{"id":23214,"date":"2025-08-07T04:15:30","date_gmt":"2025-08-07T04:15:30","guid":{"rendered":"https:\/\/www.globalresearch.co.kr\/insight\/?p=23214"},"modified":"2026-09-13T10:10:28","modified_gmt":"2026-09-13T01:10:28","slug":"healthcare-lifesciences-nlp-market-mam","status":"publish","type":"post","link":"https:\/\/www.globalresearch.co.kr\/insight\/healthcare-lifesciences-nlp-market-mam\/","title":{"rendered":"\uc138\uacc4\uc758 \uc758\ub8cc & \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 (~2030\ub144) : NLP \uae30\uc220(OCR, NER, \uac10\uc131 \ubd84\uc11d)"},"content":{"rendered":"

\"\"<\/p>\n

 <\/p>\n

\uc784\uc0c1 \ud658\uacbd\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud1b5\ucc30\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uc99d\uac00\ud558\uba74\uc11c \uc774\ub7ec\ud55c \uc131\uc7a5\uc740 \ub354\uc6b1 \uac00\uc18d\ud654\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubbf8\uad6d \uc7ac\ud5a5\uad70\uc778 \ubcf4\uac74\uad6d(U.S. Veterans Health Administration)\uc740 NLP \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc784\uc0c1 \uae30\ub85d\uc5d0\uc11c \uac74\uac15\uc758 \uc0ac\ud68c\uc801 \uacb0\uc815 \uc694\uc778(SDOH)\uc744 \ucd94\ucd9c\ud558\uace0, SDOH\ub97c \uc7ac\ud5a5\uad70\uc778\uc758 \ub192\uc740 \uc790\uc0b4 \uc704\ud5d8\uacfc \uc5f0\uacb0\uc9c0\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uadf8\ub4e4\uc740 \ud558\uc774\ube0c\ub9ac\ub4dc NLP \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ub3c4\uc785\ud574 \ud1f4\uc5ed \uad70\uc778 \ub300\uc0c1 \uce58\ub9e4 \uc9c4\ub2e8 \uc815\ud655\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. 490\ub9cc \uba85\uc758 \ud1f4\uc5ed \uad70\uc778\uc73c\ub85c\ubd80\ud130 \uc218\uc9d1\ub41c 21\uc5b5 \uac74\uc758 \uc784\uc0c1 \uae30\ub85d\uc744 \ubd84\uc11d\ud55c \uacb0\uacfc, \uc815\ubc00\ub3c4 0.90, \uc7ac\ud604\uc728 0.84, F1 \uc810\uc218 0.87\uc744 \uae30\ub85d\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uace0\uae09 \uc811\uadfc \ubc29\uc2dd\uc740 \uc804\ud1b5\uc801\uc778 \uad6c\uc870\ud654 \ub370\uc774\ud130 \ubc29\ubc95\uc5d0 \ube44\ud574 \ud6e8\uc52c \ub9ce\uc740 \uce58\ub9e4 \uc0ac\ub840\ub97c \uc2dd\ubcc4\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \ub9e4\ub825\uc801\uc778 \uae30\ud68c<\/h3>\n

\uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591<\/b><\/h4>\n

\uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc9c0\uc5ed\uc740 \uc758\ub8cc\uc758 \ub514\uc9c0\ud138\ud654, \ud658\uc790 \ub370\uc774\ud130 \uc591\uc758 \uc99d\uac00, AI\uc5d0 \ub300\ud55c \ud22c\uc790 \ud655\ub300, EHR\uc758 \ucc44\ud0dd \ud655\ub300\uc5d0 \ub530\ub77c \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c NLP\uc758 \uc131\uc7a5\ub960\uc774 \uac00\uc7a5 \ub192\uc744 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc815\ubd80\uc758 \uc774\ub2c8\uc154\ud2f0\ube0c, \uc758\ub8cc \uc778\ud504\ub77c \uac1c\uc120, AI \uc2a4\ud0c0\ud2b8\uc5c5\uc758 \uae09\uc99d\uc740 \uc784\uc0c1 \ubb38\uc11c, \uc2e0\uc57d \uac1c\ubc1c, \ud658\uc790 \uce58\ub8cc\uc5d0 NLP \ud1b5\ud569\uc744 \ub354\uc6b1 \ucd09\uc9c4\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

NLP\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc784\uc0c1 \uc6b4\uc601 \ubc0f \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0\uc740 \uc758\ub8cc \uae30\ub85d\uc5d0\uc11c \ub370\uc774\ud130 \ucd94\ucd9c\uc744 \uac04\uc18c\ud654\ud558\uc5ec \ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uc9c4\ub2e8 \ubc0f \uce58\ub8cc \uacc4\ud68d\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc784\uc0c1\uc758\uc758 \uc5c5\ubb34\ub7c9\uc774 \uac10\uc18c\ud558\uace0, \ud658\uc790 \uc548\uc804\uc774 \uac15\ud654\ub418\uba70, \uce58\ub8cc\uc758 \uc9c8\uc774 \ud5a5\uc0c1\ub418\uc5b4 \uad81\uadf9\uc801\uc73c\ub85c \uc758\ub8cc \uc11c\ube44\uc2a4\uac00 \ud601\uc2e0\ub418\uace0 \uc0dd\uba85 \uacfc\ud559 \uc5f0\uad6c\uac00 \uac00\uc18d\ud654\ub429\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc5c5\uccb4\ub4e4\uc740 \uc784\uc0c1 \ubb38\uc11c, \uc2e0\uc57d \uac1c\ubc1c, \ud658\uc790 \ubaa8\ub2c8\ud130\ub9c1, \uc720\uc804\uccb4\ud559 \ub4f1 \ub2e4\uc591\ud55c \uc0ac\uc6a9 \uc0ac\ub840\ub97c \ud1b5\ud574 \uac00\uce58 \uc0ac\uc2ac \uc804\ubc18\uc5d0 \uac78\uccd0 \ud601\uc2e0, \uc6b4\uc601 \ud6a8\uc728\uc131 \ubc0f \ud658\uc790 \uce58\ub8cc \uacb0\uacfc \uac1c\uc120\uc744 \ucd09\uc9c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

Named Entity Recognition (NER)\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0\uc11c \uc9c8\ubcd1, \uc57d\ubb3c, \uc2dc\uc220 \ub4f1 \uc8fc\uc694 \uc758\ub8cc \uc6a9\uc5b4\ub97c \uc815\ud655\ud558\uac8c \ucd94\ucd9c\ud558\uc5ec \uc784\uc0c1 \uc758\uc0ac \uacb0\uc815, \ud658\uc790 \uae30\ub85d \uad00\ub9ac, \uc2e0\uc57d \uac1c\ubc1c \ubc0f \uc0dd\ubb3c \uc758\ud559 \uc5f0\uad6c\uc758 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c NLP\uac00 \uc804 \uc138\uacc4\uc801\uc73c\ub85c \ucc44\ud0dd\ub418\uace0 \uc788\ub294 \uc774\uc720\ub294 \ube44\uc815\ud615 \uc784\uc0c1 \ub370\uc774\ud130\uc758 \uae09\uc99d, EHR\uc758 \uad11\ubc94\uc704\ud55c \uc0ac\uc6a9, \uc608\uce21 \ubd84\uc11d\uc5d0 \ub300\ud55c \uc218\uc694, \uc784\uc0c1 \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0\uc758 \uac1c\uc120 \ud544\uc694\uc131, \uac1c\uc778 \ub9de\ucda4\ud615 \uc758\ud559\uc5d0 \ub300\ud55c \uad00\uc2ec \uc99d\uac00 \ub4f1\uc774\uba70, \uc774\ub7ec\ud55c \ubaa8\ub4e0 \uc694\uc18c\uac00 \ud658\uc790 \uce58\ub8cc \uacb0\uacfc \ubc0f \uc6b4\uc601 \ud6a8\uc728\uc131 \uac1c\uc120\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 \uae00\ub85c\ubc8c NLP \uc2dc\uc7a5 \uc5ed\ud559<\/h3>\n

\ub3d9\uc778: \uc911\uc694\ud55c \uac74\uac15 \ubb38\uc81c\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud55c \uc608\uce21 \ubd84\uc11d\uc5d0 \ub300\ud55c \uc218\uc694 \uc99d\uac00<\/b><\/h4>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uc608\uce21 \ubd84\uc11d\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uc99d\uac00\ud558\ub294 \uac83\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub97c \ucc44\ud0dd\ud558\ub294 \uc8fc\uc694 \ub3d9\ub825\uc785\ub2c8\ub2e4. \uc608\uce21 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc758\ub8cc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc790\uc640 \uc5f0\uad6c\uc6d0\uc740 \uc911\uc694\ud55c \uac74\uac15 \ubb38\uc81c\ub97c \uc608\uce21\ud558\uace0, \ud658\uc790 \uce58\ub8cc \uacb0\uacfc\ub97c \uac1c\uc120\ud558\uba70, \uc790\uc6d0 \ud65c\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. NLP\ub294 \uc804\uc790 \uac74\uac15 \uae30\ub85d(EHR), \uc784\uc0c1 \ub178\ud2b8, \uc5f0\uad6c \ub17c\ubb38, \ud658\uc790 \uc0c1\ud638 \uc791\uc6a9 \ub4f1 \ubc29\ub300\ud55c \uc591\uc758 \ube44\uc815\ud615 \uc784\uc0c1 \ub370\uc774\ud130\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \ud1b5\ucc30\ub825\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130 \uc911\uc2ec \uc811\uadfc \ubc29\uc2dd\uc740 \uc704\ud5d8\uad70 \ud658\uc790 \uc2dd\ubcc4, \uc9c8\ubcd1 \uc9c4\ud589 \uc608\uce21, \ub9cc\uc131 \uc9c8\ud658 \uad00\ub9ac \uac1c\uc120\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

\uc608\ub97c \ub4e4\uc5b4, NLP \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc740 \uc7ac\uc785\uc6d0 \uc704\ud5d8\uc744 \uc608\uce21\ud558\uace0, \ud328\ud608\uc99d\uc758 \ucd08\uae30 \uc99d\uc0c1\uc744 \uc2dd\ubcc4\ud558\uba70, \uc7a0\uc7ac\uc801 \uc57d\ubb3c \ubd80\uc791\uc6a9\uc744 \ud0d0\uc9c0\ud558\uc5ec \uc801\uc2dc \uac1c\uc785\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0 \uc608\ubc29 \uac00\ub2a5\ud55c \uc785\uc6d0\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130, \uc6e8\uc5b4\ub7ec\ube14 \uae30\uae30 \ubc0f \uc6d0\uaca9 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud569\ud558\uba74 \uc758\ub8cc \uc2dc\uc2a4\ud15c\uc758 \uc608\uce21 \ub2a5\ub825\uc774 \ub354\uc6b1 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. NLP\ub294 \ub610\ud55c \ud589\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\uace0, \uc218\ub3d9 \ub370\uc774\ud130 \uc785\ub825 \uc624\ub958\ub97c \uc904\uc774\uba70, \ubcf4\ub2e4 \uc815\ud655\ud55c \uccad\uad6c \ubc0f \ucf54\ub529\uc744 \uc9c0\uc6d0\ud558\uc5ec \uad81\uadf9\uc801\uc73c\ub85c \uc7ac\ubb34 \uc131\uacfc\ub97c \uac1c\uc120\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc758\ub8cc \uae30\uad00\uc774 \uac00\uce58 \uae30\ubc18 \uce58\ub8cc \ubc0f \uac1c\uc778 \ub9de\ucda4\ud615 \uc758\ud559\uc744 \uc810\uc810 \ub354 \uc6b0\uc120\uc2dc\ud568\uc5d0 \ub530\ub77c NLP \uae30\ubc18\uc758 \uc608\uce21 \ubd84\uc11d\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uc99d\uac00\ud558\uc5ec \uc758\ub8cc \ud658\uacbd\uc774 \ubcc0\ud654\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n

