{"id":147018,"date":"2025-02-13T09:53:43","date_gmt":"2025-02-13T09:53:43","guid":{"rendered":"https:\/\/labinsights.com\/acf_article\/hoi-dap-toi-uu-hoa-quy-trinh-lam-viec-cho-cac-phong-xet-nghiem-voi-bac-si-mohd-jamsani\/"},"modified":"2026-02-20T11:08:36","modified_gmt":"2026-02-20T11:08:36","slug":"accelerating-laboratory-efficiency-with-digital-workflows-qa-with-dr-mohd-jamsani-bin-mat-salleh","status":"publish","type":"acf_article","link":"https:\/\/labinsights.com\/vi\/management\/digital-transformation\/accelerating-laboratory-efficiency-with-digital-workflows-qa-with-dr-mohd-jamsani-bin-mat-salleh\/","title":{"rendered":"H\u1ecfi & \u0110\u00e1p: T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c cho c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m v\u1edbi B\u00e1c s\u0129 Mohd Jamsani"},"content":{"rendered":"

Gi\u1edbi thi\u1ec7u \u2014 T\u1ed1i \u01b0u h\u00f3a quy tr\u00ecnh l\u00e0m vi\u1ec7c cho c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m v\u1edbi B\u00e1c s\u0129 Mohd Jamsani<\/h2>\n

C\u00f4ng ngh\u1ec7 k\u1ef9 thu\u1eadt s\u1ed1 \u0111ang chuy\u1ec3n \u0111\u1ed5i c\u00e1ch th\u1ee9c ho\u1ea1t \u0111\u1ed9ng c\u1ee7a c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e2m s\u00e0ng. C\u00e1c nhi\u1ec7m v\u1ee5 th\u01b0\u1eddng xuy\u00ean \u0111ang \u0111\u01b0\u1ee3c t\u1ef1 \u0111\u1ed9ng h\u00f3a, quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u01b0\u1ee3c t\u1ed1i \u01b0u h\u00f3a v\u00e0 qu\u1ea3n l\u00fd d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1ea3i thi\u1ec7n. Nh\u1eefng thay \u0111\u1ed5i n\u00e0y \u0111\u00e3 ch\u1ee9ng t\u1ecf l\u00e0 m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p hi\u1ec7u qu\u1ea3 \u0111\u1ec3 gi\u1ea3i quy\u1ebft kh\u1ed1i l\u01b0\u1ee3ng x\u00e9t nghi\u1ec7m l\u1edbn v\u00e0 nhu c\u1ea7u v\u1ec1 th\u1eddi gian quay v\u00f2ng nhanh, \u0111\u1ed3ng th\u1eddi gi\u1ea3m thi\u1ec3u chi ph\u00ed v\u1eadn h\u00e0nh cho c\u00e1c t\u1ed5 ch\u1ee9c tr\u00ean to\u00e0n th\u1ebf gi\u1edbi [1]. M\u1ed9t b\u01b0\u1edbc quan tr\u1ecdng trong qu\u00e1 tr\u00ecnh chuy\u1ec3n \u0111\u1ed5i n\u00e0y l\u00e0 tri\u1ec3n khai quy tr\u00ecnh c\u00f4ng vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1. \u0110\u1ed9i ng\u0169 Lab Insights \u0111\u00e3 g\u1eb7p g\u1ee1 B\u00e1c s\u0129 Mohd Jamsani bin Mat Salleh<\/a>, m\u1ed9t chuy\u00ean