{"id":4180,"date":"2025-12-05T17:07:59","date_gmt":"2025-12-05T08:07:59","guid":{"rendered":"https:\/\/readtrends.com\/ko\/korean-dementia-prediction\/"},"modified":"2025-12-05T17:07:59","modified_gmt":"2025-12-05T08:07:59","slug":"korean-dementia-prediction","status":"publish","type":"post","link":"https:\/\/readtrends.com\/ko\/korean-dementia-prediction\/","title":{"rendered":"\uce58\ub9e4 \uc870\uae30 \ubc1c\uacac \uac00\ub2a5\ud574\uc9c0\ub098\u2026\u2018\ud55c\uad6d\uc778 \ub9de\ucda4\u2019 \uc608\uce21\ubaa8\ub378 \uccab \uac1c\ubc1c"},"content":{"rendered":"<article>\n<h2>\ud575\uc2ec \uc694\uc57d<\/h2>\n<p>\uc9c8\ubcd1\uad00\ub9ac\uccad \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0\uc774 2025\ub144 12\uc6d4 5\uc77c \ubc1c\ud45c\ud55c \uc5f0\uad6c\uc5d0\uc11c \ud55c\uad6d\uc778 \uc720\uc804\uccb4\ub97c \ud65c\uc6a9\ud55c \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \uce58\ub9e4 \uc704\ud5d8 \uc608\uce21 \ubaa8\ub378\uc744 \ucc98\uc74c \uac1c\ubc1c\ud588\ub2e4. \uc5f0\uad6c\ub294 \uad6d\ub0b4 \ucf54\ud638\ud2b8 674\uba85(\uc815\uc0c1 81\uba85, \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560 389\uba85, \uce58\ub9e4 204\uba85)\uc758 \uc784\uc0c1\u00b7\uc720\uc804\uccb4 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c 6\uc885\uc758 AI \uc54c\uace0\ub9ac\uc998\uc744 \ube44\uad50\u00b7\ubd84\uc11d\ud588\ub2e4. \ud575\uc2ec \uc720\uc804\uc790\ub85c APOE, PVRL2, TOMM40 \ub4f1\uc774 \ud655\uc778\ub410\uace0 \ubaa8\ub378\uc758 \uc608\uce21\uc131\ub2a5(AUC)\uc740 \ucd5c\ub300 0.88\uc744 \uae30\ub85d\ud588\uc73c\uba70, 2\ub144 \ucd94\uc801\uac80\uc99d\uc5d0\uc11c \uc77c\ubd80 \ubaa8\ub378\uc740 \uc2e4\uc81c \uc9c4\ud589 \uc0ac\ub840\ub97c 100% \uc815\ud655\ud788 \uc608\uce21\ud588\ub2e4. \uc5f0\uad6c\uc9c4\uc740 \uc774 \uacb0\uacfc\uac00 \ud55c\uad6d\uc778 \ub300\uc0c1 \ub9de\ucda4\ud615 \uc870\uae30\uc9c4\ub2e8\uacfc \uc608\ubc29\uc815\ucc45 \uadfc\uac70\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\ub2e4\uace0 \ubc1d\ud614\ub2e4.<\/p>\n<h2>\ud575\uc2ec \uc0ac\uc2e4<\/h2>\n<ul>\n<li>\uc5f0\uad6c\uc8fc\uccb4: \uc9c8\ubcd1\uad00\ub9ac\uccad \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0\uc740 2025\ub144 12\uc6d4 5\uc77c \uc5f0\uad6c\uacb0\uacfc\ub97c \uacf5\uac1c\ud588\ub2e4.<\/li>\n<li>\ub300\uc0c1 \ucf54\ud638\ud2b8: \ub9cc\uc131\ub1cc\ud608\uad00\uc9c8\ud658 \ubc14\uc774\uc624\ubc45\ud06c \ucee8\uc18c\uc2dc\uc5c4 \ucc38\uc5ec\uc790 \ucd1d 674\uba85(\uc815\uc0c1 81\uba85, \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560 389\uba85, \uce58\ub9e4 204\uba85)\uc744 \ubd84\uc11d\ud588\ub2e4.<\/li>\n<li>\ubd84\uc11d \uae30\ubc95: \ub79c\ub364\ud3ec\ub808\uc2a4\ud2b8, KNN, SVM, \uc778\uacf5\uc2e0\uacbd\ub9dd(ANN), XGBoost, LightGBM \ub4f1 6\uc885 \uc54c\uace0\ub9ac\uc998\uc744 \ube44\uad50\ud588\ub2e4.<\/li>\n<li>\ud575\uc2ec \uc720\uc804\uc790: APOE, PVRL2, TOMM40 \ub4f1 \uc720\uc804\uc790\uac00 \uce58\ub9e4 \uc804\ud658 \uc704\ud5d8 \uc608\uce21\uc5d0 \uc8fc\uc694 \ubcc0\uc218\ub85c \ud655\uc778\ub410\ub2e4.