\uc81c\uc57d: \ub2e4\uad6d\uc5b4 \ubc0f \ub2e4\uc911 \ubaa8\ub4dc \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ubcf5\uc7a1\uc131<\/b><\/h4>\n

\ub2e4\uad6d\uc5b4 \ubc0f \ub2e4\uc911 \ubaa8\ub4dc \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ubcf5\uc7a1\uc131\uc740 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub97c \ucc44\ud0dd\ud558\ub294 \ub370 \ud070 \uc81c\uc57d \uc694\uc778\uc73c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc758\ub8cc \ub370\uc774\ud130\ub294 \ud658\uc790 \uae30\ub85d, \uc784\uc0c1 \uae30\ub85d, \uc758\ub8cc \uc601\uc0c1, \uc2e4\ud5d8\uc2e4 \uacb0\uacfc, \uc6e8\uc5b4\ub7ec\ube14 \uc13c\uc11c \ub370\uc774\ud130, \uc2e4\uc2dc\uac04 \ud658\uc790 \uc0c1\ud638 \uc791\uc6a9 \ub4f1 \ubcf8\uc9c8\uc801\uc73c\ub85c \ub2e4\uc591\ud569\ub2c8\ub2e4. \uc774 \ub2e4\uc591\uc131\uc740 \uc9c0\uc5ed \ubc0f \uae30\uad00\ubcc4\ub85c \ud06c\uac8c \ub2e4\ub97c \uc218 \uc788\ub294 \ub2e4\uc911 \uc5b8\uc5b4 \uc9c0\uc6d0\uacfc \uc758\ub8cc \uc6a9\uc5b4\uc758 \ucc28\uc774\ub85c \uc778\ud574 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud658\uc790 \uae30\ub85d\uc5d0\ub294 \uc57d\uc5b4, \uc804\ubb38 \uc6a9\uc5b4, \ub9e5\ub77d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c0\ub294 \ud45c\ud604 \ub4f1 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub294 NLP \ubaa8\ub378\uc774 \uc815\ud655\ud788 \ud574\uc11d\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n

\ub610\ud55c \ud14d\uc2a4\ud2b8\uc640 \uc601\uc0c1 \ub610\ub294 \uc0dd\uccb4 \uc2e0\ud638\uc640 \uac19\uc740 \ub2e4\uc911 \ubaa8\ub2ec \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\ub824\uba74 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc720\ud615\uc744 \uc774\ud574\ud558\uace0 \uc5f0\uacb0\ud558\uae30 \uc704\ud55c \uace0\uae09 NLP \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud658\uacbd\uc5d0\uc11c \uc815\ud655\ud558\uace0 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc778\uc2dd\ud558\ub294 \ubd84\uc11d\uc744 \ubcf4\uc7a5\ud558\ub824\uba74 \uac15\ub825\ud55c \ud6c8\ub828 \ub370\uc774\ud130, \uc815\uad50\ud55c \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378 \ubc0f \uc0c1\ub2f9\ud55c \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c \uc5b8\uc5b4\uc758 \ubbf8\ubb18\ud55c \ucc28\uc774, \ubb38\ud654\uc801 \ucc28\uc774 \ubc0f \uc758\ub8cc \uad00\ud589\uc758 \ucc28\uc774\ub85c \uc778\ud574 \ud3b8\uacac\uc774 \ubc1c\uc0dd\ud558\uc5ec \ubaa8\ub378 \uac1c\ubc1c\uc774 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \uadf9\ubcf5\ud558\ub294 \uac83\uc740 \uc2e0\ub8b0\ud560 \uc218 \uc788\uace0 \uc758\ubbf8 \uc788\ub294 \ud1b5\ucc30\ub825\uc744 \uc5bb\uae30 \uc704\ud574 \ud544\uc218\uc801\uc774\uc9c0\ub9cc, \ub370\uc774\ud130 \ud050\ub808\uc774\uc158, \ubaa8\ub378 \uac1c\uc120 \ubc0f \ud559\uc81c \uac04 \ud611\uc5c5\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \ud22c\uc790\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n

\uae30\ud68c: \uc758\ub8cc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uc778\uc9c0 \ucef4\ud4e8\ud305\uc758 \ub4f1\uc7a5<\/b><\/h4>\n

\uc758\ub8cc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \uc778\uc9c0 \ucef4\ud4e8\ud305\uc758 \ucd9c\ud604\uc740 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc2dc\uc7a5\uc5d0 \uc911\uc694\ud55c \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae30\uacc4 \ud559\uc2b5, \ub525 \ub7ec\ub2dd, NLP \ubc0f \uace0\uae09 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uacb0\ud569\ud55c \uc778\uc9c0 \ucef4\ud4e8\ud305\uc740 \uc778\uac04\uc758 \uc0ac\uace0 \uacfc\uc815\uc744 \ubaa8\ubc29\ud558\uc5ec \ubc29\ub300\ud55c \uc591\uc758 \uc758\ub8cc \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ucee8\ud14d\uc2a4\ud2b8\uac00 \ud48d\ubd80\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \uc804\uc790 \uac74\uac15 \uae30\ub85d(EHR), \uc758\ub8cc \ubb38\ud5cc, \uc9c4\ub2e8 \uc774\ubbf8\uc9c0, \ud658\uc790 \uc0dd\uc131 \uac74\uac15 \ub370\uc774\ud130 \ub4f1 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud568\uc73c\ub85c\uc368 \uc784\uc0c1\uc801 \uc758\uc0ac \uacb0\uc815, \ub9de\ucda4\ud615 \uce58\ub8cc \uacc4\ud68d, \ud658\uc790 \uacb0\uacfc \uac1c\uc120\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, IBM Watson Health\uc640 \uac19\uc740 \uc778\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ubcf5\uc7a1\ud55c \ud658\uc790 \ubcd1\ub825\uacfc \uc758\ub8cc \uc5f0\uad6c\ub97c \ubd84\uc11d\ud558\uc5ec \ub9de\ucda4\ud615 \uce58\ub8cc \uc635\uc158\uc744 \ucd94\ucc9c\ud558\ub294 \ub370 \uc7a0\uc7ac\ub825\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc778\uc9c0 \ucef4\ud4e8\ud305\uc740 \uc9c0\ub2a5\ud615 \uac00\uc0c1 \ube44\uc11c\ub97c \ud1b5\ud574 \ud658\uc790 \ucc38\uc5ec\ub97c \uac1c\uc120\ud558\uace0, \uc790\ub3d9\ud654\ub41c \uc784\uc0c1 \ubb38\uc11c\ub97c \ud1b5\ud574 \ud589\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\uba70, \uc9c8\ubcd1 \uc870\uae30 \ubc1c\uacac\uc744 \uc704\ud55c \uc608\uce21 \ubd84\uc11d\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc758\ub8cc \uae30\uad00\uc774 \ub514\uc9c0\ud138 \uac74\uac15 \uae30\uc220\uc744 \uc810\uc810 \ub354 \ub9ce\uc774 \ucc44\ud0dd\ud558\uace0 \uc815\ubc00 \uc758\ud559\uc5d0 \uc9d1\uc911\ud568\uc5d0 \ub530\ub77c NLP \uae30\ubc18\uc758 \uc778\uc9c0 \ucef4\ud4e8\ud305 \uc194\ub8e8\uc158\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \uc99d\uac00\ud558\uc5ec \ub354 \uc815\ud655\ud55c \uc9c4\ub2e8, \uc758\ub8cc \uc624\ub958 \uac10\uc18c, \ucd5c\uc801\ud654\ub41c \uce58\ub8cc \uc81c\uacf5\uc774 \uac00\ub2a5\ud574\uc9c8 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd94\uc138\ub294 \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \uc785\uc9c0\ub97c \ud655\ub300\ud558\uace0\uc790 \ud558\ub294 NLP \uacf5\uae09\uc5c5\uccb4\uc5d0\uac8c \uc911\uc694\ud55c \uc131\uc7a5 \ubd84\uc57c\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n

\uacfc\uc81c: NLP \uc54c\uace0\ub9ac\uc998 \ubc30\ud3ec \uc2dc \uc124\uba85 \uac00\ub2a5\uc131 \ubc0f \ud574\uc11d \uac00\ub2a5\uc131 \ubb38\uc81c<\/b><\/h4>\n

\uc124\uba85 \uac00\ub2a5\uc131\uacfc \ud574\uc11d \uac00\ub2a5\uc131\uc740 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uc54c\uace0\ub9ac\uc998\uc744 \ubc30\ud3ec\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uc885\uc885 \ubcf5\uc7a1\ud55c \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\ub85c \uc791\ub3d9\ud558\uae30 \ub54c\ubb38\uc5d0, \uc784\uc0c1\uc758\uc640 \uc758\ub8cc \uad00\ub9ac\uc790\uac00 \ud2b9\uc815 \uc608\uce21\uc774\ub098 \uad8c\uc7a5 \uc0ac\ud56d\uc744 \ub3c4\ucd9c\ud55c \uacfc\uc815\uc744 \uc774\ud574\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc758\ub8cc \uacb0\uc815\uc740 \ub192\uc740 \ucc45\uc784\uc131\uacfc \uc2e0\ub8b0\uc131\uc774 \uc694\uad6c\ub418\uae30 \ub54c\ubb38\uc5d0 \uc774\ub7ec\ud55c \ud22c\uba85\uc131\uc758 \ubd80\uc871\uc740 \uc2e0\ub8b0, \uaddc\uc81c \uc2b9\uc778 \ubc0f \uc784\uc0c1 \uc801\uc6a9\uc744 \ubc29\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, NLP \ubaa8\ub378\uc774 \ud658\uc790 \uae30\ub85d\uc774\ub098 \uc9c4\ub8cc \uae30\ub85d\uc744 \ubc14\ud0d5\uc73c\ub85c \uc7a0\uc7ac\uc801\uc778 \uc9c8\ubcd1 \uc704\ud5d8\uc744 \ud45c\uc2dc\ud55c \uacbd\uc6b0, \uc758\ub8cc \uc804\ubb38\uac00\ub294 \uc774\ub7ec\ud55c \ud1b5\ucc30\ub825\uc744 \uac80\uc99d\ud558\uae30 \uc704\ud574 \uba85\ud655\ud558\uace0 \uc774\ud574 \uac00\ub2a5\ud55c \uadfc\uac70\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n

