\u00a0<\/p>\n
\u00a0 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\u3067\u306f\u3001\u75c5\u7406\u691c\u67fb\u5ba4\u306f\u5927\u304d\u306a\u5909\u9769\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u5149\u5b66\u9855\u5fae\u93e1\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u3078\u306e\u79fb\u884c\u306f\u3001\u3082\u306f\u3084\u65b0\u305f\u306a\u30c8\u30ec\u30f3\u30c9\u3067\u306f\u306a\u304f\u3001\u6025\u901f\u306b\u65b0\u305f\u306a\u6a19\u6e96\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306f\u3001\u9855\u5fae\u93e1\u4e0b\u3067\u4f1d\u7d71\u7684\u306b\u898b\u3089\u308c\u308b\u30ac\u30e9\u30b9\u30b9\u30e9\u30a4\u30c9\u3092\u3001\u75c5\u7406\u5b66\u8005\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u9ad8\u89e3\u50cf\u5ea6\u30c7\u30b8\u30bf\u30eb\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u9032\u5316\u306f\u3001\u5358\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u63a1\u7528\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u8a3a\u65ad\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u518d\u5f62\u6210\u3057\u3001\u4eca\u65e5\u306e\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u304c\u76f4\u9762\u3057\u3066\u3044\u308b\u6700\u3082\u5dee\u3057\u8feb\u3063\u305f\u8ab2\u984c\u306e\u3044\u304f\u3064\u304b\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306f\u3001\u30ac\u30e9\u30b9\u30b9\u30e9\u30a4\u30c9\u306b\u4ee3\u308f\u308b\u73fe\u4ee3\u306e\u4ee3\u66ff\u7269\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u8a3a\u65ad\u60c5\u5831\u306e\u95b2\u89a7\u3001\u89e3\u91c8\u3001\u7ba1\u7406\u65b9\u6cd5\u306b\u304a\u3051\u308b\u6839\u672c\u7684\u306a\u5909\u5316\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u306f\u3084\u554f\u308f\u308c\u308b\u306e\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u304c\u4e3b\u6d41\u306b\u306a\u308b\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u7d44\u7e54\u304c\u3044\u3064\u3001\u3069\u306e\u7a0b\u5ea6\u52b9\u679c\u7684\u306b\u3053\u306e\u79fb\u884c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u5149\u5b66\u9855\u5fae\u93e1\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u30d5\u30a1\u30fc\u30b9\u30c8\u306e\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u5316\u3068\u30c7\u30b8\u30bf\u30eb\u5316\u306e2\u3064\u306e\u6bb5\u968e\u3067\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30b8\u30bf\u30eb\u5316\u306f<\/strong>\u3001\u30a2\u30fc\u30ab\u30a4\u30d6\u307e\u305f\u306f\u5171\u6709\u306e\u305f\u3081\u306e\u30db\u30fc\u30eb\u30b9\u30e9\u30a4\u30c9\u753b\u50cf(WSI)\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30ac\u30e9\u30b9\u9855\u5fae\u93e1\u30b9\u30e9\u30a4\u30c9\u306e\u30b9\u30ad\u30e3\u30f3\u304b\u3089\u59cb\u307e\u308a\u307e\u3057\u305f\u3002\u7269\u7406\u7684\u4fdd\u5b58\u3084\u9060\u9694\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u591a\u304f\u306e\u7269\u6d41\u4e0a\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3057\u305f\u304c\u3001\u75c5\u7406\u5b66\u7684\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u81ea\u4f53\u306b\u5909\u5316\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f[1]\u3002\u4e00\u65b9\u3067\u3001\u30c7\u30b8\u30bf\u30eb\u6d3b\u7528<\/strong>\u306f\u3055\u3089\u306b\u9032\u307f\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u8a3a\u65ad\u306e\u7d4c\u8def\u5168\u4f53\u306e\u518d\u8003\u3068\u518d\u8a2d\u8a08\u304c\u542b\u307e\u308c\u3001\u30c7\u30b8\u30bf\u30eb\u753