gia b\u1ec7nh l\u00fd h\u00f3a h\u1ecdc t\u1ea1i Seberang Jaya Hospital in Penang, Malaysia, \u0111\u1ec3 th\u1ea3o lu\u1eadn v\u1ec1 nh\u1eefng kinh nghi\u1ec7m c\u1ee7a \u00f4ng trong vi\u1ec7c \u00e1p d\u1ee5ng quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 trong m\u1ed9t ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e2m s\u00e0ng.<\/p>\n

\u00d4ng \u0111\u1ecbnh ngh\u0129a quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 trong b\u1ed1i c\u1ea3nh ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e2m s\u00e0ng nh\u01b0 th\u1ebf n\u00e0o, v\u00e0 nh\u1eefng b\u01b0\u1edbc ban \u0111\u1ea7u trong vi\u1ec7c tri\u1ec3n khai quy tr\u00ecnh n\u00e0y l\u00e0 g\u00ec?<\/strong><\/h3>\n

Quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 l\u00e0 m\u1ed9t chu\u1ed7i c\u00e1c b\u01b0\u1edbc ho\u00e0n th\u00e0nh b\u1eb1ng \u0111i\u1ec7n t\u1eed \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c nhi\u1ec7m v\u1ee5 v\u00e0 quy tr\u00ecnh. \u0110\u1ed1i v\u1edbi c\u00e1c t\u1ed5 ch\u1ee9c, chi\u1ebfn l\u01b0\u1ee3c quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c hi\u1ec3u r\u00f5 c\u00e1c quy tr\u00ecnh ph\u00f2ng x\u00e9t nghi\u1ec7m c\u1ee7a m\u00ecnh. C\u00e1c quy tr\u00ecnh hi\u1ec7n t\u1ea1i c\u1ea7n \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111i\u1ec3m ngh\u1ebdn v\u00e0 v\u1ea5n \u0111\u1ec1, bao g\u1ed3m vi\u1ec7c nh\u1eadp li\u1ec7u th\u1ee7 c\u00f4ng, h\u1ed3 s\u01a1 gi\u1ea5y t\u1edd, vi\u1ec7c theo d\u00f5i m\u1eabu kh\u00f4ng hi\u1ec7u qu\u1ea3 v\u00e0 vi\u1ec7c b\u00e1o c\u00e1o k\u1ebft qu\u1ea3 b\u1ecb tr\u00ec ho\u00e3n. \u0110\u1ec3 gi\u1ea3i quy\u1ebft c\u00e1c v\u1ea5n \u0111\u1ec1 \u0111\u00e3 x\u00e1c \u0111\u1ecbnh, c\u00e1c t\u1ed5 ch\u1ee9c c\u1ea7n \u0111\u1ea7u t\u01b0 v\u00e0o c\u00f4ng ngh\u1ec7 ph\u00f9 h\u1ee3p (v\u00ed d\u1ee5: h\u1ec7 th\u1ed1ng th\u00f4ng tin ph\u00f2ng x\u00e9t nghi\u1ec7m [LIS], h\u1ec7 th\u1ed1ng qu\u1ea3n l\u00fd th\u00f4ng tin ph\u00f2ng x\u00e9t nghi\u1ec7m [LIMS], v\u00e0 c\u00e1c gi\u1ea3i ph\u00e1p ph\u1ea7n m\u1ec1m li\u00ean quan kh\u00e1c) v\u00e0 thi\u1ebft k\u1ebf c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3. M\u1ee5c ti\u00eau l\u00e0 t\u1ed1i \u01b0u h\u00f3a ho\u1ea1t \u0111\u1ed9ng b\u1eb1ng c\u00e1ch gi\u1ea3m b\u1edbt g\u00e1nh n\u1eb7ng c\u1ee7a c\u00e1c nhi\u1ec7m v\u1ee5 \u00edt \u1ea3nh