\ub610\ud55c, \ubcf5\uc7a1\ud55c \uc758\ud559 \uc6a9\uc5b4, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4, \uc758\ub8cc \ub370\uc774\ud130\uc758 \ubb38\ub9e5\uc5d0 \ub530\ub978 \ud2b9\uc131\uc73c\ub85c \uc778\ud574 \uc124\uba85 \uac00\ub2a5\uc131\uc774 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9d1\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8, \uc601\uc0c1, \uc2e4\ud5d8\uc2e4 \uacb0\uacfc \ub4f1 \ub2e4\uc911 \ubaa8\ub4dc \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uba74 \ubcf5\uc7a1\uc131\uc774 \ub354\uc6b1 \uc99d\uac00\ud558\uc5ec \uc758\uc0ac \uacb0\uc815 \uacbd\ub85c\ub97c \ucd94\uc801\ud558\uae30\uac00 \ub354\uc6b1 \uc5b4\ub824\uc6cc\uc9d1\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uac1c\ubc1c\uc790\ub294 \ud574\uc11d \uac00\ub2a5\ud55c \ubaa8\ub378 \uad6c\ucd95, \uc124\uba85 \uac00\ub2a5\uc131 \ud504\ub808\uc784\uc6cc\ud06c \ud1b5\ud569, HIPAA \ubc0f GDPR\uacfc \uac19\uc740 \uaddc\uc81c \uc694\uad6c \uc0ac\ud56d\uc758 \uc900\uc218\ub97c \uc6b0\uc120\uc73c\ub85c \ud574\uc57c \ud569\ub2c8\ub2e4. \ubaa8\ub378 \uc131\ub2a5\uacfc \ud574\uc11d \uac00\ub2a5\uc131 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \ub2ec\uc131\ud558\ub294 \uac83\uc740 NLP\uc758 \uad11\ubc94\uc704\ud55c \ucc44\ud0dd, \ud658\uc790 \uce58\ub8cc \uacb0\uacfc \uac1c\uc120, \uc758\ub8cc \uc804\ubb38\uac00\uc640 \ud658\uc790 \uac04\uc758 \uc2e0\ub8b0 \uad6c\ucd95\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 \uae00\ub85c\ubc8c NLP \uc2dc\uc7a5 \uc0dd\ud0dc\uacc4 \ubd84\uc11d<\/h3>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc758 NLP \uc0dd\ud0dc\uacc4\ub294 \ub2e4\uc591\ud55c \uc774\ud574 \uad00\uacc4\uc790\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc0dd\ud0dc\uacc4\uc5d0\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc81c\uacf5\uc5c5\uccb4\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \ud658\uc790 \uce58\ub8cc \ubc0f \ucc38\uc5ec, \uc784\uc0c1 \uc6b4\uc601 \ubc0f \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0, \uc0dd\ubb3c \uc758\ud559 \uc5f0\uad6c \ubc0f \uc758\uc57d\ud488 \uac1c\ubc1c, \ud589\uc815 \ubc0f \uc6b4\uc601 \uad00\ub9ac, \uc720\uc804\uccb4\ud559 \ubc0f \uc815\ubc00 \uc758\ud559, \uc758\ud559 \uad50\uc721 \ubc0f \uc9c0\uc2dd \ubcf4\uae09\uc73c\ub85c \ub098\ub269\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uad00\ub4e4\uc740 \ud611\ub825\ud558\uc5ec NLP \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c, \uc81c\uacf5 \ubc0f \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \ud601\uc2e0\uacfc \uc131\uc7a5\uc744 \ucd09\uc9c4\ud569\ub2c8\ub2e4.<\/p>\n

\uc608\uce21 \uae30\uac04 \ub3d9\uc548 \uac00\uc7a5 \ud070 \uc2dc\uc7a5 \uc810\uc720\uc728\uc744 \ucc28\uc9c0\ud560 \uc790\uc5f0\uc5b4 \uc774\ud574 \ubd80\ubb38<\/b><\/h4>\n

\uc790\uc5f0\uc5b4 \uc774\ud574(NLU) \ubd80\ubb38\uc740 \ube44\uc815\ud615 \uc784\uc0c1 \ub370\uc774\ud130\ub97c \ud574\uc11d\ud558\uace0 \uace0\uae09 \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uae30 \ub54c\ubb38\uc5d0 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd80\ubb38\uc5d0\uc11c NLP \uc720\ud615 \uc911 \uac00\uc7a5 \ud070 \uc2dc\uc7a5 \uc810\uc720\uc728\uc744 \ucc28\uc9c0\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc758\ub8cc \uc2dc\uc2a4\ud15c\uc740 \uc804\uc790 \uac74\uac15 \uae30\ub85d(EHR), \uc784\uc0c1 \uae30\ub85d, \ubcd1\ub9ac\ud559 \ubcf4\uace0\uc11c \ubc0f \ud658\uc790 \uc0dd\uc131 \ucf58\ud150\uce20\uc5d0\uc11c \ubc29\ub300\ud55c \uc591\uc758 \ud14d\uc2a4\ud2b8 \uae30\ubc18 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uba70, \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc758 \ub300\ubd80\ubd84\uc740 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc544 \uc758\ubbf8 \uc788\ub294 \uc0ac\uc6a9\uc744 \uc704\ud574\uc11c\ub294 \uc758\ubbf8 \ud574\uc11d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. NLU\ub294 \uc815\ud655\ud55c \uc9c4\ub2e8 \uc9c0\uc6d0, \ud658\uc790 \uc704\ud5d8 \uacc4\uce35\ud654 \ubc0f \uc778\uad6c \uac74\uac15 \uad00\ub9ac\uc5d0 \ud544\uc218\uc801\uc778 \uc5d4\ud2f0\ud2f0 \uc2dd\ubcc4, \uad00\uacc4 \ucd94\ucd9c \ubc0f \ucee8\ud14d\uc2a4\ud2b8 \uc774\ud574\uc5d0 \ud0c1\uc6d4\ud569\ub2c8\ub2e4.<\/p>\n

\ub610\ud55c NLU \uae30\ub2a5\uc740 \uc758\ub8cc \ucf54\ub529 \uc790\ub3d9\ud654, \uc57d\ubb3c \ubd80\uc791\uc6a9 \uac10\uc9c0, \uc758\ud559 \ubb38\ud5cc \ucc98\ub9ac \ub4f1\uc5d0 \ud544\uc218\uc801\uc774\uba70, \uad00\ub9ac \uc5c5\ubb34\uc758 \ubd80\ub2f4\uc744 \uc904\uc774\uace0 \uaddc\uc815 \uc900\uc218\ub97c \uac1c\uc120\ud558\ub294 \ub370\ub3c4 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc77d\uae30 \uc26c\uc6b4 \ucd9c\ub825\uc744 \ub9cc\ub4dc\ub294 \ub370 \uc911\uc810\uc744 \ub454 \uc790\uc5f0\uc5b4 \uc0dd\uc131(NLG)\uc5d0 \ube44\ud574 NLU\ub294 \ud575\uc2ec \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ubcf4\ub2e4 \uae30\ucd08\uc801\uc778 \uae30\uc220\ub85c, \uc784\uc0c1 \uc815\ubcf4\ud559 \ubc0f \uc0dd\ubb3c \uc758\ud559 \uc5f0\uad6c\uc5d0 \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \uae30\uc220\uc785\ub2c8\ub2e4. \uac1c\uc778 \ub9de\ucda4\ud615 \uc758\ud559, \uaddc\uc81c \ubcf4\uace0 \ubc0f \uc2e4\uc2dc\uac04 \uc758\uc0ac \uacb0\uc815\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9d0\uc5d0 \ub530\ub77c \ubcf5\uc7a1\ud55c \uc758\ud559 \uc6a9\uc5b4\ub97c \ud655\uc2e4\ud558\uac8c \uc774\ud574\ud574\uc57c \ud560 \ud544\uc694\uc131\uc774 \uae09\uc99d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc758\ub8cc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc790, \ubcf4\ud5d8 \ud68c\uc0ac \ubc0f \uc81c\uc57d \ud68c\uc0ac\ub294 NLU \uae30\ubc18 \uc194\ub8e8\uc158\uc5d0 \ub300\ud55c \ud22c\uc790\ub97c \ub298\ub824 \uc2dc\uc7a5\uc5d0\uc11c \uc9c0\ubc30\uc801\uc778 \uc704\uce58\ub97c \ud655\ubcf4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc720\uc804\uccb4\ud559 \ubc0f \uc815\ubc00 \uc758\ud559 \ubd80\ubb38\uc740 \uc608\uce21 \uae30\uac04 \ub3d9\uc548 \uac00\uc7a5 \ube60\ub978 \uc131\uc7a5\ub960\uc744 \ubcf4\uc77c \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/b><\/h4>\n

\uc720\uc804\uccb4\ud559 \ubc0f \uc815\ubc00 \uc758\ud559 \ubd80\ubb38\uc740 \ubcf5\uc7a1\ud55c \uc720\uc804\uccb4 \ub370\uc774\ud130\uc5d0\uc11c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub825\uc744 \ub3c4\ucd9c\ud558\uace0 \uc774\ub97c \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc\uc5d0 \ud544\uc694\ud55c \uc784\uc0c1 \uc815\ubcf4\uc640 \ud1b5\ud569\ud574\uc57c \ud558\ub294 \uc694\uad6c\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc608\uce21 \uae30\uac04 \ub3d9\uc548 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP \ubd80\ubb38\uc5d0\uc11c \uac00\uc7a5 \ub192\uc740 \uc131\uc7a5\ub960\uc744 \ubcf4\uc77c \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc720\uc804\uccb4 \uc2dc\ud000\uc2f1\uc774 \uc810\uc810 \ub354 \uc811\uadfc\ud558\uae30 \uc27d\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc73c\ub85c \ub418\uba74\uc11c, \uc720\uc804\uc801 \ubcc0\uc774\ub97c \ud574\uc11d\ud558\uace0, \ud45c\ud604\ud615 \ud2b9\uc131\uc744 \uc5f0\uacb0\ud558\uace0, \uc0dd\ubb3c \uc758\ud559 \ubb38\ud5cc, \uc784\uc0c1 \uc2dc\ud5d8 \ubc0f \ud658\uc790 \uae30\ub85d\uc5d0\uc11c \ud1b5\ucc30\ub825\uc744 \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \uace0\uae09 NLP \uae30\uc220\uc774 \ud544\uc694\ud55c \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc0dd\uc131\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \uc774\ud574\ub294 \uc5f0\uad6c \ub17c\ubb38, \ubcd1\ub9ac\ud559 \ubcf4\uace0\uc11c \ubc0f \ubd84\uc790 \uc9c4\ub2e8\uc5d0\uc11c \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ub9c8\uc774\ub2dd\ud558\uc5ec \ubc14\uc774\uc624\ub9c8\ucee4 \ubc1c\uacac \ubc0f \ud45c\uc801 \uce58\ub8cc \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n

\ub610\ud55c \uc81c\uc57d \ubc0f \ubc14\uc774\uc624\ud14c\ud06c \uae30\uc5c5\ub4e4\uc740 \uc720\uc804\uc801 \ubc0f \uc784\uc0c1\uc801 \ud504\ub85c\ud544\uc744 \uae30\ubc18\uc73c\ub85c \ud658\uc790 \uc9d1\ub2e8\uc744 \uc2dd\ubcc4\ud558\uc5ec \uc2e0\uc57d \uac1c\ubc1c\uc744 \uac00\uc18d\ud654\ud558\uace0 \uc784\uc0c1 \uc2dc\ud5d8 \uc124\uacc4\ub97c \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 NLP\ub97c \uc810\uc810 \ub354 \ub9ce\uc774 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uaddc\uc81c \uae30\uad00\uc740 \ub370\uc774\ud130 \ud45c\uc900\ud654 \ubc0f \uc2e4\uc81c \uc99d\uac70\ub97c \uc694\uad6c\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ud6a8\uc728\uc801\uc73c\ub85c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud574\uc57c \ud569\ub2c8\ub2e4. \uc758\ub8cc \uc11c\ube44\uc2a4\uac00 \uac1c\ubcc4\ud654\ub41c \uce58\ub8cc\ub85c \uc804\ud658\ub428\uc5d0 \ub530\ub77c, NLP\ub97c \uc9c0\uc6d0\ud558\ub294 \ud50c\ub7ab\ud3fc\uc740 \uc624\ubbf9\uc2a4 \ub370\uc774\ud130\ub97c \uc784\uc0c1 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc640 \ud1b5\ud569\ud558\uace0, \uc9c4\ub2e8 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uba70, \uce58\ub8cc \uacb0\uacfc\ub97c \uac1c\uc120\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. AI, \uc720\uc804\uccb4\ud559, \uc815\ubc00 \uc758\ud559\uc758 \uc735\ud569\uc740 \uc774 \ubd80\ubb38\uc758 \uae30\ud558\uae09\uc218\uc801\uc778 \uc131\uc7a5\uc744 \ucd09\uc9c4\ud558\uace0 \uc788\uc73c\uba70, \uc774 \ubd80\ubb38\uc744 \uac00\uc7a5 \ube60\ub974\uac8c \uc131\uc7a5\ud558\ub294 \uc751\uc6a9 \ubd84\uc57c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc9c0\uc5ed\uc774 \uc608\uce21 \uae30\uac04 \ub3d9\uc548 \uac00\uc7a5 \ube60\ub978 \uc131\uc7a5\uc744 \ubcf4\uc77c \uc804\ub9dd<\/h3>\n

\uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc9c0\uc5ed\uc740 \uc758\ub8cc \uc778\ud504\ub77c\uc758 \ud655\ub300, \ub514\uc9c0\ud138 \uc758\ub8cc \uae30\uc220\uc758 \ucc44\ud0dd \uc99d\uac00, AI \uae30\ubc18 \uc5f0\uad6c\uc5d0 \ub300\ud55c \ud22c\uc790 \uc99d\uac00\uc5d0 \ud798\uc785\uc5b4 \uc608\uce21 \uae30\uac04 \ub3d9\uc548 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5\uc5d0\uc11c \uac00\uc7a5 \ub192\uc740 \uc131\uc7a5\ub960\uc744 \uae30\ub85d\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc911\uad6d, \uc778\ub3c4, \uc77c\ubcf8, \ud55c\uad6d\uc740 \uc758\ub8cc \uc811\uadfc\uc131, \ud488\uc9c8 \ubc0f \ub370\uc774\ud130 \uc0c1\ud638 \uc6b4\uc6a9\uc131\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud55c \uc815\ubd80 \uc815\ucc45\uc5d0 \ud798\uc785\uc5b4 \uc758\ub8cc \ub514\uc9c0\ud138\ud654 \uc774\ub2c8\uc154\ud2f0\ube0c\ub97c \uac00\uc18d\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc9c0\uc5ed\uc758 \ubc29\ub300\ud558\uace0 \ub2e4\uc591\ud55c \uc778\uad6c\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ub2e4\uad6d\uc5b4, \ube44\uc815\ud615 \uc784\uc0c1 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uc5ec \uc758\ub8cc \ubc88\uc5ed, \uc784\uc0c1 \ubb38\uc11c\ud654 \ubc0f \uc9c8\ubcd1 \uac10\uc2dc\ub97c \uc9c0\uc6d0\ud558\ub294 NLP \uc194\ub8e8\uc158\uc5d0 \ub300\ud55c \uac15\ub825\ud55c \uc218\uc694\ub97c \ucc3d\ucd9c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\ub610\ud55c, \uc8fc\uc694 APAC \uacbd\uc81c\uad6d\uc5d0\uc11c \uc815\ubc00 \uc758\ud559 \ubc0f \uc720\uc804\uccb4\ud559 \uc5f0\uad6c\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub192\uc544\uc9d0\uc5d0 \ub530\ub77c \uc0dd\ubb3c \uc758\ud559 \ubb38\ud5cc\uc744 \ubd84\uc11d\ud558\uace0 \uc784\uc0c1 \uc720\uc804\uccb4\ud559 \ud1b5\ucc30\ub825\uc744 \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \uace0\uae09 NLP \ub3c4\uad6c\uc758 \ud544\uc694\uc131\uc774 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc5ed \uc2e0\uc0dd \uae30\uc5c5\uacfc \ud559\uc220 \uae30\uad00\uc740 \uae00\ub85c\ubc8c \uae30\uc220 \uae30\uc5c5\uacfc \ud611\ub825\ud558\uc5ec \uc9c0\uc5ed \uc5b8\uc5b4\uc640 \uc758\ub8cc \ubb38\uc81c\ub4e4\uc5d0 \ub9de\ucda4\ud654\ub41c NLP \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ucf54\ub85c\ub09819 \uc774\ud6c4 \uc6d0\uaca9 \uc758\ub8cc \ubc0f \ubaa8\ubc14\uc77c \uac74\uac15 \uc11c\ube44\uc2a4\uc758 \uae09\uc18d\ud55c \ud655\uc0b0\uc73c\ub85c \ud658\uc790 \ucc38\uc5ec\uc5d0 \ud544\uc694\ud55c \uc2e4\uc2dc\uac04 \uc5b8\uc5b4 \uc774\ud574 \ubc0f \ub300\ud654\ud615 AI\uc5d0 \ub300\ud55c \uc694\uad6c\uac00 \ub354\uc6b1 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5ed\ud559 \uad00\uacc4\ub85c \uc778\ud574 \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc9c0\uc5ed\uc740 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c NLP\uc758 \uc7a0\uc7ac\ub825\uc774 \ub192\uace0 \ube60\ub974\uac8c \uc9c4\ud654\ud558\ub294 \uc2dc\uc7a5\uc774 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

\uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \ucd5c\uadfc \ubc1c\uc804<\/h3>\n
    \n
  • 2025\ub144 4\uc6d4, \ub9d0\ub808\uc774\uc2dc\uc544 \ucd5c\ub300\uc758 \ubbfc\uac04 \uc758\ub8cc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\uc778 KPJ Healthcare\ub294 IBM Malaysia \ubc0f GlobeOSS\uc640 \uc81c\ud734\ud558\uc5ec IBM Watson X \ubc0f Watson Discovery\ub97c \uc0ac\uc6a9\ud558\ub294 AI \uae30\ubc18 \ucc57\ubd07\uc744 \ucd9c\uc2dc\ud588\uc2b5\ub2c8\ub2e4. \uc774 \ucc57\ubd07\uc740 KPJ \ucfe0\uc54c\ub77c \uc140\ub791\uace0\ub974\ub97c \ud3ec\ud568\ud55c 30\uac1c\uc758 KPJ \ubcd1\uc6d0\uc5d0\uc11c \ud658\uc790\uc758 \ubb38\uc758, \uc804\ubb38\uc758 \uc815\ubcf4, \uc608\uc57d \uc77c\uc815\uc5d0 \ub300\ud574 24\uc2dc\uac04 \uc5f0\uc911\ubb34\ud734\ub85c \uc751\ub2f5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
      \n
    • 2025\ub144 3\uc6d4, Microsoft\ub294 \uc758\ub8cc \uc5c5\uacc4 \ucd5c\ucd08\uc758 \ud1b5\ud569 \uc74c\uc131 AI \uc5b4\uc2dc\uc2a4\ud134\ud2b8\uc778 Dragon Copilot\uc744 \ucd9c\uc2dc\ud588\uc2b5\ub2c8\ub2e4. Dragon Medical One\uacfc DAX Copilot\uc744 \ud1b5\ud569\ud558\uc5ec \uc784\uc0c1 \ubb38\uc11c\ub97c \uac04\uc18c\ud654\ud558\uace0, \uc758\ub8cc \uc815\ubcf4\ub97c \ud45c\uc2dc\ud558\uba70, \uad00\ub9ac \uc5c5\ubb34\ub97c \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
        \n
      • 2025\ub144 1\uc6d4, AWS\uc640 General Catalyst\ub294 \uc0dd\uc131\ud615 AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc758\ub8cc \uc11c\ube44\uc2a4\ub97c \ud601\uc2e0\ud558\uae30 \uc704\ud574 \uc804\ub7b5\uc801 \ud611\ub825 \uad00\uacc4\ub97c \ub9fa\uc5c8\uc2b5\ub2c8\ub2e4. AWS\uc758 \uace0\uae09 \ud074\ub77c\uc6b0\ub4dc \ubc0f AI \uae30\uc220\uacfc General Catalyst\uc758 \uc758\ub8cc \uc804\ubb38 \uc9c0\uc2dd\uc744 \uacb0\ud569\ud558\uc5ec, \uc774 \ud611\ub825\uc740 \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc, \uc9c4\ub2e8 \ubc0f \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uc704\ud55c AI \uae30\ubc18 \uc194\ub8e8\uc158\uc744 \uacf5\ub3d9 \uac1c\ubc1c\ud558\uace0 \ubc30\ud3ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
          \n
        • 2025\ub144 1\uc6d4, IQVIA\uc640 NVIDIA\ub294 \uc5d0\uc774\uc804\ud2b8 AI \uc194\ub8e8\uc158\uc744 \ud1b5\ud574 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559\uc744 \ubc1c\uc804\uc2dc\ud0a4\uae30 \uc704\ud55c \uc804\ub7b5\uc801 \ud30c\ud2b8\ub108\uc2ed\uc744 \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4. IQVIA\uc758 \ucee4\ub125\ud2f0\ub4dc \uc778\ud154\ub9ac\uc804\uc2a4\uc640 \uc758\ub8cc\uc6a9 AI\ub97c NVIDIA\uc758 AI Foundry\uc640 \uacb0\ud569\ud558\uc5ec, \uc774 \ud611\ub825\uc740 \ubcf5\uc7a1\ud55c \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc790\ub3d9\ud654\ud558\uace0, \ub370\uc774\ud130 \ucd94\ucd9c\uc744 \uac15\ud654\ud558\uba70, \ud658\uc790 \uce58\ub8cc \uacb0\uacfc\ub97c \uac1c\uc120\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/li>\n
        • <\/li>\n<\/ul>\n

          \uc8fc\uc694 \uc2dc\uc7a5 \ucc38\uc5ec\uc790<\/h3>\n

          \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c \ucd5c\uace0\uc758 NLP \uae30\uc5c5 \ubaa9\ub85d<\/strong><\/b><\/p>\n

          \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc758 NLP\ub294 \uad11\ubc94\uc704\ud55c \uc9c0\uc5ed\uc801 \uc785\uc9c0\ub97c \uac16\ucd98 \uba87\uba87 \uc8fc\uc694 \uae30\uc5c5\ub4e4\uc774 \uc9c0\ubc30\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc8fc\uc694 \uae30\uc5c5\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

           <\/p>\n

          Microsoft
          \nGoogle
          \nAWS
          \nIBM
          \nOracle
          \nNVIDIA
          \nIQVIA
          \nSolventum
          \nOptum
          \nGE Healthcare
          \nInovalon
          \nFlatiron Health
          \nHPE
          \nEdifecs
          \nHealth Catalyst
          \nSAS Institute
          \nLexalytics
          \nAverbis
          \nDolbey Systems
          \nJohn Snow Labs
          \nClinithink
          \nEllipsis Health
          \nITRex Group
          \nPress Ganey
          \nOncora Medical
          \nEmtelligent<\/p>\n

          \"\"<\/p>\n

           <\/p>\n

          \ubaa9\ucc28<\/b><\/h4>\n

          \ub3c5\uc810\uc801\uc740 MarketsandMarkets\uc5d0\ub9cc \uace0\uc720\ud55c \ucf58\ud150\uce20\/\ub370\uc774\ud130\ub97c \uc758\ubbf8\ud558\uba70, \uacbd\uc7c1\uc0ac\uc5d0\uc11c\ub294 \uc81c\uacf5\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/strong><\/b><\/p>\n