b\u50cf\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u6e96\u5099\u3068\u5206\u6790\u304b\u3089\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30ec\u30dd\u30fc\u30c8\u3001\u4ed6\u306e\u81e8\u5e8a\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u306b\u81f3\u308b\u307e\u3067\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u3059\u3079\u3066\u306e\u6bb5\u968e\u306e\u4e2d\u5fc3\u3068\u306a\u308a\u307e\u3059[1]\u3002\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306e\u5229\u70b9\u306f\u5927\u304d\u304f\u3001\u5358\u7d14\u306a\u30c7\u30b8\u30bf\u30eb\u5316\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u8a3a\u65ad\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304a\u3088\u3073\u60a3\u8005\u30b1\u30a2\u3092\u5909\u9769\u3057\u307e\u3059\uff1a <\/p>\n \u00a0 \u307e\u3068\u3081\u308b\u3068\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306f\u3001\u8a3a\u65ad\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u3064\u306a\u3050\u3053\u3068\u3067\u3001\u5171\u540c\u4f5c\u696d\u306e\u4fc3\u9032\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u5411\u4e0a\u3001\u696d\u52d9\u306e\u6700\u9069\u5316\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u306e\u6d3b\u7528\u304c\u4e00\u4f53\u3068\u306a\u308a\u3001\u60a3\u8005\u306e\u6cbb\u7642\u7d50\u679c\u3084\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u679c\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8aac\u5f97\u529b\u306e\u3042\u308b\u5229\u70b9\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u5e83\u7bc4\u306a\u63a1\u7528\u306f\u4f9d\u7136\u3068\u3057\u3066\u4e0d\u5747\u4e00\u3067\u3059\u3002\u591a\u304f\u306e\u65bd\u8a2d\u306f\u3001\u4e8b\u524d\u6295\u8cc7\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u518d\u8a2d\u8a08\u306e\u5fc5\u8981\u6027\u3001\u304a\u3088\u3073\u53b3\u683c\u306a\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u307e\u305f\u306f\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u8981\u4ef6\u306b\u95a2\u9023\u3059\u308b\u30cf\u30fc\u30c9\u30eb\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u3001\u660e\u78ba\u306a\u30c7\u30b8\u30bf\u30eb\u6226\u7565\u3001\u5229\u5bb3\u95a2\u4fc2\u8005\u3068\u306e\u5f37\u3044\u9023\u643a\u3001\u305d\u3057\u3066\u77ed\u671f\u7684\u306a\u6df7\u4e71\u3088\u308a\u3082\u9577\u671f\u7684\u306a\u81e8\u5e8a\u30fb\u904b\u7528\u4e0a\u306e\u4fa1\u5024\u3092\u91cd\u8996\u3059\u308b\u3053\u3068\u3067\u3001\u307e\u3059\u307e\u3059\u89e3\u6c7a\u3055\u308c\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u80cc\u666f\u306e\u4e2d\u3067\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u9032\u5316\u3092\u5f62\u4f5c\u308b\u4e3b\u8981\u306a\u5e02\u5834\u306e\u63a8\u9032\u8981\u56e0\u3068\u969c\u58c1\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n \u00a0 <\/p>\n \u3044\u304f\u3064\u304b\u306e\u69cb\u9020\u7684\u304a\u3088\u3073\u81e8\u5e8a\u7684\u306a\u30d7\u30ec\u30c3\u30b7\u30e3\u30fc\u306b\u3088\u308a\u3001\u691c\u67fb\u5ba4\u306f\u5f93\u6765\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u518d\u8003\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002 <\/p>\n \u540c\u6642\u306b\u3001\u65b0\u305f\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u6ce2\u306b\u3088\u308a\u3001\u691c\u67fb\u5ba4\u304c\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b8c\u5168\u306b\u53d7\u3051\u5165\u308c\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002 <\/p>\n \u81ea\u52d5\u5316\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30aa\u30fc\u30d7\u30f3\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u9032\u6b69\u306f\u3001\u691c\u67fb\u5ba4\u306e\u904b\u55b6\u3092\u5408\u7406\u5316\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u6df1\u3044\u81e8\u5e8a\u7684\u6d1e\u5bdf\u304a\u3088\u3073\u3088\u308a\u5e83\u7bc4\u306a\u5354\u529b\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u958b\u767a\u306f\u3001\u75be\u60a3\u691c\u51fa\u3001\u6cbb\u7642\u8a08\u753b\u3001\u304a\u3088\u3073\u533b\u7642\u63d0\u4f9b\u306e\u6539\u5584\u306b\u5411\u3051\u305f\u65b0\u305f\u306a\u9053\u3092\u958b\u3044\u3066\u304a\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u3092\u8a3a\u65ad\u5909\u9769\u306e\u4e2d\u5fc3\u7684\u63a8\u9032\u529b\u3068\u3057\u3066\u4f4d\u7f6e\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002 <\/p>\n \u73fe\u5728\u9032\u884c\u4e2d\u306e\u6700\u3082\u91cd\u8981\u306a\u5909\u5316\u306e1\u3064\u306f\u3001\u5b8c\u5168\u81ea\u52d5\u5316\u3078\u306e\u52d5\u304d\u3067\u3059\u3002\u691c\u67fb\u5ba4\u3067\u306f\u3001\u691c\u4f53\u8ffd\u8de1\u3084\u30d0\u30fc\u30b3\u30fc\u30c9\u7ba1\u7406\u304b\u3089\u30b1\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3001\u30b9\u30e9\u30a4\u30c9\u30b9\u30ad\u30e3\u30f3\u3001\u753b\u50cf\u7ba1\u7406\u3001\u30c7\u30b8\u30bf\u30eb\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306b\u81f3\u308b\u307e\u3067\u3001\u30a4\u30e1\u30fc\u30b8\u30f3\u30b0\u3060\u3051\u3067\u306a\u304f\u75c5\u7406\u5168\u4f53\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u304c\u307e\u3059\u307e\u3059\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u81e8\u5e8a\u691c\u67fb\u60c5\u5831\u30b7\u30b9\u30c6\u30e0(LIS)\u53ca\u3073\u96fb\u5b50\u5065\u5eb7\u8a18\u9332(EHR)\u30b7\u30b9\u30c6\u30e0\u3068\u7d71\u5408\u3057\u305f\u5834\u5408\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u4ee5\u4e0b\u304c\u53ef\u80fd\u3067\u3059[6]\u3002 <\/p>\n \u00a0 \u3053\u306e\u7d71\u5408\u306f\u3001\u75c7\u4f8b\u6570\u304c\u591a\u3044\u7ba1\u7406\u3084\u30b9\u30bf\u30c3\u30d5\u4e0d\u8db3\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u74b0\u5883\u3067\u306f\u7279\u306b\u91cd\u8981\u3067\u3059\u3002\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u30e9\u30dc\u306f\u4f5c\u696d\u3092\u62e1\u5f35\u3057\u306a\u304c\u3089\u3001\u7cbe\u5ea6\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u60a3\u8005\u306f\u4eba\u751f\u3092\u5909\u3048\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u7d50\u679c\u3092\u3088\u308a\u65e9\u304f\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <\/p>\n \u30c7\u30b8\u30bf\u30eb\u5316\u306b\u3088\u308a\u81a8\u5927\u306a\u91cf\u306e\u9ad8\u54c1\u8cea\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u304c\u751f\u6210\u3055\u308c\u308b\u305f\u3081\u3001\u75c5\u7406\u533b\u306f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3001AI\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u3068\u7dca\u5bc6\u306b\u5354\u529b\u3057\u3066\u3001\u5f93\u6765\u306e\u8996\u899a\u8a55\u4fa1\u306e\u9650\u754c\u3092\u5927\u304d\u304f\u8d85\u3048\u308b\u6d1e\u5bdf\u3092\u62bd\u51fa\u3059\u308b\u6a5f\u4f1a\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002AI\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e2d\u6838\u3092\u306a\u3059\u306e\u306f\u3001\u75c5\u7406\u753b\u50cf\u306e\u7279\u5b9a\u306e\u7279\u5fb4\u3092\u8a8d\u8b58\u3059\u308b\u3088\u3046\u306b\u8a13\u7df