h\u01b0\u1edfng v\u00e0 \u01b0u ti\u00ean nh\u1eefng nhi\u1ec7m v\u1ee5 c\u00f3 ti\u1ec1m n\u0103ng mang l\u1ea1i l\u1ee3i \u00edch l\u1edbn nh\u1ea5t. Cu\u1ed1i c\u00f9ng, c\u00e1c gi\u1ea3i ph\u00e1p c\u00f4ng ngh\u1ec7 \u0111\u01b0\u1ee3c ch\u1ecdn c\u1ea7n \u0111\u01b0\u1ee3c tri\u1ec3n khai v\u00e0 \u0111\u1ecbnh c\u1ea5u h\u00ecnh sao cho ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u00e3 thi\u1ebft k\u1ebf, \u0111\u1ed3ng th\u1eddi cung c\u1ea5p \u0111\u00e0o t\u1ea1o to\u00e0n di\u1ec7n cho nh\u00e2n vi\u00ean ph\u00f2ng x\u00e9t nghi\u1ec7m \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o vi\u1ec7c s\u1eed d\u1ee5ng hi\u1ec7u qu\u1ea3 c\u00e1c h\u1ec7 th\u1ed1ng m\u1edbi.<\/p>\n

\u00d4ng c\u00f3 th\u1ec3 chia s\u1ebb nh\u1eefng v\u00ed d\u1ee5 c\u1ee5 th\u1ec3 v\u1ec1 c\u00e1ch c\u00e1c quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u00e3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 trong c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m kh\u00f4ng?<\/strong><\/h3>\n

M\u1ed9t v\u00ed d\u1ee5 \u0111\u00e1ng ch\u00fa \u00fd l\u00e0 vi\u1ec7c th\u1ef1c hi\u1ec7n m\u1ed9t h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng x\u00e1c th\u1ef1c<\/em>. X\u00e1c minh k\u1ebft qu\u1ea3 x\u00e9t nghi\u1ec7m th\u1ee7 c\u00f4ng \u1edf ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e0 m\u1ed9t quy tr\u00ecnh t\u1ed1n th\u1eddi gian v\u00e0 d\u1ec5 x\u1ea3y ra l\u1ed7i. C\u00e1c h\u1ec7 th\u1ed1ng x\u00e1c th\u1ef1c t\u1ef1 \u0111\u1ed9ng d\u1ef1a tr\u00ean quy t\u1eafc cung c\u1ea5p m\u1ed9t gi\u1ea3i ph\u00e1p b\u1eb1ng c\u00e1ch t\u1ef1 \u0111\u1ed9ng h\u00f3a vi\u1ec7c xem x\u00e9t k\u1ebft qu\u1ea3 x\u00e9t nghi\u1ec7m. C\u00e1c h\u1ec7 th\u1ed1ng n\u00e0y bao g\u1ed3m m\u1ed9t ph\u1ea7n m\u1ec1m trung gian v\u00e0 LIS v\u00e0 tu\u00e2n theo m\u1ed9t t\u1eadp h\u1ee3p c\u00e1c thu\u1eadt to\u00e1n. C\u00e1c thu\u1eadt to\u00e1n, ng\u01b0\u1ee3c l\u1ea1i, \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n d\u1ef1a tr\u00ean th\u00f4ng \u0111i\u1ec7p v\u00e0 c\u1edd t\u1eeb thi\u1ebft b\u1ecb, tr\u1ea1ng th\u00e1i ki\u1ec3m so\u00e1t ch\u1ea5t l\u01b0\u1ee3ng, ki\u1ec3m tra gi\u1edbi h\u1ea1n k\u1ebft qu\u1ea3, ki\u1ec3m tra delta, gi\u00e1 tr\u1ecb quan tr\u1ecdng, ki\u1ec3m tra t\u00ednh nh\u1ea5t qu\u00e1n v\u00e0 th\u00f4ng tin l\u00e2m s\u00e0ng li\u00ean quan \u0111\u1ebfn b\u1ec7nh nh\u00e2n. T\u00e1c \u0111\u1ed9ng t\u00edch c\u1ef1c c\u1ee7a c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh t\u1ef1 x\u00e1c nh\u1eadn \u0111\u1ed1i v\u1edbi hi\u1ec7u qu\u1ea3 ph\u00f2ng x\u00e9t nghi\u1ec7m, t\u1ef7 l\u1ec7 l\u1ed7i v\u00e0 an to\u00e0n b\u1ec7nh nh\u00e2n \u0111\u00e3 \u0111\u01b0\u1ee3c ch\u1ee9ng minh r\u00f5 r\u00e0ng trong c\u00e1c t\u00e0i li\u1ec7u nghi\u00ean c\u1ee9u \u0111\u00e3 c\u00f4ng b\u1ed1 [2, 3, 4, 5]. C\u1ee5 th\u1ec3 trong ph\u00f2ng x\u00e9t nghi\u1ec7m c\u1ee7a ch\u00fang t\u00f4i, ch\u00fang t\u00f4i \u0111\u00e3 ch\u1ee9ng ki\u1ebfn s\u1ef1 gi\u1ea3m m\u1ea1nh th\u1eddi gian x\u00e9t nghi\u1ec7m HbA1c khi thay th\u1ebf h\u1ec7 th\u1ed1ng x\u00e9t nghi\u1ec7m c\u0169 b\u1eb1ng m\u1ed9t h\u1ec7 th\u1ed1ng m\u1edbi, c\u00f3 giao di\u1ec7n LIS hai chi\u1ec1u v\u00e0 ph\u1ea7n m\u1ec1m t\u01b0 v\u1ea5n t\u00edch h\u1ee3p. H\u1ec7 th\u1ed1ng m\u1edbi n\u00e0y, ch\u1ea1y tr\u00ean thu\u1eadt to\u00e1n t\u1ef1 \u0111\u1ed9ng x\u00e1c minh 32 quy t\u1eafc, s\u1ebd t\u1ef1 \u0111\u1ed9ng \u0111\u00e1nh gi\u00e1 s\u1eafc k\u00fd \u0111\u1ed3 HbA1c b\u00ecnh th\u01b0\u1eddng. Th\u1eddi gian quay v\u00f2ng \u0111\u00e3 \u0111\u01b0\u1ee3c r\u00fat ng\u1eafn t\u1eeb 1 gi\u1edd xu\u1ed1ng d\u01b0\u1edbi 5 ph\u00fat v\u00e0 h\u01a1n 70% m\u1eabu x\u00e9t nghi\u1ec7m h\u00e0ng ng\u00e0y \u0111\u01b0\u1ee3c x\u1eed l\u00fd trong v\u00f2ng 4 gi\u1edd. M\u1ed9t v\u00ed d\u1ee5 kh\u00e1c l\u00e0 vi\u1ec7c \u00e1p d\u1ee5ng quy tr\u00ecnh l\u00e0m vi\u1ec7c kh\u00f4ng gi\u1ea5y t\u1edd<\/em> cho \u0111i\u1ec7n di protein huy\u1ebft thanh (SPE). Nh\u01b0 ch\u00fang ta \u0111\u00e3 bi\u1ebft, SPE (\u0111i\u1ec7n di protein huy\u1ebft thanh) li\u00ean quan \u0111\u1ebfn vi\u1ec7c t\u1ea1o ra c\u00e1c gel v\u1eadt l\u00fd v\u00e0 \u0111\u1ed3 th\u1ecb m\u1eadt \u0111\u1ed9. C\u00e1c h\u1ed3 s\u01a1 v\u1eadt l\u00fd n\u00e0y th\u01b0\u1eddng \u0111\u00f2i h\u1ecfi kh\u00f4ng gian v\u1eadt l\u00fd \u0111\u00e1ng k\u1ec3 v\u00e0 c\u00f3 th\u1ec3 kh\u00f3 kh\u0103n \u0111\u1ec3 truy xu\u1ea5t v\u00e0 chia s\u1ebb hi\u1ec7u qu\u1ea3. Ngo\u00e0i ra, vi\u1ec7c nh\u1eadp li\u1ec7u v\u00e0 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u th\u1ee7 c\u00f4ng d\u1ec5 b\u1ecb sai s\u00f3t do y\u1ebfu t\u1ed1 con ng\u01b0\u1eddi. Ph\u00f2ng x\u00e9t nghi\u1ec7m c\u1ee7a ch\u00fang