          \uc81c\ubaa9<\/b><\/p>\n

          \ud398\uc774\uc9c0 \ubc88\ud638<\/b><\/p>\n

          \uc18c\uac1c<\/b><\/p>\n

          37<\/b><\/p>\n

          \uc5f0\uad6c \ubc29\ubc95\ub860<\/b><\/p>\n

          43<\/b><\/p>\n

          \uc694\uc57d<\/b><\/p>\n

          55<\/b><\/p>\n

          \ud504\ub9ac\ubbf8\uc5c4 \ud1b5\ucc30\ub825<\/b><\/p>\n

          61<\/b><\/p>\n

          \uc2dc\uc7a5 \uac1c\uc694<\/b><\/p>\n

          63<\/b><\/p>\n

            \n
          • 5.1 \uc18c\uac1c<\/b><\/li>\n
          • 5.2 \uc2dc\uc7a5 \uc5ed\ud559 \ub3d9\uc778 – \ube44\uc815\ud615 \uc784\uc0c1 \ub370\uc774\ud130\uc758 \uae09\uc99d – \ud5a5\uc0c1\ub41c \uce58\ub8cc \uc81c\uacf5 \ubc0f \ud658\uc790 \ucc38\uc5ec\uc5d0 \ub300\ud55c \uc218\uc694 \uc99d\uac00 – \uc911\uc694\ud55c \uac74\uac15 \ubb38\uc81c\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud55c \uc608\uce21 \ubd84\uc11d\uc758 \ud544\uc694\uc131 – \uc784\uc0c1 \uacb0\uc815 \uc9c0\uc6d0\uc758 \uac15\ud654\uc5d0 \ub300\ud55c \uad00\uc2ec \uc99d\uac00 \uc81c\uc57d – \uc784\uc0c1 \uc815\ud655\uc131 \ubc0f \uc2e0\ub8b0\uc131 \ubb38\uc81c – NLP \ubaa8\ub378 \uac1c\ubc1c\uc5d0 \ub300\ud55c \ub3c4\uba54\uc778\ubcc4 \uc5b8\uc5b4 \ubc0f \uc758\ud559 \uc6a9\uc5b4 \uad00\ub828 \ubb38\uc81c – NLP\ub97c \uae30\uc874 \uc758\ub8cc \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\ub294 \ub370 \ub530\ub974\ub294 \ubcf5\uc7a1\uc131 \uae30\ud68c- \uc0dd\uc0b0\uc131 \ud5a5\uc0c1\uc744 \uc704\ud55c \ucef4\ud4e8\ud130 \uc9c0\uc6d0 \ucf54\ub529\uc758 \ucc44\ud0dd \uc99d\uac00 – \uc758\ub8cc\uc5d0 \uc720\uc6a9\ud55c \ud1b5\ucc30\ub825\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud55c \ucca8\ub2e8 AI \uae30\uc220\uc758 \ucd9c\ud604 – \uc758\ub8cc \uc751\uc6a9 \ubd84\uc57c\ub97c \uc704\ud55c \uc778\uc9c0 \ucef4\ud4e8\ud305\uc758 \ucd9c\ud604 \ub3c4\uc804 \uacfc\uc81c – \ubaa8\ub378 \ud6c8\ub828 \ub370\uc774\ud130\uc758 \ud55c\uacc4 – NLP \uae30\uc220\uc758 \uad6c\ud604 \ubc0f \uc720\uc9c0 \uad00\ub9ac\uc5d0 \ub4dc\ub294 \ub192\uc740 \ube44\uc6a9 – NLP \uc54c\uace0\ub9ac\uc998\uc744 \ubc30\ud3ec\ud560 \ub54c\uc758 \uc124\uba85 \uac00\ub2a5\uc131 \ubc0f \ud574\uc11d \uac00\ub2a5\uc131 \ubb38\uc81c<\/b><\/li>\n
          • 5.3 2025\ub144 \ubbf8\uad6d \uad00\uc138\uc758 \uc601\ud5a5 \u2014 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP \uc18c\uac1c \uc8fc\uc694 \uad00\uc138\uc728 \uac00\uaca9 \uc601\ud5a5 \ubd84\uc11d \u2014 \uc804\ub7b5\uc801 \ubcc0\ud654 \ubc0f \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc \uad6d\uac00\/\uc9c0\uc5ed\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \u2014 \ubbf8\uad6d \u2014 \uc911\uad6d \u2014 \uc720\ub7fd \u2014 \uc778\ub3c4 \ucd5c\uc885 \uc0ac\uc6a9 \uc0b0\uc5c5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \u2014 \uc784\uc0c1 \uc758\uc0ac \u2014 \uc758\ub8cc \uc5f0\uad6c\uc790 \u2014 \uc81c\uc57d \ubc0f \uc0dd\uba85 \uacf5\ud559 \uae30\uc5c5<\/b><\/li>\n
          • 5.4 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc9c4\ud654<\/b><\/li>\n
          • 5.5 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP: \uc544\ud0a4\ud14d\ucc98<\/b><\/li>\n
          • 5.6 \uacf5\uae09\ub9dd \ubd84\uc11d<\/b><\/li>\n
          • 5.7 \uc0dd\ud0dc\uacc4 \ubd84\uc11d \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ubc0f \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\ubcc4 \uc801\uc6a9 \ubd84\uc57c- \ud658\uc790 \uad00\ub9ac \ubc0f \ucc38\uc5ec- \uc784\uc0c1 \uc6b4\uc601 \ubc0f \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0- \uc0dd\ubb3c\uc758\ud559 \uc5f0\uad6c \ubc0f \uc2e0\uc57d \uac1c\ubc1c- \ud589\uc815 \ubc0f \uc6b4\uc601 \uad00\ub9ac- \uc720\uc804\uccb4\ud559 \ubc0f \uc815\ubc00 \uc758\ud559- \uc758\ub8cc \uad50\uc721 \ubc0f \uc9c0\uc2dd \ud655\uc0b0<\/b><\/li>\n
          • 5.8 \ud22c\uc790 \ud658\uacbd \ubc0f \uc790\uae08 \uc870\ub2ec \ud604\ud669<\/b><\/li>\n
          • 5.9 \uc0ac\ub840 \uc5f0\uad6c \ubd84\uc11d \uc0ac\ub840 \uc5f0\uad6c 1: CSL Behring\uc740 IQVIA\uc758 NLP \ud300\uc778 Linguamatics\uc640 \ud611\ub825\ud558\uc5ec \uac1c\ub150 \uc99d\uba85 \uc0ac\ub840 \uc5f0\uad6c\ub97c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. \uc0ac\ub840 \uc5f0\uad6c 2: ATRIUS HEALTH\ub294 LINGUAMATICS I2E\ub97c \ud65c\uc6a9\ud574 \uc758\ub8cc\uc9c4 \uc9c4\ud589 \uae30\ub85d \ubc0f \uc784\uc0c1 \ubcf4\uace0\uc11c \ub0b4 \uc790\uc720 \ud14d\uc2a4\ud2b8 \ud544\ub4dc\uc5d0\uc11c \uc784\uc0c1 \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud55c \ucffc\ub9ac\ub97c \uc0dd\uc131\ud588\uc2b5\ub2c8\ub2e4 \uc0ac\ub840 \uc5f0\uad6c 3: HUMANA\ub294 Watson\uc758 \uc74c\uc131 \uc5d0\uc774\uc804\ud2b8\ub97c \ucc44\ud0dd\ud558\uc5ec \uc758\ub8cc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc790\uc5d0\uac8c \ud5a5\uc0c1\ub41c \uc140\ud504 \uc11c\ube44\uc2a4 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc0ac\ub840 \uc5f0\uad6c 4: \ubc14\uc774\uc624 \uc81c\uc57d \ud68c\uc0ac\ub294 IQVIA\uc758 \uc194\ub8e8\uc158\uc744 \ubc30\ud3ec\ud558\uc5ec \uac74\uac15 \uae30\uc220 \ud3c9\uac00\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc0ac\ub840 \uc5f0\uad6c 5: \ud544\ub9bd\uc2a4\uac00 \uc544\ub9c8\uc874\uc758 \uc5d8\ub77c\uc2a4\ud2f1 \ucef4\ud4e8\ud2b8 \ud074\ub77c\uc6b0\ub4dc(Amazon EC2)\ub97c \ucc44\ud0dd\ud574 \uc548\uc804\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c \ucef4\ud4e8\ud305 \uc6a9\ub7c9\uc744 \ud655\ubcf4\ud588\uc2b5\ub2c8\ub2e4<\/b><\/li>\n
          • 5.10 \uae30\uc220 \ubd84\uc11d \ud575\uc2ec \uae30\uc220- \uc0dd\uc131\ud615 AI- \uc790\uc5f0\uc5b4 \ucc98\ub9ac (NLP)- \uba38\uc2e0 \ub7ec\ub2dd- \ucef4\ud4e8\ud130 \ube44\uc804 \ubcf4\uc644 \uae30\uc220- \ub300\ud654\ud615 AI- \uac10\uc815 AI- \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305 \uc778\uc811 \uae30\uc220- \uc5e3\uc9c0 AI- \ube14\ub85d\uccb4\uc778- AR\/VR<\/b><\/li>\n
          • 5.11 \uaddc\uc81c \ud658\uacbd \uaddc\uc81c \uae30\uad00, \uc815\ubd80 \uae30\uad00 \ubc0f \uae30\ud0c0 \uc870\uc9c1- \ubd81\ubbf8- \uc720\ub7fd- \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591- \uc911\ub3d9 \ubc0f \uc544\ud504\ub9ac\uce74- \ub77c\ud2f4 \uc544\uba54\ub9ac\uce74<\/b><\/li>\n
          • 5.12 \ud2b9\ud5c8 \ubd84\uc11d \ubc29\ubc95\ub860 \ud2b9\ud5c8 \ucd9c\uc6d0 \uac74\uc218, \ubb38\uc11c \uc720\ud615\ubcc4 \ud601\uc2e0 \ubc0f \ud2b9\ud5c8 \ucd9c\uc6d0<\/b><\/li>\n
          • 5.13 \uac00\uaca9 \ubd84\uc11d \uc8fc\uc694 \uc5c5\uccb4\ubcc4 \ud3c9\uade0 \ud310\ub9e4 \uac00\uaca9, \uc81c\ud488\ubcc4 2025\ub144 \ud3c9\uade0 \ud310\ub9e4 \uac00\uaca9, \uc751\uc6a9 \ubd84\uc57c\ubcc4 2025\ub144<\/b><\/li>\n
          • 5.14 \uc8fc\uc694 \ucee8\ud37c\ub7f0\uc2a4 \ubc0f \ud589\uc0ac, 2025\u20132026<\/b><\/li>\n
          • 5.15 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP: \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 SAAS \ubaa8\ub378 \ucee8\uc124\ud305 \uc11c\ube44\uc2a4 \ubaa8\ub378 \uc218\uc775 \uacf5\uc720 \ubaa8\ub378 \uc0ac\uc6a9\ub7c9 \uae30\ubc18 \uc9c0\ubd88 \ubaa8\ub378<\/b><\/li>\n
          • 5.16 \ud3ec\ud130\uc758 5\ub300 \uacbd\uc7c1 \uc694\uc778 \ubd84\uc11d \uc2e0\uaddc \uc9c4\uc785\uc790\uc758 \uc704\ud611 \ub300\uccb4\ud488\uc758 \uc704\ud611 \uacf5\uae09\uc5c5\uccb4\uc758 \ud611\uc0c1\ub825 \uad6c\ub9e4\uc790\uc758 \ud611\uc0c1\ub825 \uacbd\uc7c1 \uac15\ub3c4<\/b><\/li>\n
          • 5.17 \uc8fc\uc694 \uc774\ud574 \uad00\uacc4\uc790 \ubc0f \uad6c\ub9e4 \uae30\uc900 \uad6c\ub9e4 \ud504\ub85c\uc138\uc2a4\uc758 \uc8fc\uc694 \uc774\ud574 \uad00\uacc4\uc790 \uad6c\ub9e4 \uae30\uc900<\/b><\/li>\n
          • 5.18 \uace0\uac1d \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ud2b8\ub80c\ub4dc\/\ud63c\ub780<\/b><\/li>\n<\/ul>\n

            \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP, \uc81c\ud488\ubcc4<\/b><\/p>\n