4\u3055\u308c\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u6df1\u5c64\u5b66\u7fd2\u3084\u305d\u306e\u4ed6\u306e\u9ad8\u5ea6\u306a\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u5927\u898f\u6a21\u3067\u5c02\u9580\u7684\u306b\u6ce8\u91c8\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u9855\u5fae\u93e1\u69cb\u9020\u3092\u9ad8\u5ea6\u306a\u4e00\u8cab\u6027\u3067\u691c\u51fa\u3001\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3001\u5b9a\u91cf\u5316\u3001\u304a\u3088\u3073\u5206\u985e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059[9, 10, 11, 12]: <\/p>\n \u00a0 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u30012\u3064\u306e\u76f8\u88dc\u7684\u306a\u65b9\u6cd5\u3067\u52d5\u4f5c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7b2c1\u306e\u88dc\u52a9\u624b\u6bb5\u3068\u3057\u3066\u3001\u30b9\u30e9\u30a4\u30c9\u3092\u4e8b\u524d\u306b\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u3001\u95a2\u9023\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30b1\u30fc\u30b9\u306b\u30ec\u30d3\u30e5\u30fc\u7528\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5927\u91cf\u306e\u30e9\u30dc\u3067\u306e\u4f5c\u696d\u91cf\u306e\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u3092\u5408\u7406\u5316\u3057\u307e\u3059\u3002\u7b2c\u4e8c\u9078\u629e\u30ec\u30d3\u30e5\u30fc\u8005\u3068\u3057\u3066\u3001\u305d\u308c\u3089\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u624b\u6bb5\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u4eba\u9593\u306e\u89e3\u91c8\u3068\u4e00\u8cab\u3057\u305f\u5ba2\u89b3\u7684\u306a\u6bd4\u8f03\u3092\u63d0\u4f9b\u3057\u3001\u624b\u52d5\u30ec\u30d3\u30e5\u30fc\u4e2d\u306b\u898b\u9003\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u5fae\u5999\u306a\u7279\u5fb4\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7279\u5b9a\u306eAI\u30e2\u30c7\u30eb\u306f\u3001\u6cbb\u7642\u6c7a\u5b9a\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u30de\u30fc\u30ab\u30fc\u3067\u3042\u308bHER2\u4f4e\u767a\u73fe\u3092\u78ba\u5b9f\u306b\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u9855\u5fae\u93e1\u4e0b\u3067\u5b8c\u5168\u306a\u78ba\u5b9f\u6027\u3067\u8b58\u5225\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059[13]\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6a19\u7684\u7642\u6cd5\u306b\u9069\u683c\u306a\u60a3\u8005\u3092\u8b58\u5225\u3059\u308b\u30b3\u30f3\u30d1\u30cb\u30aa\u30f3\u8a3a\u65ad\u30c4\u30fc\u30eb\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002\u7528\u9014\u306e\u7bc4\u56f2\u306f\u6025\u901f\u306b\u62e1\u5927\u3057\u3066\u3044\u307e\u3059\u3002\u3044\u304f\u3064\u304b\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u524d\u7acb\u817a\u304c\u3093\u3001\u4e73\u304c\u3093\u3001\u307e\u305f\u306f\u7d50\u8178\u76f4\u8178\u304c\u3093\u306a\u3069\u306e\u7279\u5b9a\u306e\u816b\u760d\u30bf\u30a4\u30d7\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u304a\u308a\u3001\u4ed6\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4e88\u5f8c\u307e\u305f\u306f\u4e88\u6e2c\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u3092\u8a55\u4fa1\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u65b0\u305f\u306a\u30e2\u30c7\u30eb\u306f\u3001\u75be\u60a3\u9032\u884c\u3092\u4e88\u6e2c\u3057\u3001\u518d\u767a\u30ea\u30b9\u30af\u3092\u63a8\u5b9a\u3057\u3001\u307e\u305f\u306f\u6240\u4e0e\u306e\u6cbb\u7642\u306b\u5bfe\u3059\u308b\u60a3\u8005\u306e\u53ef\u80fd\u6027\u306