t\u00f4i \u0111\u00e3 c\u00f3 th\u1ec3 chuy\u1ec3n \u0111\u1ed5i th\u00e0nh c\u00f4ng t\u1eeb quy tr\u00ecnh l\u00e0m vi\u1ec7c ho\u00e0n to\u00e0n b\u1eb1ng gi\u1ea5y sang quy tr\u00ecnh k\u1ef9 thu\u1eadt s\u1ed1 b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng c\u00e1c h\u1ec7 th\u1ed1ng th\u00f4ng tin v\u00e0 ph\u1ea7n m\u1ec1m chuy\u00ean d\u1ee5ng cho ph\u00e9p ch\u1ee5p v\u00e0 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh k\u1ef9 thu\u1eadt s\u1ed1. \u0110i\u1ec1u n\u00e0y d\u1eabn \u0111\u1ebfn th\u1eddi gian tr\u1ea3 k\u1ebft qu\u1ea3 nhanh h\u01a1n, \u0111\u1eb7c bi\u1ec7t \u0111\u1ed1i v\u1edbi c\u00e1c ch\u1ea9n \u0111o\u00e1n m\u1edbi v\u00e0 gi\u1ea3m mi\u1ec5n d\u1ecbch trong c\u00f9ng ng\u00e0y. Ngo\u00e0i vi\u1ec7c r\u00fat ng\u1eafn th\u1eddi gian tr\u1ea3 k\u1ebft qu\u1ea3, quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 c\u00f2n mang l\u1ea1i nh\u1eefng l\u1ee3i \u00edch kh\u00e1c. Th\u1ee9 nh\u1ea5t, vi\u1ec7c lo\u1ea1i b\u1ecf gel v\u1eadt l\u00fd v\u00e0 h\u1ed3 s\u01a1 gi\u1ea5y \u0111\u00e3 gi\u1ea3m thi\u1ec3u t\u00e1c \u0111\u1ed9ng \u0111\u1ebfn m\u00f4i tr\u01b0\u1eddng, m\u1ed9t l\u1ee3i \u00edch l\u1edbn trong th\u1eddi \u0111\u1ea1i m\u1ed1i quan t\u00e2m ng\u00e0y c\u00e0ng t\u0103ng v\u1ec1 t\u00ednh b\u1ec1n v\u1eefng. Th\u1ee9 hai, c\u00e1c h\u00ecnh \u1ea3nh v\u00e0 b\u00e1o c\u00e1o k\u1ef9 thu\u1eadt s\u1ed1 \u0111\u00e3 t\u1ea1o \u0111i\u1ec1u ki\u1ec7n thu\u1eadn l\u1ee3i cho vi\u1ec7c trao \u0111\u1ed5i th\u00f4ng tin li\u1ec1n m\u1ea1ch gi\u1eefa c\u00e1c chuy\u00ean gia ch\u0103m s\u00f3c s\u1ee9c kh\u1ecfe. Th\u1ee9 ba, quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 mang l\u1ea1i kh\u1ea3 n\u0103ng linh ho\u1ea1t cao h\u01a1n b\u1eb1ng c\u00e1ch cho ph\u00e9p x\u1eed l\u00fd m\u1eabu ri\u00eang l\u1ebb, thay v\u00ec d\u1ef1a v\u00e0o quy tr\u00ecnh x\u1eed l\u00fd h\u00e0ng lo\u1ea1t, g\u00e2y ch\u1eadm tr\u1ec5.<\/p>\n

Theo \u00f4ng, nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t m\u00e0 c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i \u0111\u1ed1i m\u1eb7t khi tri\u1ec3n khai quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1 trong c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m l\u00e0 g\u00ec, v\u00e0 l\u00e0m th\u1ebf n\u00e0o \u0111\u1ec3 v\u01b0\u1ee3t qua nh\u1eefng th\u00e1ch th\u1ee9c n\u00e0y?<\/strong><\/h3>\n