            111<\/b><\/p>\n

              \n
            • 6.1 \uc18c\uac1c \uc81c\ud488: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
            • 6.2 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub3c5\ub9bd\ud615 NLP \uc18c\ud504\ud2b8\uc6e8\uc5b4 – \uc815\ud655\ud558\uace0 \ub9de\ucda4\ud654\ub41c \uc548\uc804\ud55c NLP \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud1b5\ud569 NLP \uc18c\ud504\ud2b8\uc6e8\uc5b4 – \uc784\uc0c1 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \ubc0f \ud1b5\ucc30\ub825\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/b><\/li>\n
            • 6.3 \uc11c\ube44\uc2a4 \uc804\ubb38 \uc11c\ube44\uc2a4 – \uc804\ubb38 \uc11c\ube44\uc2a4 \uc194\ub8e8\uc158\uc73c\ub85c \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c \uac15\ud654 – \uad50\uc721 \ubc0f \ucee8\uc124\ud305 \uc11c\ube44\uc2a4 – \uc2dc\uc2a4\ud15c \ud1b5\ud569 \ubc0f \uad6c\ud604 – \uc9c0\uc6d0 \ubc0f \uc720\uc9c0 \uad00\ub9ac \uad00\ub9ac \uc11c\ube44\uc2a4 – \ud3ec\uad04\uc801\uc778 \uad00\ub9ac\ud615 \uc758\ub8cc \uc11c\ube44\uc2a4\ub85c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 NLP \uc6b4\uc601<\/b><\/li>\n<\/ul>\n

              \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \ubc30\ud3ec \ubaa8\ub4dc\ubcc4<\/b><\/p>\n

              123<\/b><\/p>\n

                \n
              • 7.1 \uc18c\uac1c \ubc30\ud3ec \ubaa8\ub4dc: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
              • 7.2 \ud074\ub77c\uc6b0\ub4dc \ud65c\uc6a9 \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac \uc194\ub8e8\uc158\uc744 \uc704\ud55c \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 NLP<\/b><\/li>\n
              • 7.3 \uc628\ud504\ub808\ubbf8\uc2a4 \uc758\ub8cc \ubd84\uc57c\uc758 \uaddc\uc815 \uc900\uc218 \ubc0f \ub370\uc774\ud130 \uc8fc\uad8c\uc744 \uc704\ud55c \uc548\uc804\ud55c \uc628\ud504\ub808\ubbf8\uc2a4 NLP \ubc30\ud3ec<\/b><\/li>\n<\/ul>\n

                \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP \uc720\ud615\ubcc4 NLP<\/b><\/p>\n

                128<\/b><\/p>\n

                  \n
                • 8.1 \uc18c\uac1c NLP \uc720\ud615: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
                • 8.2 \uc790\uc5f0\uc5b4 \uc774\ud574 \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \ubcf5\uc7a1\ud55c \uc758\ud559 \uc6a9\uc5b4\ub97c \uc774\ud574\ud558\uc5ec \uc784\uc0c1 \ud1b5\ucc30\ub825\uc744 \ud65c\uc6a9<\/b><\/li>\n
                • 8.3 \uc790\uc5f0\uc5b4 \uc0dd\uc131 \uace0\uae09 \uc194\ub8e8\uc158\uc744 \ud1b5\ud55c \uc758\ub8cc \ud6a8\uc728\uc131 \ubc0f \ud658\uc790 \ucc38\uc5ec \ucd09\uc9c4<\/b><\/li>\n<\/ul>\n

                  \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP, NLP \uae30\uc220\ubcc4<\/b><\/p>\n

                  133<\/b><\/p>\n

                    \n
                  • 9.1 \uc18c\uac1c NLP \uae30\uc220: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
                  • 9.2 \uad11\ud559 \ubb38\uc790 \uc778\uc2dd \uc758\ub8cc \uc11c\ube44\uc2a4\uc5d0\uc11c\uc758 \ucc44\ud0dd\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \ub514\uc9c0\ud138 \ucf58\ud150\uce20\ub85c \ub370\uc774\ud130 \ucc98\ub9ac \uac1c\uc120\uc5d0 \uc9d1\uc911<\/b><\/li>\n
                  • 9.3 \uba85\uba85\ub41c \uc5d4\ud2f0\ud2f0 \uc778\uc2dd(NER): \ud658\uc790 \uce58\ub8cc \uac1c\uc120\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc870\uc9c1\ud654 \uac15\ud654 \uc218\uc694 \uc99d\uac00\ub85c \uc2dc\uc7a5 \uc131\uc7a5 \ucd09\uc9c4<\/b><\/li>\n
                  • 9.4 \uac10\uc815 \ubd84\uc11d: \ud658\uc790 \uce58\ub8cc \ubc0f \ucee4\ubba4\ub2c8\ucf00\uc774\uc158 \uc804\ub7b5 \uac1c\uc120 \ud544\uc694\uc131\uc73c\ub85c \uc2dc\uc7a5 \uc131\uc7a5 \ucd09\uc9c4<\/b><\/li>\n
                  • 9.5 \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uace0\uae09 \ubd84\uc11d\uc744 \uc704\ud55c \uc758\ub8cc \uae30\uad00\uc758 \uc5ed\ub7c9 \uac15\ud654\uc5d0 \uc911\uc810\uc744 \ub450\uc5b4 \uc218\uc694 \ucd09\uc9c4<\/b><\/li>\n
                  • 9.6 \ud1a0\ud53d \ubaa8\ub378\ub9c1 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \ud1b5\ucc30\ub825\uacfc \ud2b8\ub80c\ub4dc\ub97c \ubc1c\uacac\ud558\uc5ec \uc2dc\uc7a5 \ucd09\uc9c4<\/b><\/li>\n
                  • 9.7 \ud14d\uc2a4\ud2b8 \uc694\uc57d \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 \uc758\ub8cc \ud1b5\ucc30\ub825\uc744 \uac04\uc18c\ud654\ud558\uc5ec \uc2dc\uc7a5 \uc131\uc7a5 \ucd09\uc9c4<\/b><\/li>\n
                  • 9.8 \uae30\ud0c0 NLP \uae30\uc220<\/b><\/li>\n<\/ul>\n

                    \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc751\uc6a9 \ubd84\uc57c\ubcc4 \uc2dc\uc7a5 \uaddc\ubaa8<\/b><\/p>\n

                    143<\/b><\/p>\n

                      \n
                    • 10.1 \uc18c\uac1c \uc751\uc6a9 \ubd84\uc57c: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
                    • 10.2 \ud658\uc790 \uce58\ub8cc \ubc0f \ucc38\uc5ec \uc758\ub8cc \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uace0\uae09 NLP\ub97c \ud1b5\ud55c \ud658\uc790 \uce58\ub8cc \ubc0f \ucc38\uc5ec \uac15\ud654 \ub300\ud654\ud615 AI \ubc0f \uac00\uc0c1 \ube44\uc11c \uc6d0\uaca9 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc6d0\uaca9 \uc758\ub8cc \uc9c0\uc6d0 \ud658\uc790 \ud53c\ub4dc\ubc31 \ubc0f \uac10\uc815 \ubd84\uc11d \uac74\uac15 \uc704\ud5d8 \ud3c9\uac00 \uae30\ud0c0<\/b><\/li>\n
                    • 10.3 \uc784\uc0c1 \uc6b4\uc601 \ubc0f \uc758\uc0ac \uacb0\uc815 \uc9c0\uc6d0 NLP\ub97c \ud1b5\ud55c \uc784\uc0c1 \ud1b5\ucc30\ub825 \ud655\ubcf4 \ubc0f \uc6b4\uc601 \ud6a8\uc728\ud654 \uc758\uc0ac \uacb0\uc815- \ud6a8\uc728\uc131 \ud5a5\uc0c1 \uc784\uc0c1 \ubb38\uc11c\ud654 \ubc0f \uc804\uc0ac \uc758\ub8cc \ucf54\ub529 \ubc0f \uccad\uad6c \uc790\ub3d9\ud654 \uc784\uc0c1 \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0 \uc784\uc0c1 \uc2dc\ud5d8 \ub9e4\uce6d \uae30\ud0c0<\/b><\/li>\n
                    • 10.4 \uc0dd\ubb3c \uc758\ud559 \uc5f0\uad6c \ubc0f \uc758\uc57d\ud488 \uac1c\ubc1c \uc758\ub8cc \ubb38\ud5cc \ub9c8\uc774\ub2dd \ubc0f \uc9c0\uc2dd \ucd94\ucd9c\uc744 \ud1b5\ud55c NLP\ub97c \uc774\uc6a9\ud55c \uc758\uc57d\ud488 \ubc1c\uacac \ubc0f \uc5f0\uad6c \ud1b5\ucc30\ub825 \uac00\uc18d\ud654 \uc758\uc57d\ud488 \ubc1c\uacac \ubc0f \uc6a9\ub3c4 \ubcc0\uacbd \uc784\uc0c1 \uc2dc\ud5d8 \uc124\uacc4 \ubc0f \ucd5c\uc801\ud654 \uc57d\ubb3c \uc548\uc804\uc131 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc548\uc804 \ubaa8\ub2c8\ud130\ub9c1 \uae30\ud0c0<\/b><\/li>\n
                    • 10.5 \ud589\uc815 \ubc0f \uc6b4\uc601 \uad00\ub9ac NLP\ub97c \ud1b5\ud55c \ud589\uc815 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uac04\uc18c\ud654 \uc758\ub8cc \uc6b4\uc601\uc758 \ud6a8\uc728\uc131 \ubc0f \uc815\ud655\uc131 \ud5a5\uc0c1 \uc0ac\uc804 \uc2b9\uc778 \ubc0f \uc774\uc6a9 \uad00\ub9ac \uacf5\uae09\uc790 \uc131\uacfc \ubc0f \ud488\uc9c8 \ubcf4\uace0 \uc0c1\ud638 \uc6b4\uc6a9\uc131 \ubc0f \ub370\uc774\ud130 \ud45c\uc900\ud654 \uc218\uc775 \uc0ac\uc774\ud074 \uad00\ub9ac \uae30\ud0c0<\/b><\/li>\n
                    • 10.6 \uc720\uc804\uccb4\ud559 \ubc0f \uc815\ubc00 \uc758\ud559 NLP\ub97c \ud1b5\ud574 \uc720\uc804\uccb4 \ud1b5\ucc30\ub825\uc744 \ud655\ubcf4\ud558\uc5ec \uc815\ubc00 \uc758\ud559 \ubc0f \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc\ub97c \uac15\ud654 \uc720\uc804\uccb4 \ubcf4\uace0\uc11c \ud574\uc11d \uc720\uc804\uccb4 \ubc0f \uc784\uc0c1 \ub370\uc774\ud130 \ud1b5\ud569 \uae30\ud0c0<\/b><\/li>\n
                    • 10.7 \uc758\ub8cc \uad50\uc721 \ubc0f \uc9c0\uc2dd \ubcf4\uae09 \uac1c\uc778\ud654\ub41c \ud6a8\uc728\uc801\uc778 \uc758\ub8cc \ud559\uc2b5\uc744 \uc704\ud55c NLP\ub97c \ud1b5\ud55c \uc758\ub8cc \uad50\uc721 \ubc0f \uc9c0\uc2dd \uacf5\uc720 \uac15\ud654<\/b><\/li>\n
                    • 10.8 \uae30\ud0c0 \uc751\uc6a9 \ubd84\uc57c<\/b><\/li>\n<\/ul>\n

