu\u1ed7i cung \u1ee9ng \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c ph\u00f2ng xe\u0301t nghi\u1ec7m l\u00e2m s\u00e0ng c\u00f3 th\u1ec3 ti\u1ebfp c\u1eadn d\u1ec5 d\u00e0ng c\u00e1c loa\u0323i x\u00e9t nghi\u1ec7m, thu\u1ed1c th\u1eed v\u00e0 v\u1eadt t\u01b0 ti\u00eau hao c\u1ea7n thi\u1ebft \u0111\u1ec3 \u0111\u00e1p \u1ee9ng nhu c\u1ea7u ch\u1ea9n \u0111o\u00e1n c\u0169ng c\u00f3 th\u1ec3 l\u00e0 m\u1ed9t th\u00e1ch th\u1ee9c \u2014 v\u00e0 \u0111\u00f3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":85131,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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