<\/li>\n<li>\uc131\ub2a5 \uc9c0\ud45c: \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4(AUC)\ub294 \ucd5c\ub300 0.88\uae4c\uc9c0 \ub3c4\ub2ec\ud588\ub2e4.<\/li>\n<li>\uac80\uc99d \uacb0\uacfc: 2\ub144 \ud6c4 \uc2e4\uc81c \uce58\ub9e4\ub85c \uc9c4\ud589\ub41c \uc0ac\ub840\uc640 \ub300\uc870\ud55c \uacb0\uacfc, \uc77c\ubd80 \ubaa8\ub378\uc740 \ud574\ub2f9 \uc0ac\ub840\ub97c \ucd5c\ub300 100% \uc77c\uce58\ub85c \uc608\uce21\ud588\ub2e4.<\/li>\n<li>\ubc1c\ud45c \ub9e4\uccb4: \uc5f0\uad6c \uacb0\uacfc\ub294 \uad6d\uc81c\ud559\uc220\uc9c0 &#8216;Alzheimer&#8217;s Research &#038; Therapy&#8217;\uc5d0 \uac8c\uc7ac\ub410\ub2e4.<\/li>\n<\/ul>\n<h2>\uc0ac\uac74 \ubc30\uacbd<\/h2>\n<p>\uc54c\uce20\ud558\uc774\uba38\ubcd1\uc744 \ud3ec\ud568\ud55c \uce58\ub9e4\ub294 \uace0\ub839\ud654 \uc0ac\ud68c\uc5d0\uc11c \ubc1c\ubcd1\ub960\uc774 \ube60\ub974\uac8c \uc99d\uac00\ud558\ub294 \ub300\ud45c\uc801 \ub9cc\uc131\uc9c8\ud658\uc774\ub2e4. \ud604\uc7ac \uadfc\ubcf8\uc801 \uce58\ub8cc\ubc95\uc740 \uc874\uc7ac\ud558\uc9c0 \uc54a\uc544 \uc870\uae30 \ubc1c\uacac\uacfc \uc0dd\ud65c\u00b7\uc57d\ubb3c\uc801 \uac1c\uc785\uc744 \ud1b5\ud55c \uc9c4\ud589 \uc9c0\uc5f0\uc774 \ud575\uc2ec \uc804\ub7b5\uc73c\ub85c \uaf3d\ud78c\ub2e4. \ud2b9\ud788 \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560(MCI)\ub294 \uce58\ub9e4\ub85c\uc758 \uc804\ud658 \uc704\ud5d8\uc774 \ub192\uc544(\uc5f0\uac04 \uc57d 10~15%) \uc870\uae30 \ud310\ubcc4\uc758 \uc784\uc0c1\uc801\u00b7\uc0ac\ud68c\uc801 \uc911\uc694\uc131\uc774 \ud06c\ub2e4. \uae30\uc874 \uc704\ud5d8\uc608\uce21 \uc5f0\uad6c\uc758 \uc0c1\ub2f9\uc218\ub294 \uc720\ub7fd\uc778\uc744 \uc911\uc2ec\uc73c\ub85c \uc218\ud589\ub3fc \uc778\uc885\ubcc4 \uc720\uc804\uc790 \ubd84\ud3ec \ucc28\uc774\ub85c \ub3d9\uc544\uc2dc\uc544\uc778\uc5d0\uac8c \ub3d9\uc77c\ud558\uac8c \uc801\uc6a9\ud558\uae30 \uc5b4\ub824\uc6b4 \ud55c\uacc4\uac00 \uc9c0\uc801\ub3fc \uc654\ub2e4.<\/p>\n<p>\uc774 \uac19\uc740 \ubc30\uacbd\uc5d0\uc11c \ud55c\uad6d\uc778 \ub9de\ucda4\ud615 \uc608\uce21\ubaa8\ub378 \uac1c\ubc1c \uc2dc\ub3c4\ub294 \uad6d\uac00 \ucc28\uc6d0\uc758 \uc608\ubc29\uc815\ucc45 \uc124\uacc4\uc5d0 \uc911\uc694\ud55c \uc804\ud658\uc810\uc774 \ub420 \uc218 \uc788\ub2e4. \uc720\uc804\uccb4 \uc815\ubcf4\ub294 \uc778\uad6c\uc9d1\ub2e8\ubcc4 \ube48\ub3c4\uc640 \ud6a8\uacfc\uac00 \ub2ec\ub77c \uc608\uce21 \ubcc0\uc218\uc758 \uc911\uc694\ub3c4\ub3c4 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \ud55c\uad6d\uc778 \ucf54\ud638\ud2b8\uc5d0 \uae30\ubc18\ud55c \uc5f0\uad6c\ub294 \uc2e4\uc6a9\uc801 \uc758\ubbf8\uac00 \ud06c\ub2e4. \ub610\ud55c AI \uc54c\uace0\ub9ac\uc998\uc758 \ub2e4\uc591\ud654\ub294 \ub2e8\uc77c \ubaa8\ub378\uc758 \ud3b8\ud5a5\uc744 \ubcf4\uc644\ud558\uace0, \uc784\uc0c1 \uc801\uc6a9 \uac00\ub2a5\uc131\uc744 \ub192\uc774\ub294 \ubc29\ubc95\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub2e4.