                      NLP IN HEALTHCARE & LIFE SCIENCES MARKET, BY END USER<\/b><\/p>\n

                      162<\/b><\/p>\n

                        \n
                      • 11.1 \uc18c\uac1c \ucd5c\uc885 \uc0ac\uc6a9\uc790: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP \uc2dc\uc7a5 \ub3d9\uc778<\/b><\/li>\n
                      • 11.2 \uc784\uc0c1 \uc2e4\ubb34\uc790 \uce58\ub8cc \uacc4\ud68d \uac1c\uc120\uc5d0 \ub300\ud55c \uc694\uad6c \uc99d\uac00\ub85c \uc218\uc694 \ucd09\uc9c4 \uc758\uc0ac\/\uc758\uc0ac \uac04\ud638\uc0ac \uc57d\uc0ac \uae30\ud0c0<\/b><\/li>\n
                      • 11.3 \uc758\ub8cc \uc5f0\uad6c\uc790 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ub300\ub7c9\uc758 \uc758\ub8cc \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5\uc744 \ucd94\uc9c4\ud560 \ud544\uc694\uc131 \uc784\uc0c1 \uc5f0\uad6c\uc790 \uc0dd\ubb3c \uc758\ud559\uc790 \uc5ed\ud559\uc790 \uae30\ud0c0<\/b><\/li>\n
                      • 11.4 \uc758\ub8cc \uad00\ub9ac\uc790\ub294 \uc2dc\uc7a5 \ud655\uc7a5\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \uc6b4\uc601 \ud6a8\uc728\uc131 \ubc0f \uc758\uc0ac \uacb0\uc815 \uac1c\uc120\uc5d0 \uc9d1\uc911 \ubcd1\uc6d0 \uad00\ub9ac\uc790 \uc758\ub8cc IT \uad00\ub9ac\uc790 \uc758\ub8cc \ub370\uc774\ud130 \ubd84\uc11d\uac00 \uae30\ud0c0<\/b><\/li>\n
                      • 11.5 \uac74\uac15 \ubcf4\ud5d8 \ubc0f \uc9c0\uae09 \uae30\uad00 \uc804\ubb38\uac00\ub4e4\uc740 \uc6b4\uc601\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 NLP \uae30\uc220\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uac74\uac15 \ubcf4\ud5d8 \ud68c\uc0ac, \uc815\ubd80 \ubcf4\uac74 \uae30\uad00, \uae30\ud0c0<\/b><\/li>\n
                      • 11.6 \uc81c\uc57d \ubc0f \uc0dd\uba85\uacf5\ud559 \uae30\uc5c5 NLP \uae30\uc220\uc758 \ucc44\ud0dd\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \uc758\uc57d\ud488 \uc548\uc804\uc5d0 \ub300\ud55c \ud1b5\ucc30\ub825 \ud655\ubcf4\uc5d0 \uc911\uc810 \uc758\ub8cc \uc5c5\ubb34 \ubc0f \uc2dc\uc7a5 \uc870\uc0ac\uc790 \uaddc\uc81c \uc5c5\ubb34 \uc758\uc57d\ud488 \uc548\uc804 \ubd80\uc11c \uae30\ud0c0<\/b><\/li>\n
                      • 11.7 \uae30\ud0c0 \ucd5c\uc885 \uc0ac\uc6a9\uc790<\/b><\/li>\n<\/ul>\n

                        \uc9c0\uc5ed\ubcc4 \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c\uc758 NLP \uc2dc\uc7a5 \uaddc\ubaa8<\/b><\/p>\n

                        176<\/b><\/p>\n

                          \n
                        • 12.1 \uc18c\uac1c<\/b><\/li>\n
                        • 12.2 \ubd81\ubbf8 \ubd81\ubbf8: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc131\uc7a5 \ub3d9\ub825 \ubd81\ubbf8: \uac70\uc2dc\uacbd\uc81c \uc804\ub9dd \ubbf8\uad6d – NLP\ub97c \ud1b5\ud55c \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559\uc758 \ud601\uc2e0\uacfc \ud6a8\uc728\uc131 \uc99d\ub300 \uce90\ub098\ub2e4 – NLP \uae30\uc220 \ud1b5\ud569\uc744 \ud1b5\ud55c \uc758\ub8cc \ud601\uc2e0 \ubc0f \uc5f0\uad6c \uac00\uc18d\ud654<\/b><\/li>\n
                        • 12.3 \uc720\ub7fd \uc720\ub7fd: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc5d0\uc11c NLP\uc758 \uc131\uc7a5 \ub3d9\ub825 \uc720\ub7fd: \uac70\uc2dc\uacbd\uc81c \uc804\ub9dd \uc601\uad6d – \uc2e4\uc2dc\uac04 \uc784\uc0c1 \ud1b5\ucc30\ub825\uacfc \ud658\uc790 \ucc38\uc5ec \uac15\ud654\ub97c \uc704\ud55c NHS\uc758 \uad6d\uac00\uc801 NLP \ud1b5\ud569 \ucd94\uc9c4 \ub3c5\uc77c- \uc758\ub8cc \uc2dc\uc2a4\ud15c\uc5d0\uc11c AI \uae30\ubc18 \uc9c4\ub2e8 \ucd09\uc9c4 \ubc0f GDPR \uc900\uc218 NLP \uc194\ub8e8\uc158 \ubcf4\uc7a5 \ud504\ub791\uc2a4 – \uc815\ubd80 \uc9c0\uc6d0 NLP \uc774\ub2c8\uc154\ud2f0\ube0c \ubc0f \ub2e4\uad6d\uc5b4 \uc758\ub8cc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud1b5\ud55c \uc758\ub8cc \ud601\uc2e0 \uac00\uc18d\ud654 \uc774\ud0c8\ub9ac\uc544 – NLP \ucc44\ud0dd\uc744 \ud1b5\ud55c \uc784\uc0c1 \ub370\uc774\ud130 \uad00\ub9ac \ud601\uc2e0 \ubc0f \uc608\uce21 \ubd84\uc11d \uac15\ud654 \uc2a4\ud398\uc778 – NLP\ub97c \ud1b5\ud55c \uacf5\uacf5 \uc758\ub8cc\uc758 \ub514\uc9c0\ud138\ud654 \ubc0f \uc784\uc0c1 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub825 \ucd94\ucd9c \uae30\ud0c0 \uc720\ub7fd<\/b><\/li>\n
                        • 12.4 \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 \ub3d9\uc778 \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591: \uac70\uc2dc\uacbd\uc81c \uc804\ub9dd \uc911\uad6d – \uc911\uad6d\uc5d0\uc11c AI \ud601\uc2e0\uc744 \ud1b5\ud574 NLP \uae30\ubc18\uc758 \uc784\uc0c1 \ud6a8\uc728\uc131 \ubc0f \ud658\uc790 \uce58\ub8cc \ud5a5\uc0c1 \uc77c\ubcf8 – \ucca8\ub2e8 NLP \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uace0\ub839\ud654 \uc778\uad6c\ub97c \uc704\ud55c \ud6a8\uc728\uc801\uc778 \uc758\ub8cc \uc11c\ube44\uc2a4 \ubc0f \ub9de\ucda4\ud615 \uce58\ub8cc \ucd94\uc9c4 \uc778\ub3c4 – \uae30\ub85d\uc758 \ub514\uc9c0\ud138\ud654, \uc6d0\uaca9 \uc758\ub8cc \uac15\ud654, \ud658\uc790 \ucc38\uc5ec \uac1c\uc120\uc744 \ud1b5\ud574 NLP \ucc44\ud0dd \ucd94\uc9c4 \ub300\ud55c\ubbfc\uad6d – \uc815\ud655\ud55c \uc784\uc0c1 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f AI \uc9c4\ub2e8\uc744 \ubc1c\uc804\uc2dc\ucf1c \uc758\ub8cc \uc11c\ube44\uc2a4 \ud601\uc2e0 \ucd94\uc9c4 \ud638\uc8fc \ubc0f \ub274\uc9c8\ub79c\ub4dc- \uace0\uae09 NLP \ucc44\ud0dd\uc744 \ud1b5\ud55c \uc784\uc0c1 \ub370\uc774\ud130 \uad00\ub9ac \ubc0f \uac1c\uc778 \ub9de\ucda4\ud615 \uce58\ub8cc \uac15\ud654 \uc544\uc138\uc548 – \uc544\uc138\uc548 \ud658\uc790 \uce58\ub8cc \uc811\uadfc\uc131 \ud5a5\uc0c1\uc744 \uc704\ud55c \ub2e4\uad6d\uc5b4 NLP \uc194\ub8e8\uc158 \ubc0f \ub514\uc9c0\ud138 \uc758\ub8cc \ud601\uc2e0 \ucd94\uc9c4 \uae30\ud0c0 \uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591 \uc9c0\uc5ed<\/b><\/li>\n
                        • 12.5 \uc911\ub3d9 \ubc0f \uc544\ud504\ub9ac\uce74 \uc911\ub3d9 \ubc0f \uc544\ud504\ub9ac\uce74: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 \ub3d9\uc778 \uc911\ub3d9 \ubc0f \uc544\ud504\ub9ac\uce74: \uac70\uc2dc\uacbd\uc81c \uc804\ub9dd \uc0ac\uc6b0\ub514\uc544\ub77c\ube44\uc544 – \ub354 \ub098\uc740 \ud658\uc790 \uce58\ub8cc \uacb0\uacfc\ub97c \uc704\ud55c \uc784\uc0c1 \ubb38\uc11c \uac04\uc18c\ud654 UAE – \uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c NLP \ucc44\ud0dd\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud55c \uc815\ubd80 \ub9ac\ub354\uc2ed \ubc0f \ud611\uc5c5 \ud601\uc2e0 \ub0a8\uc544\ud504\ub9ac\uce74 \uacf5\ud654\uad6d – NLP\uc5d0 \ub300\ud55c \uc218\uc694\ub97c \ucd09\uc9c4\ud558\ub294 \ub2e4\uad6d\uc5b4 \uc694\uad6c \ubc0f \ub514\uc9c0\ud138 \uaca9\ucc28 \uc774\uc2a4\ub77c\uc5d8 – \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c NLP \uc218\uc694\ub97c \ucd09\uc9c4\ud558\ub294 \uc2a4\ud0c0\ud2b8\uc5c5 \ud601\uc2e0 \ubc0f \uc81c\ub3c4\uc801 \uc9c0\uc6d0 \uc911\ub3d9 \ubc0f \uc544\ud504\ub9ac\uce74 \uae30\ud0c0 \uc9c0\uc5ed<\/b><\/li>\n
                        • 12.6 \ub77c\ud2f4 \uc544\uba54\ub9ac\uce74: \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5 \ub3d9\uc778 \ub77c\ud2f4 \uc544\uba54\ub9ac\uce74: \uac70\uc2dc\uacbd\uc81c \uc804\ub9dd \ube0c\ub77c\uc9c8 – \uc0c8\ub85c\uc6b4 \uaddc\uc81c \ubc0f \ud30c\ud2b8\ub108\uc2ed\uc744 \ud1b5\ud55c \uace0\uae09 NLP \ucc44\ud0dd\uc774 \uc2dc\uc7a5 \uc131\uc7a5 \ucd09\uc9c4 \uba55\uc2dc\ucf54 – \uc758\ub8cc \ubd80\ubb38\uc5d0\uc11c NLP \ucc44\ud0dd\uc744 \ucd09\uc9c4\ud558\uae30 \uc704\ud55c \uc784\uc0c1 \uacb0\uc815 \uc9c0\uc6d0 \uac15\ud654 \uc544\ub974\ud5e8\ud2f0\ub098 – \uc218\uc694\ub97c \ucd09\uc9c4\ud558\uae30 \uc704\ud574 \uc784\uc0c1 \uae30\ub85d\uc744 \ubd84\uc11d\ud558\ub294 \uc815\uad50\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \ud544\uc694\uc131 \ub610\ub294 \ubc30\ud3ec \ub77c\ud2f4 \uc544\uba54\ub9ac\uce74 \uae30\ud0c0 \uc9c0\uc5ed<\/b><\/li>\n<\/ul>\n