e\u3042\u308b\u5fdc\u7b54\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u3001\u75c5\u7406\u7d44\u7e54\u5b66\u7684\u7279\u5fb4\u3092\u30b2\u30ce\u30e0\u3001\u653e\u5c04\u7dda\u3001\u304a\u3088\u3073\u81e8\u5e8a\u30c7\u30fc\u30bf\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3055\u3048\u3067\u304d\u307e\u3059[9,10]\u3002AI\u306e\u6700\u5927\u306e\u4fa1\u5024\u306f\u5171\u751f\u8a3a\u65ad\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u69cb\u7bc9\u306b\u3042\u308a\u3001\u6709\u7cf8\u5206\u88c2\u50cf\u306e\u8a08\u6570\u3001\u30b9\u30e9\u30a4\u30c9\u30c8\u30ea\u30a2\u30fc\u30b8\u3001\u8907\u96d1\u306a\u5b9a\u91cf\u7684\u6e2c\u5b9a\u306a\u3069\u306e\u53cd\u5fa9\u7684\u3067\u6642\u9593\u306e\u304b\u304b\u308b\u30bf\u30b9\u30af\u304c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u59d4\u4efb\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u75c5\u7406\u533b\u306f\u5fae\u5999\u306a\u89e3\u91c8\u3084\u96c6\u5b66\u7684\u306a\u75c7\u4f8b\u306e\u8b70\u8ad6\u306b\u3088\u308a\u591a\u304f\u306e\u6642\u9593\u3092\u8cbb\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u6240\u8981\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3088\u308a\u518d\u73fe\u6027\u304c\u9ad8\u304f\u8a73\u7d30\u306a\u8a3a\u65ad\u7684\u6d1e\u5bdf\u3082\u5f97\u3089\u308c\u3001\u60a3\u8005\u30b1\u30a2\u306b\u304a\u3051\u308b\u75c5\u7406\u533b\u306e\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u7cbe\u5bc6\u533b\u7642\u306e\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059[11]\u3002 <\/p>\n \u3053\u306e\u72b6\u6cc1\u3092\u5f62\u4f5c\u308b\u7b2c3\u306e\u5927\u304d\u306a\u529b\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u751f\u614b\u7cfb\u306e\u53f0\u982d\u3067\u30594\u3002\u73fe\u4ee3\u306e\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u306e\u76f8\u4e92\u904b\u7528\u53ef\u80fd\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306b\u512a\u3057\u3044\u74b0\u5883\u3092\u4f5c\u6210\u3057\u3066\u3001\u5e45\u5e83\u3044\u5354\u529b\u8005\u304b\u3089\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3AI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d71\u5408\u3059\u308b\u3088\u3046\u306b\u307e\u3059\u307e\u3059\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u5358\u4e00\u306e\u72ec\u81ea\u306e\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u306b\u30ed\u30c3\u30af\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u75c5\u7406\u533b\u304c\u7d71\u5408\u30d3\u30e5\u30fc\u30a2\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u5185\u3067\u8907\u6570\u306e\u30d9\u30f3\u30c0\u30fc\u304b\u3089\u76f4\u63a5\u30af\u30e9\u30b9\u6700\u9ad8\u306eAI\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u5c55\u958b\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u63a1\u7528\u3092\u652f\u63f4\u3057\u307e\u3059\u3002ora\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u591a\u304f\u306f\u3001\u816b\u760d\u30b0\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u8ee2\u79fb\u691c\u51fa\u3001\u307e\u305f\u306f\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u5b9a\u91cf\u5316\u306a\u3069\u306e\u6a19\u7684\u5316\u3055\u308c\u305f\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3001\u75c5\u7406\u5b66\u8005\u306e\u5c02\u9580\u77e5\u8b58\u3092\u88dc\u5b8c\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3088\u308a\u8fc5\u901f\u3067\u3001\u4e00\u8cab\u6027\u304c\u3042\u308a\u3001\u81e8\u5e8a\u7684\u306b\u95a2\u9023\u3059\u308