C\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 t\u00e0i ch\u00ednh<\/em>.<\/strong> \u0110\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c d\u1ef1 \u00e1n chuy\u1ec3n \u0111\u1ed5i k\u1ef9 thu\u1eadt s\u1ed1, bao g\u1ed3m quy tr\u00ecnh l\u00e0m vi\u1ec7c k\u1ef9 thu\u1eadt s\u1ed1, mang l\u1ea1i l\u1ee3i nhu\u1eadn t\u1ed1i \u01b0u, vi\u1ec7c xem x\u00e9t c\u1ea9n th\u1eadn L\u1ee3i t\u1ee9c \u0111\u1ea7u t\u01b0 (ROI) l\u00e0 r\u1ea5t quan tr\u1ecdng. C\u00e1c t\u1ed5 ch\u1ee9c n\u00ean th\u1ef1c hi\u1ec7n m\u1ed9t cu\u1ed9c ki\u1ec3m tra k\u1ef9 l\u01b0\u1ee1ng t\u1ea5t c\u1ea3 c\u00e1c chi ph\u00ed li\u00ean quan \u0111\u1ebfn d\u1ef1 \u00e1n, t\u1eeb vi\u1ec7c mua ph\u1ea7n m\u1ec1m cho \u0111\u1ebfn n\u00e2ng c\u1ea5p c\u01a1 s\u1edf h\u1ea1 t\u1ea7ng. H\u1ecd c\u0169ng n\u00ean t\u00ednh \u0111\u1ebfn l\u1ee3i \u00edch ti\u1ec1m n\u0103ng, xem x\u00e9t li\u1ec7u t\u0103ng hi\u1ec7u qu\u1ea3, c\u1ea3i thi\u1ec7n \u0111\u1ed9 ch\u00ednh x\u00e1c c\u1ee7a d\u1eef li\u1ec7u v\u00e0 th\u1eddi gian tr\u1ea3 k\u1ebft qu\u1ea3 nhanh h\u01a1n c\u00f3 th\u1ec3 chuy\u1ec3n th\u00e0nh ti\u1ebft ki\u1ec7m chi ph\u00ed \u0111\u00e1ng k\u1ec3 trong th\u1eddi gian d\u00e0i. C\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 c\u00f4ng ngh\u1ec7<\/em>.<\/strong> \u0110\u1ea7u ti\u00ean v\u00e0 tr\u00ean h\u1ebft l\u00e0 b\u1ea3o m\u1eadt d\u1eef li\u1ec7u. T\u00ednh ch\u1ea5t k\u1ebft n\u1ed1i c\u1ee7a c\u00e1c h\u1ec7 th\u1ed1ng k\u1ef9 thu\u1eadt s\u1ed1 khi\u1ebfn c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m d\u1ec5 b\u1ecb t\u1ea5n c\u00f4ng m\u1ea1ng, \u0111i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 g\u00e2y ra nh\u1eefng h\u1eadu qu\u1ea3 nghi\u00eam tr\u1ecdng, bao g\u1ed3m r\u00f2 r\u1ec9 d\u1eef li\u1ec7u, gi\u00e1n \u0111o\u1ea1n h\u1ec7 th\u1ed1ng v\u00e0 thi\u1ec7t h\u1ea1i v\u1ec1 uy t\u00edn. \u0110\u1ec3 gi\u1ea3m thi\u1ec3u r\u1ee7i ro n\u00e0y, c\u00e1c t\u1ed5 ch\u1ee9c n\u00ean th\u1ef1c hi\u1ec7n c\u00e1c bi\u1ec7n ph\u00e1p an ninh m\u1ea1ng m\u1ea1nh m\u1ebd, bao g\u1ed3m m\u00e3 h\u00f3a d\u1eef li\u1ec7u, ki\u1ec3m so\u00e1t truy c\u1eadp v\u00e0 ki\u1ec3m tra an ninh th\u01b0\u1eddng xuy\u00ean \u0111\u1ec3 ng\u0103n ch\u1eb7n nh\u1eefng ng\u01b0\u1eddi kh\u00f4ng \u0111\u01b0\u1ee3c ph\u00e9p truy c\u1eadp d\u1eef li\u1ec7u ri\u00eang t\u01b0. M\u1ed9t