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\u5e0c\u5c11\u75be\u60a3\u30c7\u30fc\u30bf\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u65b0\u3057\u3044AI\u30c4\u30fc\u30eb<\/strong><\/h3>\n

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2023\u5e74\u3001W.Z. Kariampuzha\u3089\u306f\u5e0c\u5c11\u75be\u60a3\u6587\u732e\u304b\u3089\u75ab\u5b66\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u62bd\u51fa\u3059\u308b\u300cEpiPipeline4RD<\/a>\u300d\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u9ad8\u3044\u7cbe\u5ea6\u3068\u518d\u73fe\u7387\u3092\u793a\u3057\u3001Orphanet<\/a>\u306e\u53ce\u96c6\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3059\u308b\u6210\u679c\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002\u75be\u60a3\u4e88\u6e2c\u306e\u7cbe\u5ea6\u5411\u4e0a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u8fc5\u901f\u5316\u3001\u8907\u96d1\u306a\u591a\u6b21\u5143\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u306a\u3069\u3001\u591a\u304f\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u958b\u767a\u306f\u3001\u56fd\u9023\u306e\u5e0c\u5c11\u75be\u60a3\u30c7\u30fc\u30bf\u53ce\u96c6\u6539\u5584\u6c7a\u8b70\u3068\u3082\u5408\u81f4\u3057\u3001\u624b\u4f5c\u696d\u4f9d\u5b58\u306e\u8efd\u6e1b\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002\u4e8b\u4f8b\u3068\u3057\u3066\u3001\u30ec\u30c3\u30c8\u75c7\u5019\u7fa4\u3001\u597d\u9178\u7403\u6027\u98df\u9053\u708e\u3001\u53e4\u5178\u578b\u30db\u30e2\u30b7\u30b9\u30c1\u30f3\u5c3f\u75c7\u3001GRACILE\u75c7\u5019\u7fa4\u3001\u30d5\u30a7\u30cb\u30eb\u30b1\u30c8\u30f3\u5c3f\u75c7\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30af\u30e9\u30ea\u30d9\u30a4\u30c8\u3067\u306f\u3001\u88fd\u85ac\u696d\u754c\u306b\u3088\u308a\u5305\u62ec\u7684\u304b\u3064\u6b63\u78ba\u306a\u75ab\u5b66\u7814\u7a76\u6210\u679c\u3068\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306f\u3001\u4ed6\u306e\u5e0c\u5c11\u75be\u60a3\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u9023\u643a\u306b\u3088\u308b\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u6027\u30fb\u6709\u7528\u6027\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n

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EpiPipeline4RD\u306e\u4e3b\u306a\u69cb\u6210\u8981\u7d20\u306f\u3001\u65b0\u3057\u3044\u75ab\u5b66\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3088\u308b\u56fa\u6709\u8868\u73fe\u8a8d\u8b58\uff08NER\uff09\u3001\u75ab\u5b66\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u7279\u5316\u3057\u305fDL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08BioBERT\uff09\u3001\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u30a6\u30a7\u30d6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068Restful API\u3067\u3059\u3002\u75ab\u5b66\u7814\u7a76\u306e\u7279\u5b9a\u306b\u306fES_Predict\u3092\u6d3b\u7528\u3057\u3001\u6b27\u5dde\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u7814\u7a76\u6240\uff08EBI\uff09<\/a>\u304a\u3088\u3073\u7c73\u56fd\u56fd\u7acb\u751f\u7269\u5de5\u5b66\u60c5\u5831\u30bb\u30f3\u30bf\u30fc\uff08NCBI\uff09<\/a>\u306eAPI\u3092\u5229\u7528\u3057\u3066PubMed\u8ad6\u6587\u3092\u53d6\u5f97\u3001\u53b3\u5bc6\u306a\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3067\u8aa4\u691c\u51fa\u3092\u6e1b\u3089\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u88c5\u5168\u4f53\u3084\u30b3\u30fc\u30c9\u3001\u88dc\u8db3\u30c7\u30fc\u30bf\u306fGitHub\u306b\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u5fae\u8abf\u6574\u6e08\u307f\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306fHugging Face\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a>\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u4fe1\u983c\u6027\u306f\uff1f<\/strong><\/h3>\n

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\u672c\u614b\u6027\u632f\u6226\uff08ET\uff09\u306e\u7406\u89e3<\/strong><\/h3>\n