<\/p>\n<h2>\uc8fc\uc694 \uc0ac\uac74<\/h2>\n<p>\uc5f0\uad6c\ud300\uc740 \ub9cc\uc131\ub1cc\ud608\uad00\uc9c8\ud658 \ubc14\uc774\uc624\ubc45\ud06c \ucee8\uc18c\uc2dc\uc5c4\uc5d0 \ub4f1\ub85d\ub41c 674\uba85\uc744 \ub300\uc0c1\uc73c\ub85c \uc784\uc0c1\uc815\ubcf4\uc640 \uc720\uc804\uccb4 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud574 \uc608\uce21\ubaa8\ub378\uc744 \uad6c\ucd95\ud588\ub2e4. \ub300\uc0c1\uc740 \uc815\uc0c1(81\uba85), \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560(389\uba85), \uce58\ub9e4(204\uba85)\ub85c \ubd84\ub958\ub418\uc5c8\uace0, \uac01 \uac1c\uc778\uc758 \uc720\uc804\ud615\uacfc \uc784\uc0c1 \uc9c0\ud45c\ub97c \uc785\ub825\ubcc0\uc218\ub85c \ud65c\uc6a9\ud588\ub2e4. \uc54c\uace0\ub9ac\uc998 \ube44\uad50\ub294 \uc608\uce21\uc131\ub2a5\uacfc \uc548\uc815\uc131 \uce21\uba74\uc5d0\uc11c \uc774\ub8e8\uc5b4\uc84c\uc73c\uba70 \ub79c\ub364\ud3ec\ub808\uc2a4\ud2b8\u00b7XGBoost \ub4f1 \ud2b8\ub9ac \uae30\ubc18 \ubaa8\ub378\uacfc ANN \uac19\uc740 \uc2e0\uacbd\ub9dd \ubaa8\ub378\uc744 \ud3ec\ud568\ud588\ub2e4.<\/p>\n<p>\ubd84\uc11d \uacb0\uacfc APOE \ub4f1 \uae30\uc874 \uc54c\ub824\uc9c4 \uc704\ud5d8\uc720\uc804\uc790\ub4e4\uc774 \uc608\uce21\uc5d0\uc11c \ud575\uc2ec \uc5ed\ud560\uc744 \ud588\uace0 PVRL2, TOMM40 \ub4f1 \ucd94\uac00 \uc720\uc804\uc790\ub3c4 \uc911\uc694\ud55c \ubcc0\uc218\ub85c \ub3c4\ucd9c\ub410\ub2e4. \uc804\uccb4 \ubaa8\ub378 \uc911 \ucd5c\uace0 \uc131\ub2a5\uc740 AUC 0.88\ub85c \ubcf4\uace0\ub418\uc5c8\uc73c\uba70, \uc774\ub294 \uc720\uc804\uccb4 \uae30\ubc18 \uc608\uce21\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \uc218\uc900\uc73c\ub85c \ud3c9\uac00\ub41c\ub2e4. \ud2b9\ud788 \uc5f0\uad6c\ud300\uc740 2\ub144 \ub4a4 \uc2e4\uc81c\ub85c \uce58\ub9e4\ub85c \uc9c4\ud589\ud55c \uc0ac\ub840\ub4e4\uc744 \ub300\uc0c1\uc73c\ub85c \ud6c4\ud5a5\uc801 \uac80\uc99d\uc744 \uc218\ud589\ud588\uace0 \uc77c\ubd80 \ubaa8\ub378\uc774 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc77c\uce58\ud568\uc744 \ud655\uc778\ud588\ub2e4.<\/p>\n<p>\uc5f0\uad6c\uc9c4\uc740 \uc774\ubc88 \uacb0\uacfc\uac00 \uc784\uc0c1 \uc801\uc6a9\uc744 \uc704\ud55c \ucd08\uae30 \ub2e8\uacc4\uc758 \uadfc\uac70\ub97c \uc81c\uacf5\ud55c\ub2e4\uace0 \ud310\ub2e8\ud558\uba74\uc11c\ub3c4, \ub300\uaddc\ubaa8 \uc678\ubd80 \ucf54\ud638\ud2b8 \uac80\uc99d\uacfc \uc784\uc0c1\uc2dc\ud5d8\uc744 \ud1b5\ud55c \uc2e4\ud6a8\uc131 \ud655\uc778\uc774 \ud544\uc694\ud558\ub2e4\uace0 \ubc1d\ud614\ub2e4. \ub610\ud55c \uc720\uc804\uccb4 \uc815\ubcf4 \ub2e8\ub3c5\ubcf4\ub2e4\ub294 \ub1cc\uc601\uc0c1, \ud608\uc561 \ubc14\uc774\uc624\ub9c8\ucee4 \ub4f1 \ub2e4\uc6d0\uc801 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud560 \ub54c \uc608\uce21\ub825\uc774 \ub354\uc6b1 \ud5a5\uc0c1\ub420 \uac00\ub2a5\uc131\uc774 \ud06c\ub2e4\uace0 \uc81c\uc2dc\ud588\ub2e4.