                          \uacbd\uc7c1 \ud658\uacbd<\/b><\/p>\n

                          238<\/b><\/p>\n

                            \n
                          • 13.1 \uac1c\uc694<\/b><\/li>\n
                          • 13.2 \uc8fc\uc694 \uc5c5\uccb4 \uc804\ub7b5\/\uc2b9\ub9ac \uc694\uc778, 2022\u20132025<\/b><\/li>\n
                          • 13.3 \ub9e4\ucd9c \ubd84\uc11d, 2020\u20132024<\/b><\/li>\n
                          • 13.4 \uc2dc\uc7a5 \uc810\uc720\uc728 \ubd84\uc11d, 2024<\/b><\/li>\n
                          • 13.5 \uc81c\ud488 \ube44\uad50 \ubd84\uc11d \uc81c\ud488 \ube44\uad50 \ubd84\uc11d, \uc81c\ud488\ubcc4- Health Discovery (Averbis)- Fusion CDI (Dolbey Systems)- Clinical Documentation Integrity (Solventum)- Cloud Healthcare API (Google)- Inovalon ONE \ud50c\ub7ab\ud3fc (Inovalon) \uc81c\ud488 \ube44\uad50 \ubd84\uc11d, \uc751\uc6a9 \ubd84\uc57c\ubcc4- IBM Watsonx Assistant (IBM)- Microsoft Dragon CoPilot (Microsoft)- Oracle Clinical Digital Assistant (Oracle)- IQVIA NLP Risk Adjustment (IQVIA)- AWS HealthLake (AWS)<\/b><\/li>\n
                          • 13.6 \uae30\uc5c5 \uac00\uce58 \ud3c9\uac00 \ubc0f \uc7ac\ubb34 \uc9c0\ud45c<\/b><\/li>\n
                          • 13.7 \uae30\uc5c5 \ud3c9\uac00 \ub9e4\ud2b8\ub9ad\uc2a4: \uc8fc\uc694 \ud50c\ub808\uc774\uc5b4, 2024\uc2a4\ud0c0 \uc2e0\ud765 \ub9ac\ub354 \ud37c\ubca0\uc774\uc2dc\ube0c \ud50c\ub808\uc774\uc5b4 \ucc38\uac00\uc790 \uae30\uc5c5 \ubc1c\uc790\uad6d: \uc8fc\uc694 \ud50c\ub808\uc774\uc5b4, 2024- \uae30\uc5c5 \ubc1c\uc790\uad6d- \uc9c0\uc5ed \ubc1c\uc790\uad6d- \uc81c\ud488 \ubc1c\uc790\uad6d- \uc751\uc6a9 \ubd84\uc57c \ubc1c\uc790\uad6d- \ucd5c\uc885 \uc0ac\uc6a9\uc790 \ubc1c\uc790\uad6d<\/b><\/li>\n
                          • 13.8 \uae30\uc5c5 \ud3c9\uac00 \ub9e4\ud2b8\ub9ad\uc2a4: \uc2a4\ud0c0\ud2b8\uc5c5\/\uc911\uc18c\uae30\uc5c5, 2024 – \ud601\uc2e0\uc801 \uae30\uc5c5, \ubc18\uc751\ud615 \uae30\uc5c5, \uc5ed\ub3d9\uc801 \uae30\uc5c5, \ucd08\uae30 \ub2e8\uacc4 \uae30\uc5c5 \uacbd\uc7c1 \ubca4\uce58\ub9c8\ud0b9: \uc2a4\ud0c0\ud2b8\uc5c5\/\uc911\uc18c\uae30\uc5c5, 2024 – \uc8fc\uc694 \uc2a4\ud0c0\ud2b8\uc5c5\/\uc911\uc18c\uae30\uc5c5 \ubaa9\ub85d – \uc8fc\uc694 \uc2a4\ud0c0\ud2b8\uc5c5\/\uc911\uc18c\uae30\uc5c5\uc758 \uacbd\uc7c1 \ubca4\uce58\ub9c8\ud0b9<\/b><\/li>\n
                          • 13.9 \uacbd\uc7c1 \uc2dc\ub098\ub9ac\uc624 \ubc0f \ub3d9\ud5a5 \uc81c\ud488 \ucd9c\uc2dc \ubc0f \uac1c\uc120 \uac70\ub798<\/b><\/li>\n<\/ul>\n

                            \ud68c\uc0ac \ud504\ub85c\ud544<\/b><\/p>\n

                            263<\/b><\/p>\n

                              \n
                            • 14.1 \uc18c\uac1c<\/b><\/li>\n
                            • 14.2 \uc8fc\uc694 \uc5c5\uccb4<\/b><\/li>\n
                            • \n
                              \u00a0IBM<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              – MnM view<\/div>\n
                              \u00a0MICROSOFT<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              – MnM view<\/div>\n
                              \u00a0GOOGLE<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              – MnM view<\/div>\n
                              \u00a0AWS<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              – MnM view<\/div>\n
                              \u00a0IQVIA<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              – MnM view<\/div>\n
                              \u00a0ORACLE<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0INOVALON<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0DOLBEY SYSTEMS<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0AVERBIS<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0SAS INSTITUTE<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0SOLVENTUM<\/div>\n
                              – Business overview<\/div>\n
                              – Products\/Solutions\/Services offered<\/div>\n
                              – Recent developments<\/div>\n
                              \u00a0PRESS GANEY<\/div>\n
                              \u00a0ELLIPSIS HEALTH<\/div>\n
                              \u00a0LEXALYTICS<\/div>\n
                              \u00a0NVIDIA<\/div>\n
                              \u00a0GE HEALTHCARE<\/div>\n
                              \u00a0CLINITHINK<\/div>\n
                              \u00a0HPE<\/div>\n
                              \u00a0ONCORA MEDICAL<\/div>\n
                              \u00a0FLATIRON HEALTH<\/div>\n
                              \u00a0DATAVANT<\/div>\n
                              \u00a0EDIFECS<\/div>\n
                              \u00a0JOHN SNOW LABS<\/div>\n
                              \u00a0ITREX GROUP<\/div>\n
                              \u00a0KMS HEALTHCARE<\/div>\n
                              \u00a0APPINVENTIV<\/div>\n
                              \u00a0REVEAL HEALTHTECH<\/div>\n
                              \u00a0VERITIS<\/div>\n
                              \u00a0OPTUM<\/div>\n
                              \u00a0HEALTH CATALYST<\/div>\n
                              \u00a0AMBOSS<\/div>\n
                              \u00a0MARUTI TECHLABS<\/div>\n
                              \u00a0DEEPSCRIBE<\/div>\n<\/li>\n
                            • \n
                              14.3 OTHER PLAYERS<\/div>\n
                              \u00a0FORESEE MEDICAL<\/div>\n
                              \u00a0GNANI.AI<\/div>\n
                              \u00a0NOTABLE HEALTH<\/div>\n
                              \u00a0BIOFOURMIS<\/div>\n
                              \u00a0SUKI AI<\/div>\n
                              \u00a0WAVE HEALTH TECHNOLOGIES<\/div>\n
                              \u00a0CORTI<\/div>\n
                              \u00a0CLOUDMEDX<\/div>\n
                              \u00a0EMTELLIGENT<\/div>\n
                              \u00a0ENLITIC<\/div>\n
                              \u00a0DEEP 6 AI<\/div>\n<\/li>\n<\/ul>\n

                              \uad00\ub828 \uc2dc\uc7a5<\/b><\/p>\n

                              333<\/b><\/p>\n

                                \n
                              • 15.1 \uc18c\uac1c<\/b><\/li>\n
                              • 15.2 \uc778\uacf5\uc9c0\ub2a5(AI) \uc2dc\uc7a5 – \uae00\ub85c\ubc8c \uc804\ub9dd 2030 \uc2dc\uc7a5 \uc815\uc758 \uc2dc\uc7a5 \uac1c\uc694 – \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc7a5, \uc81c\uacf5 \ubc29\uc2dd\ubcc4 – \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc7a5, \uae30\uc220\ubcc4 – \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc7a5, \ube44\uc988\ub2c8\uc2a4 \uae30\ub2a5\ubcc4 – \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc7a5, \uc0b0\uc5c5\ubcc4 – \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc7a5, \uc9c0\uc5ed\ubcc4<\/b><\/li>\n
                              • 15.3 \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5 – 2029\ub144\uae4c\uc9c0\uc758 \uae00\ub85c\ubc8c \uc804\ub9dd \uc2dc\uc7a5 \uc815\uc758 \uc2dc\uc7a5 \uac1c\uc694 – \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5, \uc81c\uacf5 \uc720\ud615\ubcc4 – \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5, \uc720\ud615\ubcc4 – \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5, \uc751\uc6a9 \ubd84\uc57c\ubcc4 – \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5, \uc0b0\uc5c5\ubcc4 – \uc790\uc5f0\uc5b4 \uc774\ud574 \uc2dc\uc7a5, \uc9c0\uc5ed\ubcc4<\/b><\/li>\n<\/ul>\n

                                \ubd80\ub85d<\/b><\/p>\n

                                344<\/b><\/p>\n

                                  \n
                                • 16.1 \ub17c\uc758 \uac00\uc774\ub4dc<\/b><\/li>\n
                                • 16.2 \uc9c0\uc2dd \uc2a4\ud1a0\uc5b4: MarketsandMarkets\uc758 \uad6c\ub3c5 \ud3ec\ud138<\/b><\/li>\n
                                • 16.3 \uc774\uc6a9 \uac00\ub2a5\ud55c \ub9de\ucda4\ud654 \uc635\uc158<\/b><\/li>\n
                                • 16.4 \uad00\ub828 \ubcf4\uace0\uc11c<\/b><\/li>\n
                                • 16.5 \uc800\uc790 \uc815\ubcf4<\/b><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                                  \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \ubd84\uc57c\uc758 NLP \uc2dc\uc7a5\uc740 \ube60\ub974\uac8c \uc131\uc7a5\ud558\uace0 \uc788\uc73c\uba70, \uc2dc\uc7a5 \uaddc\ubaa8\ub294 2025\ub144 \uc57d 51\uc5b5 8\ucc9c\ub9cc \ub2ec\ub7ec\uc5d0\uc11c 2030\ub144\uc5d0\ub294 160\uc5b5 1\ucc9c\ub9cc \ub2ec\ub7ec\ub85c \uc5f0\ud3c9\uade0 25.3%\uc758 \uc131\uc7a5\ub960\uc744 \ubcf4\uc77c \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc758\ub8cc \ubc0f \uc0dd\uba85 \uacfc\ud559 \uc2dc\uc7a5\uc758 NLP\ub294 \uc758\ub8cc \uc11c\ube44\uc2a4 \uc81c\uacf5\uc790\uc758 \ucc44\ud0dd \uc99d\uac00, AI\uc758 \uae09\uc18d\ud55c \ubc1c\uc804, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac \uacb0\uc815\uc5d0 \ub300\ud55c \uc218\uc694 \uc99d\uac00\uc5d0 \ud798\uc785\uc5b4 \uac15\ub825\ud55c \uc131\uc7a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc7a5\uc5d0 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc8fc\uc694 \ubd80\ubb38\uc73c\ub85c\ub294 \uc81c\uacf5 \ubc0f \uc751\uc6a9\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc784\uc0c1 \ubb38\uc11c\ud654 \ubc0f \ud14d\uc2a4\ud2b8 \ub9c8\uc774\ub2dd\uacfc \uac19\uc740 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc774 \ub110\ub9ac \ucc44\ud0dd\ub418\uace0 \uc788\uc73c\uba70, \uc11c\ube44\uc2a4\ub294 \uc6d0\ud65c\ud55c \uad6c\ud604 \ubc0f \uc720\uc9c0 \uad00\ub9ac\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-23214","post","type-post","status-publish","format-standard","hentry","category-market-reports"],"_links":{"self":[{"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/posts\/23214"}],"collection":[{"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/comments?post=23214"}],"version-history":[{"count":0,"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/posts\/23214\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/media?parent=23214"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/categories?post=23214"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.globalresearch.co.kr\/insight\/wp-json\/wp\/v2\/tags?post=23214"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}