ET\u306f\u65e5\u5e38\u751f\u6d3b\u3084QOL\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u53ca\u307c\u3059\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u898b\u904e\u3054\u3055\u308c\u304c\u3061\u306a\u75be\u60a3\u3067\u3059\u3002\u4e16\u754c\u4eba\u53e3\u306e\u7d041%\uff082020\u5e74\u3067\u7d042,491\u4e07\u4eba\uff09\u304c\u7f79\u60a3\u3057\u3066\u304a\u308a\u3001\u7c73\u56fd\u3067\u306f2015\uff5e2019\u5e74\u306b\u8a3a\u65ad\u30fb\u6cbb\u7642\u3092\u53d7\u3051\u305f\u60a3\u8005\u304c100\u4e07\u4eba\u30012023\u5e74\u306b\u306f\u30af\u30e9\u30ea\u30d9\u30a4\u30c8\u304c\u6709\u3059\u308b\u4fdd\u967a\u8acb\u6c42\u30c7\u30fc\u30bf\u4e0a\u306741\u4e07\u4f8b\u4ee5\u4e0a\u304c\u8a3a\u65ad\u3055\u308c\u305f\u3068\u63a8\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

ET\u306e\u6709\u75c5\u7387\u306f\u5e74\u9f62\u3068\u3068\u3082\u306b\u5897\u52a0\u3057\u300120\u6b73\u672a\u6e80\u30670.04%\u300180\u6b73\u4ee5\u4e0a\u3067\u306f2.87%\u306b\u9054\u3057\u307e\u3059\u3002\u30af\u30e9\u30ea\u30d9\u30a4\u30c8\u306eIPD\u30c7\u30fc\u30bf\u3067\u306f\u3001\u5973\u6027\u3001\u5bb6\u65cf\u6b74\u306a\u3057\u3001\u5b89\u9759\u6642\u632f\u6226\u306e\u6709\u7121\u304c\u75c5\u72b6\u60aa\u5316\u306e\u4e88\u6e2c\u56e0\u5b50<\/a>\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u60a3\u8005\u306f\u3057\u3070\u3057\u3070\u4f75\u5b58\u75be\u60a3\u3092\u62b1\u3048\u3001\u8077\u696d\u9762\u3067\u306e\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u59a8\u3052\u3089\u308c\u307e\u3059\u3002ET\u60a3\u8005\u306e\u7d0469%\u3067\u672c\u614b\u6027\u9ad8\u8840\u5727\u304c\u3001\u7d0450%\u3067\u9ad8\u8102\u8840\u75c7\u304c\u8a8d\u3081\u3089\u308c\u3001\u4ed6\u306b\u3082\u975e\u98df\u9053\u708e\u578bGERD\u30012\u578b\u7cd6\u5c3f\u75c5\u3001\u4e0d\u5b89\u969c\u5bb3\u306a\u3069\u304c\u591a\u304f\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306b\u3088\u308b\u8a3a\u65ad\u652f\u63f4<\/strong><\/h3>\n

\u5f93\u6765\u3001ET\u306e\u8a3a\u65ad\u306f\u75c7\u72b6\u3068\u795e\u7d4c\u5b66\u7684\u691c\u67fb\u306b\u57fa\u3065\u3044\u3066\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001ML\u306f\u60a3\u8005\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u901a\u3058\u3066\u6f5c\u5728\u7684\u306aET\u75c7\u4f8b\u3092\u691c\u51fa\u3057\u3001\u305d\u306e\u5f8c\u6587\u732e\u3067\u691c\u8a3c\u3059\u308b\u3053\u3068\u3067\u8a3a\u65ad\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6700\u8fd1\u306e\u7814\u7a76<\/a>\u3067\u306f\u3001\u7070\u767d\u8cea\u5f62\u614b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068ML\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066ET\u3001\u30b8\u30b9\u30c8\u30cb\u30a2\u632f\u6226\u3001\u5065\u5e38\u8005\u3092\u8b58\u5225\u3057\u307e\u3057\u305f\u300216\u306e\u5f62\u614b\u7684\u95a2\u9023\u7279\u5fb4\u30681\u3064\u306e\u5168\u4f53\u30c8\u30dd\u30ed\u30b8\u30fc\u6307\u6a19\u304c\u8b58\u5225\u306b\u5bc4\u4e0e\u3057\u3001Random Forest\u5206\u985e\u5668\u304c3\u7fa4\u8b58\u5225\u3067\u5e73\u5747\u7cbe\u5ea678.7%\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u53cc\u5b50\u7814\u7a76\u306fET\u306e\u907a\u4f1d\u7684\u5f71\u97ff<\/a>\u3092\u793a\u3057\u3001\u95a2\u9023\u907a\u4f1d\u5b50\u5ea7\u3084\u907a\u4f1d\u5b50\u591a\u578b\u3082\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u907a\u4f1d\u7684\u7d20\u56e0\u3068\u74b0\u5883\u56e0\u5b50\u306e\u76f8\u4e92\u4f5c\u7528\u304cET\u306e\u767a\u75c7\u30fb\u9032\u884c\u306b\u95a2\u4e0e\u3057\u3066\u304a\u308a\u3001ML\u306b\u3088\u308b\u65e9\u671f\u8a3a\u65ad\u306b\u6d3b\u7528\u53ef\u80fd\u3067\u3059\u3002Open Life Sciences<\/a>\u8a8c\u306e\u7814\u7a76\u3067\u306f\u3001ML\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304cmiRNA\u3092\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3057\u3001ET\u306e\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u5019\u88dc\u3092\u540c\u5b9a\u3002APOE\u3001SENP6\u3001ZNF148\u306e3\u907a\u4f1d\u5b50\u304cET\u60a3\u8005\u3068\u5065\u5e38\u8005\u30b5\u30f3\u30d7\u30eb\u306e\u8b58\u5225\u306b\u6709\u52b9\u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n