<\/p>\n<h2>\ubd84\uc11d \ubc0f \uc758\ubbf8<\/h2>\n<p>\uc774\ubc88 \uc5f0\uad6c\ub294 \ud55c\uad6d\uc778 \uc9d1\ub2e8\uc5d0 \ud2b9\ud654\ub41c \uc720\uc804\uccb4 \uae30\ubc18 \uce58\ub9e4 \uc608\uce21\uc758 \uac00\ub2a5\uc131\uc744 \ucc98\uc74c\uc73c\ub85c \uccb4\uacc4\uc801\uc73c\ub85c \uc81c\uc2dc\ud588\ub2e4\ub294 \uc810\uc5d0\uc11c \uc758\ubbf8\uac00 \uc788\ub2e4. AUC 0.88\uc774\ub77c\ub294 \uc218\uce58\ub294 \uc784\uc0c1\uc801 \uc758\uc0ac\uacb0\uc815 \ubcf4\uc870\ub3c4\uad6c\ub85c\uc11c \uc2e4\ubb34\uc5d0 \uc751\uc6a9 \uac00\ub2a5\uc131\uc744 \uc2dc\uc0ac\ud558\uc9c0\ub9cc, \ub2e8\uc77c \uc218\uce58\ub9cc\uc73c\ub85c \uc784\uc0c1\uc801 \uc720\ud6a8\uc131\uc744 \ub2e8\uc815\ud560 \uc218\ub294 \uc5c6\ub2e4. \ud2b9\ud788 \ucf54\ud638\ud2b8 \uaddc\ubaa8(674\uba85)\ub294 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \uc2e0\ud638\ub97c \ud3ec\ucc29\ud558\uae30\uc5d0 \ucda9\ubd84\ud558\uc9c0\ub9cc, \ub2e4\uc591\uc131(\uc5f0\ub839\ub300\u00b7\uc9c0\uc5ed\u00b7\ubcd1\ub9ac\uc801 \uc774\uc9c8\uc131) \uce21\uba74\uc5d0\uc11c \ucd94\uac00 \uac80\uc99d\uc774 \ud544\uc694\ud558\ub2e4.<\/p>\n<p>\uc815\ucc45\uc801 \uce21\uba74\uc5d0\uc11c\ub294 \uc870\uae30 \uc608\uce21 \ubaa8\ub378\uc774 \uc131\uacf5\uc801\uc73c\ub85c \uac80\uc99d\ub418\uba74 \uace0\uc704\ud5d8\uad70 \uc120\ubcc4\uacfc \ub9de\ucda4\ud615 \uc608\ubc29 \ud504\ub85c\uadf8\ub7a8 \ubc30\uce58\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub2e4. \uc774\ub294 \uc7a5\uae30\uc801\uc73c\ub85c \uc758\ub8cc\ube44\uc6a9 \uc808\uac10\uacfc \uc0b6\uc758 \uc9c8 \ubcf4\ud638\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc73c\ub098, \uc720\uc804\uccb4 \uc815\ubcf4\uc758 \uc218\uc9d1\u00b7\uad00\ub9ac\u00b7\ud65c\uc6a9\uc5d0 \uad00\ud55c \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uc640 \uc724\ub9ac\uc801 \uace0\ub824\uac00 \ubcd1\ud589\ub418\uc5b4\uc57c \ud55c\ub2e4. \ud2b9\ud788 \uc608\uce21 \uacb0\uacfc\ub97c \uc5b4\ub5bb\uac8c \ud658\uc790\uc640 \uac00\uc871\uc5d0\uac8c \uc804\ub2ec\ud558\uace0 \ud6c4\uc18d \uc870\uce58\ub97c \uc124\uacc4\ud560\uc9c0\uc5d0 \ub300\ud55c \uac00\uc774\ub4dc\ub77c\uc778 \ub9c8\ub828\uc774 \ud544\uc218\uc801\uc774\ub2e4.<\/p>\n<p>\uae30\uc220\uc801 \uad00\uc810\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc54c\uace0\ub9ac\uc998\uc744 \ube44\uad50\ud55c \uc810\uc774 \uac15\uc810\uc774\ub2e4. \ud2b8\ub9ac \uae30\ubc18 \ubaa8\ub378\uacfc \uc2e0\uacbd\ub9dd\uc758 \uc131\ub2a5 \ucc28\uc774, \ubcc0\uc218 \uc911\uc694\ub3c4 \ud574\uc11d \uac00\ub2a5\uc131, \uacfc\uc801\ud569 \uc5ec\ubd80 \ub4f1\uc740 \uc784\uc0c1 \uc801\uc6a9 \uc2dc \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c\ub2e4. \ud5a5\ud6c4 \ub2e4\uae30\uad00\u00b7\ub2e4\ubbfc\uc871 \ucf54\ud638\ud2b8\uac04 \ube44\uad50 \uc5f0\uad6c\uc640 \uc2e4\uc2dc\uac04 \uc784\uc0c1 \ud658\uacbd\uc5d0\uc11c\uc758 \uc804\ud5a5\uc801 \uac80\uc99d\uc774 \uc774\ub8e8\uc5b4\uc838\uc57c AI \ubaa8\ub378\uc758 \uc548\uc815\uc131\uacfc \uc77c\ubc18\ud654 \uac00\ub2a5\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\ub2e4.