th\u00e1ch th\u1ee9c kh\u00e1c l\u00e0 t\u00ednh kh\u1ea3 d\u1ee5ng v\u00e0 kh\u1ea3 n\u0103ng t\u01b0\u01a1ng th\u00edch c\u1ee7a d\u1eef li\u1ec7u. S\u1ed1 l\u01b0\u1ee3ng \u0111\u00e1ng k\u1ec3 c\u00e1c ph\u00f2ng x\u00e9t nghi\u1ec7m d\u1eef li\u1ec7u t\u1ea1o ra trong t\u1ed5ng quy tr\u00ecnh x\u00e9t nghi\u1ec7m cung c\u1ea5p c\u01a1 h\u1ed9i cho c\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 \u0111\u01b0\u1ee3c th\u00f4ng tin chuy\u00ean s\u00e2u v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a h\u1ecd, x\u00e1c \u0111\u1ecbnh c\u00e1c l\u0129nh v\u1ef1c c\u1ea7n c\u1ea3i thi\u1ec7n v\u00e0 \u0111\u01b0a ra quy\u1ebft \u0111\u1ecbnh c\u00f3 hi\u1ec3u bi\u1ebft. Tuy nhi\u00ean, nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n b\u1edfi Forrester Research cho th\u1ea5y r\u1eb1ng c\u00f3 t\u1edbi 73% d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thu th\u1eadp b\u1edfi c\u00e1c t\u1ed5 ch\u1ee9c kh\u00f4ng s\u1eed d\u1ee5ng cho ph\u00e2n t\u00edch [6]. M\u1ed9t ph\u1ea7n th\u00e1ch th\u1ee9c n\u00e0y l\u00e0 do c\u00e1c h\u1ec7 th\u1ed1ng v\u00e0 thi\u1ebft b\u1ecb kh\u00e1c nhau kh\u00f4ng c\u00f3 kh\u1ea3 n\u0103ng truy\u1ec1n \u0111\u1ea1t v\u00e0 trao \u0111\u1ed5i d\u1eef li\u1ec7u m\u1ed9t c\u00e1ch li\u1ec1n m\u1ea1ch. M\u1ed9t c\u00e1ch \u0111\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y l\u00e0 chu\u1ea9n h\u00f3a \u0111\u1ecbnh d\u1ea1ng d\u1eef li\u1ec7u v\u00e0 t\u1eadn d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 t\u1ed1i \u0111a h\u00f3a gi\u00e1 tr\u1ecb c\u1ee7a d\u1eef li\u1ec7u [7, 8]. C\u0169ng c\u00f3 th\u1ec3 h\u1eefu \u00edch khi hi\u1ec7n \u0111\u1ea1i h\u00f3a c\u00e1c h\u1ec7 th\u1ed1ng hi\u1ec7n t\u1ea1i, chuy\u1ec3n sang c\u00e1c gi\u1ea3i ph\u00e1p d\u1ef1a tr\u00ean \u0111\u00e1m m\u00e2y v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c giao di\u1ec7n l\u1eadp tr\u00ecnh \u1ee9ng d\u1ee5ng [9]. C\u00e1c th\u00e1ch th\u1ee9c v\u1ec1 ph\u00e1p l\u00fd<\/em>. Cu\u1ed1i c\u00f9ng nh\u01b0ng kh\u00f4ng k\u00e9m ph\u1ea7n quan tr\u1ecdng l\u00e0 vi\u1ec7c qu\u1ea3n l\u00fd c\u00e1c c\u00f4ng ngh\u1ec7 k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 vi\u1ec7c thu th\u1eadp, s\u1eed d\u1ee5ng d\u1eef li\u1ec7u. C\u00e1c t\u1ed5 ch\u1ee9c c\u00f3 th\u1ec3 \u0111\u1ea3m b\u1ea3o tu\u00e2n th\u1ee7 b\u1eb1ng c\u00e1ch: [10]<\/p>\n