\u77e5\u80fd\u30c7\u30d0\u30a4\u30b9\u306b\u3088\u308b\u91cd\u75c7\u5ea6\u8a55\u4fa1<\/strong><\/h3>\n

ET\u306e\u91cd\u75c7\u5ea6<\/a>\u306f\u5f93\u6765\u3001\u81e8\u5e8a\u89b3\u5bdf\u3084Fahn\u2013Tolosa\u2013Marin Tremor Rating Scale\uff08FTM-TRS\uff09\u3001\u7d71\u4e00\u30d1\u30fc\u30ad\u30f3\u30bd\u30f3\u75c5\u8a55\u4fa1\u5c3a\u5ea6\uff08MDS-UPDRS\uff09Part III\u306a\u3069\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u304c\u3001ML\u306f\u3088\u308a\u5ba2\u89b3\u7684\u304b\u3064\u5b9a\u91cf\u7684\u306a\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3084\u30b9\u30de\u30fc\u30c8\u30a6\u30a9\u30c3\u30c1\u306a\u3069\u306e\u6280\u8853\u3092\u7528\u3044\u305f\u632f\u6226\u8a08\u6e2c\u3082\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002BMC Bioinformatics<\/a>\u8a8c\u306e\u7814\u7a76\u3067\u306f\u3001ET\u60a3\u8005\u306e\u624b\u9996\u306b\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3092\u88c5\u7740\u3057\u30bb\u30f3\u30b5\u30fc\u60c5\u5831\u3092\u53ce\u96c6\u3001\u30d5\u30a1\u30b8\u30fc\u30e2\u30c7\u30eb\u3067\u89e3\u6790\u3059\u308b\u3053\u3068\u3067\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u5927\u5e45\u306b\u6539\u5584\u3057\u307e\u3057\u305f\u3002Journal of Neurology<\/a>\u8a8c\u306e\u7dcf\u8aac\u3067\u306f\u3001IMU\u3001\u7b4b\u96fb\u8a08\u3001\u6620\u50cf\u6a5f\u5668\u3001\u96fb\u5b50\u7b46\u8a18\u677f\u306a\u3069\u69d8\u3005\u306a\u30c7\u30d0\u30a4\u30b9\u3068ML\u30e2\u30c7\u30eb\u306b\u3088\u308bET\u7279\u5fb4\u62bd\u51fa\u304c\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

AI\u306b\u3088\u308b\u632f\u6226\u7406\u89e3\u306e\u5411\u4e0a\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/strong><\/h3>\n