<\/p>\n<h2>\ube44\uad50 \ubc0f \ub370\uc774\ud130<\/h2>\n<figure>\n<table>\n<thead>\n<tr>\n<th>\ud56d\ubaa9<\/th>\n<th>\uac12<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ucd1d \ucc38\uac00\uc790<\/td>\n<td>674\uba85<\/td>\n<\/tr>\n<tr>\n<td>\uad6c\uc131(\uc815\uc0c1\/MCI\/\uce58\ub9e4)<\/td>\n<td>81 \/ 389 \/ 204<\/td>\n<\/tr>\n<tr>\n<td>\uc0ac\uc6a9 \uc54c\uace0\ub9ac\uc998<\/td>\n<td>RF, KNN, SVM, ANN, XGBoost, LightGBM (6\uc885)<\/td>\n<\/tr>\n<tr>\n<td>\ucd5c\ub300 AUC<\/td>\n<td>0.88<\/td>\n<\/tr>\n<tr>\n<td>2\ub144 \ucd94\uc801\uac80\uc99d<\/td>\n<td>\uc77c\ubd80 \ubaa8\ub378\uc5d0\uc11c \uc2e4\uc81c \uc9c4\ud589 \uc0ac\ub840 100% \uc608\uce21 \uc77c\uce58<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\uc704 \ud45c\ub294 \ub17c\ubb38\uacfc \ubcf4\ub3c4\uc790\ub8cc\uc5d0\uc11c \uacf5\uac1c\ub41c \uc8fc\uc694 \uc218\uce58\ub97c \uc815\ub9ac\ud55c \uac83\uc774\ub2e4. \ud45c\uc758 \uc218\uce58\ub294 \uc5f0\uad6c\ud300\uc774 \ubcf4\uace0\ud55c \ucf54\ud638\ud2b8 \uad6c\uc131\uacfc \uc54c\uace0\ub9ac\uc998 \uc885\ub958, \uc131\ub2a5 \uc9c0\ud45c\ub97c \uadf8\ub300\ub85c \ubc18\uc601\ud588\ub2e4. \ub2e4\ub9cc \uac01 \uc54c\uace0\ub9ac\uc998\ubcc4 \uc138\ubd80 AUC \uac12\uc774\ub098 \uad50\ucc28\uac80\uc99d \uacb0\uacfc, \ubbfc\uac10\ub3c4\u00b7\ud2b9\uc774\ub3c4 \ub4f1 \uc138\ubd80 \uc9c0\ud45c\ub294 \uacf5\uac1c\uc790\ub8cc\uc5d0 \ubaa8\ub450 \uc81c\uc2dc\ub418\uc9c0 \uc54a\uc544 \ucd94\uac00 \uac80\ud1a0\uac00 \ud544\uc694\ud558\ub2e4. \uc678\ubd80 \ud655\uc99d \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub354 \ud070 \ud45c\ubcf8\uacfc \ub2e4\uc591\ud55c \uc784\uc0c1 \uc9c0\ud45c\ub97c \ud3ec\ud568\ud574 \uc138\ubd80 \uc131\ub2a5\uce58 \uac80\uc99d\uc774 \uc694\uad6c\ub41c\ub2e4.<\/p>\n<h2>\ubc18\uc751 \ubc0f \uc778\uc6a9<\/h2>\n<p>\uc5f0\uad6c \ubc1c\ud45c \uc9c1\ud6c4 \uc9c8\ubcd1\uad00\ub9ac\uccad \uad00\uacc4\uc790\ub294 \uc774\ubc88 \uc5f0\uad6c\uc758 \uc758\uc758\ub97c \uc124\uba85\ud558\uba70 \ud5a5\ud6c4 \uc815\ucc45 \ud65c\uc6a9 \uacc4\ud68d\uc744 \ubc1d\ud614\ub2e4.<\/p>\n<blockquote>\n<p>\uc774\ubc88 \uc5f0\uad6c\ub294 \ud55c\uad6d\uc778 \uc720\uc804\uccb4 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud55c \ub9de\ucda4\ud615 \uce58\ub9e4 \uc608\uce21 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc900 \uc758\ubbf8 \uc788\ub294 \uc131\uacfc\ub2e4. \uc55e\uc73c\ub85c \uc720\uc804\uccb4\uc640 \ub1cc\uc601\uc0c1 \ub4f1 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud55c AI \uae30\ubc18 \uc870\uae30\uc9c4\ub2e8 \ud50c\ub7ab\ud3fc\uc744 \uad6c\ucd95\ud558\uaca0\ub2e4.<\/p>\n<p><cite>\uc784\uc2b9\uad00 \uc9c8\ubcd1\uad00\ub9ac\uccad\uc7a5(\uacf5\uc2dd \ubc1c\ud45c)<\/cite><\/p><\/blockquote>\n<p>\uc5f0\uad6c\ud300\uc740 \ubc1c\ud45c\ubb38\uc744 \ud1b5\ud574 \uc5f0\uad6c\uc758 \ud55c\uacc4\uc640 \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5\uc744 \ud568\uaed8 \uc81c\uc2dc\ud588\ub2e4.<\/p>\n<blockquote>\n<p>\uc774\ubc88 \uc5f0\uad6c\ub294 \ucd08\uae30 \ub2e8\uacc4\uc758 \uc99d\uac70\ub97c \uc81c\uacf5\ud558\uc9c0\ub9cc, \ub2e4\uae30\uad00\u00b7\ub300\uaddc\ubaa8 \ucf54\ud638\ud2b8 \uac80\uc99d\uacfc \uc784\uc0c1 \uc801\uc6a9\uc744 \uc704\ud55c \ucd94\uac00 \uc5f0\uad6c\uac00 \ud544\uc694\ud558\ub2e4.<\/p>\n<p><cite>\uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0 \uc5f0\uad6c\ud300(\uc5f0\uad6c \ubc1c\ud45c)<\/cite><\/p><\/blockquote>\n<p>\ud55c\ud3b8 \uc77c\ubd80 \uc5f0\uad6c\uc790\uc640 \ud658\uc790\ub2e8\uccb4\ub294 \uae30\ub300\uc640 \uc2e0\uc911\ub860\uc744 \ub3d9\uc2dc\uc5d0 \ud45c\uba85\ud588\ub2e4.<\/p>\n<blockquote>\n<p>\ud55c\uad6d\uc778 \ud2b9\ud654 \ubaa8\ub378\uc740 \ud658\uc601\ud560 \ub9cc\ud55c \uc9c4\uc804\uc774\ub098, \uc2e4\uc81c \uc784\uc0c1 \ub3c4\uc785 \uc804 \uc608\uce21 \uacb0\uacfc \ud574\uc11d\uacfc \ud658\uc790 \uc0c1\ub2f4 \uccb4\uacc4 \ub9c8\ub828\uc774 \ud544\uc218\uc801\uc774\ub2e4.<\/p>\n<p><cite>\uad6d\ub0b4 \uc2e0\uacbd\uacfc \uc804\ubb38\uc758(\uc804\ubb38\uac00 \uc758\uacac)<\/cite><\/p><\/blockquote>\n<aside>\n<details>\n<summary>\uc6a9\uc5b4\/\ubc29\ubc95\ub860<\/summary>\n<p>APOE\ub294 \uc54c\uce20\ud558\uc774\uba38 \uad00\ub828 \uc704\ud5d8\uc744 \ub192\uc774\ub294 \uac83\uc73c\ub85c \uc798 \uc54c\ub824\uc9c4 \uc720\uc804\uc790\ub2e4. AUC(area under the ROC curve)\ub294 \ubd84\ub958\ubaa8\ud615\uc758 \ud310\ubcc4\ub825\uc744 \ub098\ud0c0\ub0b4\ub294 \uc9c0\ud45c\ub85c 0.5\ub294 \ubb34\uc791\uc704, 1.0\uc740 \uc644\uc804\ud55c \uad6c\ubcc4\uc744 \uc758\ubbf8\ud55c\ub2e4. \ub79c\ub364\ud3ec\ub808\uc2a4\ud2b8\ub294 \ub2e4\uc218\uc758 \uacb0\uc815\ub098\ubb34\ub97c \uacb0\ud569\ud574 \uc608\uce21\uc744 \uc548\uc815\ud654\ud558\ub294 \uc559\uc0c1\ube14 \uae30\ubc95\uc774\uba70 XGBoost\uc640 LightGBM\uc740 \ube60\ub978 \ud559\uc2b5\uacfc \ub192\uc740 \uc131\ub2a5\uc73c\ub85c \uc54c\ub824\uc9c4 \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \uacc4\uc5f4 \uc54c\uace0\ub9ac\uc998\uc774\ub2e4. k-\ucd5c\uadfc\uc811\uc774\uc6c3(KNN)\uc740 \uc720\uc0ac\ud55c \uc0d8\ud50c\uc744 \uae30\uc900\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ub2e8\uc21c \uae30\ubc95\uc774\uace0 SVM\uc740 \uacbd\uacc4\uba74\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud55c\ub2e4. \uc804\ud5a5\uc801 \uac80\uc99d\uacfc \uc678\ubd80\uac80\uc99d\uc740 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud655\uc778\ud558\ub294 \ud544\uc218 \uc808\ucc28\ub2e4.<\/p>\n<\/details>\n<\/aside>\n<h2>\ubd88\ud655\uc2e4\ud55c \ubd80\ubd84<\/h2>\n<ul>\n<li>\uc77c\ubd80 \ubaa8\ub378\uc758 2\ub144 \ucd94\uc801\uc5d0\uc11c 100% \uc608\uce21 \uc77c\uce58 \uc5ec\ubd80\ub294 \uc0d8\ud50c \ud06c\uae30\uc640 \uc120\ud0dd \ud3b8\ud5a5\uc758 \uc601\ud5a5\uc744 \ubc30\uc81c\ud558\uae30 \uc804\uae4c\uc9c0 \uc77c\ubc18\ud654\ud558\uae30 \uc5b4\ub835\ub2e4.