AI\u306e\u5e02\u5834\u5206\u6790\u3078\u306e\u5c0e\u5165\u3082\u9032\u3093\u3067\u304a\u308a\u3001\u30b9\u30de\u30fc\u30c8\u30c7\u30d0\u30a4\u30b9\u306b\u3088\u308b\u632f\u6226\u8a08\u6e2c\u3067\u8a55\u4fa1\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002AI\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u51e6\u7406\u3057\u3001\u5f93\u6765\u578b\u5206\u6790\u3067\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u50be\u5411\u3092\u62bd\u51fa\u3002\u5e02\u5834\u306e\u72b6\u6cc1\u628a\u63e1\u304c\u3088\u308a\u7cbe\u7dfb\u5316\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u5e0c\u5c11\u75be\u60a3\u9818\u57df\u3067\u306f\u9ad8\u54c1\u8cea\u306a\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u3001\u30c4\u30fc\u30eb\u306e\u8907\u96d1\u3055\u3001\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u60aa\u7528\u30ea\u30b9\u30af\u306a\u3069\u3001\u8ab2\u984c\u3082\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u3067\u3082AI\u306e\u75ab\u5b66\u7814\u7a76\u3078\u306e\u8ca2\u732e\u306f\u660e\u3089\u304b\u3067\u3042\u308a\u3001\u4eca\u5f8c\u3082\u9032\u5316\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u30af\u30e9\u30ea\u30d9\u30a4\u30c8\u306e\u75ab\u5b66\u30c7\u30fc\u30bf\u6d3b\u7528\u3068AI\u30c4\u30fc\u30eb\u306e\u614e\u91cd\u306a\u7d71\u5408<\/h3>\n

\u30af\u30e9\u30ea\u30d9\u30a4\u30c8\u3067\u306f\u3001\u5b66\u8853\u8ad6\u6587\u3084\u30ea\u30a2\u30eb\u30ef\u30fc\u30eb\u30c9\u30a8\u30d3\u30c7\u30f3\u30b9\uff08RWE\uff09\u306a\u3069\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6a2a\u65ad\u7684\u306b\u6d3b\u7528\u3057\u3001Epi Core\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001IPD\u3001\u75ab\u5b66\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306eRWD\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u75be\u60a3\u7406\u89e3\u3092\u6df1\u3081\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u30e9\u30a4\u30e0\u75c5\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/a>\u3067\u306f\u3001\u7c73\u56fd\u3067\u9ad8\u3044\u767a\u75c7\u7387\u304c\u78ba\u8a8d\u3055\u308c\u3001\u6297\u751f\u7269\u8cea\u3084\u6297\u708e\u75c7\u85acDapsone\u306e\u6cbb\u7642\u304c\u5341\u5206\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u306a\u3044\u5b9f\u614b\u3082\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6297\u751f\u7269\u8cea\u6cbb\u7642\u3092\u53d7\u3051\u305f\u60a3\u8005\u306e51%\u306e\u307f\u304c1\u5e74\u5f8c\u306b\u6539\u5584\u3092\u5831\u544a\u3057\u300137%\u304c\u5909\u5316\u306a\u3057\u300112%\u306f\u60aa\u5316\u3068\u56de\u7b54\u3002\u75be\u60a3\u3054\u3068\u306b\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u88dc\u5b8c\u7684\u306b\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5b8c\u5168\u306a\u75ab\u5b66\u50cf\u3092\u63cf\u304f\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u30aa\u30f3\u30e9\u30a4\u30f3\u30bd\u30fc\u30b9\u304b\u3089\u306e\u75ab\u5b66\u30c7\u30fc\u30bf\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306bAI\u30c4\u30fc\u30eb\uff08EpiPipeline4RD\u306a\u3069\uff09\u3092\u5c0e\u5165\u3059\u308b\u969b\u306f\u614e\u91cd\u3092\u671f\u3057\u3066\u3044\u307e\u3059\u3002AI\u30c4\u30fc\u30eb\u306fPubMed\u6284\u9332\u306e\u307f\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u3001\u4e0d\u6574\u5408\u304c\u751f\u3058\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305fAI\u30c4\u30fc\u30eb\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u7b2c\u4e00\u6bb5\u968e\u3068\u3057\u3066\u6709\u7528\u3067\u3059\u304c\u3001\u5f8c\u7d9a\u306e\u624b\u4f5c\u696d\u307e\u305f\u306f\u534a\u81ea\u52d5\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308b\u88dc\u5b8c\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002Orphanet\u3084GARD\u3068\u540c\u69d8\u306e\u904b\u7528\u65b9\u91dd\u3067\u3059\u3002<\/p>\n

DRG Epidemiology Intelligence\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001\u3053\u3061\u3089\u306e\u30da\u30fc\u30b8<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/em><\/strong><\/p>\n

\uff08\u57f7\u7b46\uff1a<\/em>Shyama Ghosh<\/em>\u3001\u5bc4\u7a3f\uff1a<\/em>Swarali Tadwalkar<\/em>\uff09<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

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