<\/li>\n<li>\uc54c\uace0\ub9ac\uc998\ubcc4 \uc138\ubd80 \uc131\ub2a5\uce58(\ubbfc\uac10\ub3c4\u00b7\ud2b9\uc774\ub3c4\u00b7\uc7ac\ud604\uc728 \ub4f1)\ub294 \uacf5\uac1c\ub41c \ubcf4\ub3c4\uc790\ub8cc\uc5d0 \uc81c\ud55c\uc801\uc774\uc5b4\uc11c \ud3c9\uac00\uac00 \ubd88\ucda9\ubd84\ud558\ub2e4.<\/li>\n<li>\ub2e4\ub978 \uc9c0\uc5ed\u00b7\uc5f0\ub839\ub300\u00b7\uc720\uc804\uc801 \ubc30\uacbd\uc744 \uac00\uc9c4 \uc678\ubd80 \ucf54\ud638\ud2b8\uc5d0\uc11c\uc758 \uc7ac\ud604\uc131\uc740 \uc544\uc9c1 \ud655\uc778\ub418\uc9c0 \uc54a\uc558\ub2e4.<\/li>\n<\/ul>\n<h2>\ucd1d\ud3c9<\/h2>\n<p>\uc774\ubc88 \uc5f0\uad6c\ub294 \ud55c\uad6d\uc778 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uce58\ub9e4 \uc704\ud5d8 \uc608\uce21 AI \ubaa8\ub378\uc758 \uac00\ub2a5\uc131\uc744 \uc81c\uc2dc\ud588\ub2e4\ub294 \uc810\uc5d0\uc11c \uc758\ubbf8\uac00 \ud06c\ub2e4. AUC 0.88\uacfc \uc77c\ubd80 \ubaa8\ub378\uc758 \ub192\uc740 \ud6c4\ud5a5\uc801 \uc77c\uce58\uc131\uc740 \uc870\uae30\uc120\ubcc4 \ub3c4\uad6c\ub85c\uc11c\uc758 \uc7a0\uc7ac\ub825\uc744 \ubcf4\uc5ec\uc8fc\uc9c0\ub9cc, \uc784\uc0c1 \uc801\uc6a9 \uc804 \uc678\ubd80 \uac80\uc99d\uacfc \uc804\ud5a5\uc801 \uc2dc\ud5d8\uc744 \ud1b5\ud574 \uc548\uc804\uc131\uacfc \uc720\ud6a8\uc131\uc744 \uc785\uc99d\ud574\uc57c \ud55c\ub2e4.<\/p>\n<p>\uc815\ucc45\uc801 \ud65c\uc6a9\uc744 \uc704\ud574\uc11c\ub294 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638, \uc724\ub9ac\uc801 \uace0\uc9c0, \uacb0\uacfc \ud574\uc11d\uc744 \ub3d5\ub294 \uc784\uc0c1\uc9c0\uc6d0 \uccb4\uacc4\uac00 \ub3d9\ubc18\ub418\uc5b4\uc57c \ud55c\ub2e4. \ud5a5\ud6c4 \uc720\uc804\uccb4\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub1cc\uc601\uc0c1\u00b7\ud608\uc561 \ubc14\uc774\uc624\ub9c8\ucee4\ub97c \ud1b5\ud569\ud55c \ub2e4\uc911\ubaa8\ub2ec \uc608\uce21 \ud50c\ub7ab\ud3fc\uc774 \uc2e4\ud6a8\uc131 \uc788\ub294 \uc608\ubc29 \uc804\ub7b5\uc758 \ud575\uc2ec\uc774 \ub420 \uac83\uc73c\ub85c \uc804\ub9dd\ud55c\ub2e4.<\/p>\n<h2>\ucd9c\ucc98<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.nongmin.com\/article\/20251205500323\" target=\"_blank\" rel=\"noopener\">\ub18d\ubbfc\uc2e0\ubb38 \uae30\uc0ac<\/a> \u2014 \uc5b8\ub860 \ubcf4\ub3c4<\/li>\n<li><a href=\"https:\/\/alzres.biomedcentral.com\/\" target=\"_blank\" rel=\"noopener\">Alzheimer&#8217;s Research &#038; Therapy<\/a> \u2014 \ud559\uc220\uc9c0(\ub3d9\ub8cc\uc2ec\uc0ac)<\/li>\n<li><a href=\"https:\/\/kdca.go.kr\/\" target=\"_blank\" rel=\"noopener\">\uc9c8\ubcd1\uad00\ub9ac\uccad<\/a> \u2014 \uacf5\uc2dd \ubc1c\ud45c(\ubcf4\ub3c4\uc790\ub8cc)<\/li>\n<\/ul>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud575\uc2ec \uc694\uc57d \uc9c8\ubcd1\uad00\ub9ac\uccad \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0\uc774 2025\ub144 12\uc6d4 5\uc77c \ubc1c\ud45c\ud55c \uc5f0\uad6c\uc5d0\uc11c \ud55c\uad6d\uc778 \uc720\uc804\uccb4\ub97c \ud65c\uc6a9\ud55c \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \uce58\ub9e4 \uc704\ud5d8 \uc608\uce21 \ubaa8\ub378\uc744 \ucc98\uc74c \uac1c\ubc1c\ud588\ub2e4. \uc5f0\uad6c\ub294 \uad6d\ub0b4 \ucf54\ud638\ud2b8 674\uba85(\uc815\uc0c1 81\uba85, \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560 389\uba85, \uce58\ub9e4 204\uba85)\uc758 \uc784\uc0c1\u00b7\uc720\uc804\uccb4 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c 6\uc885\uc758 AI \uc54c\uace0\ub9ac\uc998\uc744 \ube44\uad50\u00b7\ubd84\uc11d\ud588\ub2e4. \ud575\uc2ec \uc720\uc804\uc790\ub85c APOE, PVRL2, TOMM40 \ub4f1\uc774 \ud655\uc778\ub410\uace0 \ubaa8\ub378\uc758 \uc608\uce21\uc131\ub2a5(AUC)\uc740 \ucd5c\ub300 0.88\uc744 \uae30\ub85d\ud588\uc73c\uba70, 2\ub144 \ucd94\uc801\uac80\uc99d\uc5d0\uc11c \uc77c\ubd80 \ubaa8\ub378\uc740 \uc2e4\uc81c \uc9c4\ud589 \uc0ac\ub840\ub97c &#8230; <a title=\"\uce58\ub9e4 \uc870\uae30 \ubc1c\uacac \uac00\ub2a5\ud574\uc9c0\ub098\u2026\u2018\ud55c\uad6d\uc778 \ub9de\ucda4\u2019 \uc608\uce21\ubaa8\ub378 \uccab \uac1c\ubc1c\" class=\"read-more\" href=\"https:\/\/readtrends.com\/ko\/korean-dementia-prediction\/\" aria-label=\"\uce58\ub9e4 \uc870\uae30 \ubc1c\uacac \uac00\ub2a5\ud574\uc9c0\ub098\u2026\u2018\ud55c\uad6d\uc778 \ub9de\ucda4\u2019 \uc608\uce21\ubaa8\ub378 \uccab \uac1c\ubc1c\uc5d0 \ub300\ud574 \ub354 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694\">\ub354 \uc77d\uae30<\/a><\/p>\n","protected":false},"author":1,"featured_media":4177,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"\uce58\ub9e4 \uc870\uae30 \uc608\uce21 \uac00\ub2a5\ud574\uc9c0\ub098\u2026\ud55c\uad6d\uc778 \ub9de\ucda4 AI \ubaa8\ub378 \uac1c\ubc1c - \ub18d\ubbfc\uc2e0\ubb38","rank_math_description":"\uc9c8\ubcd1\uad00\ub9ac\uccad \uad6d\ub9bd\ubcf4\uac74\uc5f0\uad6c\uc6d0\uc774 \ud55c\uad6d\uc778 \uc720\uc804\uccb4 \uae30\ubc18 AI\ub85c \uacbd\ub3c4\uc778\uc9c0\uc7a5\uc560 \ud658\uc790\uc758 \uce58\ub9e4 \uc804\ud658 \uc704\ud5d8\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud588\ub2e4. AUC \ucd5c\ub300 0.88, \uc77c\ubd80 \ubaa8\ub378\uc740 2\ub144 \ucd94\uc801\uc5d0\uc11c 100% \uc77c\uce58\ud574 \uc608\ubc29\uc815\ucc45 \uadfc\uac70\ub85c \uae30\ub300\ub41c\ub2e4.","rank_math_focus_keyword":"\uce58\ub9e4,\uc608\uce21\ubaa8\ub378,\ud55c\uad6d\uc778\uc720\uc804\uccb4,\uc778\uacf5\uc9c0\ub2a5,APOE","footnotes":""},"categories":[2],"tags":[],"class_list":["post-4180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-top-stories"],"_links":{"self":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts\/4180","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/comments?post=4180"}],"version-history":[{"count":0,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/posts\/4180\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/media\/4177"}],"wp:attachment":[{"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/media?parent=4180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/categories?post=4180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/readtrends.com\/ko\/wp-json\/wp\/v2\/tags?post=4180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}