b\u5831\u544a\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\u3053\u306e\u30aa\u30fc\u30d7\u30f3\u30e2\u30c7\u30eb\u306f\u30012014\u5e74\u4ee5\u6765AI\u99c6\u52d5\u578b\u30c7\u30b8\u30bf\u30eb\u30d1\u30bd\u30ed\u30b8\u30fc\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u5411\u3051\u306617\u5104\u7c73\u30c9\u30eb\u3092\u8d85\u3048\u308b\u4e16\u754c\u7684\u306b\u91cd\u8981\u306a\u6295\u8cc7\u3092\u96c6\u3081\u3066\u304a\u308a\u30012021\u5e74\u306e\u307f\u306742%\u306e\u6025\u5897\u3092\u8a18\u9332\u3057\u3066\u3044\u307e\u3059[14]\u3002\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306f\u6025\u901f\u306b\u9032\u3093\u3067\u3044\u307e\u3059\u304c\u3001\u65e5\u5e38\u7684\u306a\u81e8\u5e8a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3078\u306e\u5c0e\u5165\u306f\u4f9d\u7136\u3068\u3057\u3066\u56f0\u96e3\u3067\u3042\u308a\u3001\u898f\u5236\u8981\u4ef6\u3084\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306b\u4f9d\u5b58\u305b\u305a\u30ed\u30fc\u30ab\u30eb\u306eIT\u306e\u5236\u7d04\u306b\u9069\u5fdc\u3067\u304d\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5fc5\u8981\u6027\u306b\u3088\u3063\u3066\u59a8\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\u306eQritive\u306e\u3088\u3046\u306a\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e3b\u6a29\u3092\u78ba\u4fdd\u3057\u306a\u304c\u3089\u3001\u524d\u7acb\u817a\u304c\u3093\u3001\u7d50\u8178\u304c\u3093\u3001\u809d\u81d3\u304c\u3093\u306a\u3069\u306e\u5730\u57df\u306e\u512a\u5148\u4e8b\u9805\u306b\u5bfe\u51e6\u3059\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u975e\u4f9d\u5b58\u306e\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u3053\u306e\u5206\u91ce\u306b\u4fa1\u5024\u3092\u3082\u305f\u3089\u3059\u65b9\u6cd5\u3092\u4f8b\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u306f\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u75c5\u7406\u691c\u67fb\u5ba4\u306e\u81ea\u52d5\u5316\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u5206\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30aa\u30fc\u30d7\u30f3\u306aAI\u99c6\u52d5\u578b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u308a\u3001\u9759\u7684\u8a3a\u65ad\u30c7\u30fc\u30bf\u3092\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u5909\u63db\u3059\u308b\u30b3\u30cd\u30af\u30c6\u30c3\u30c9\u3067\u9069\u5fdc\u6027\u306e\u3042\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002\u30d1\u30fc\u30c8\u30ca\u30fc\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3001\u5730\u57df\u3092\u8d85\u3048\u305f\u3053\u306e\u63a5\u7d9a\u6027\u306b\u3088\u308a\u3001\u533b\u7642\u6a5f\u95a2\u306f\u8a3a\u65ad\u7cbe\u5ea6\u3092\u9ad8\u3081\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5408\u7406\u5316\u3057\u3001\u9069\u5207\u306a\u60a3\u8005\u304c\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u9069\u5207\u306a\u4ecb\u5165\u3092\u53d7\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n \u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u304c\u30d3\u30b8\u30e7\u30f3\u304b\u3089\u73fe\u5b9f\u3078\u3068\u79fb\u884c\u3059\u308b\u306b\u3064\u308c\u3001\u9069\u5207\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u305d\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u306a\u308a\u307e\u3059\u3002\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u30d9\u30f3\u30c0\u30fc\u3092\u8a55\u4fa1\u3059\u308b\u5834\u5408\u3001\u691c\u67fb\u5ba4\u306f\u3001\u9ad8\u54c1\u8cea\u306e\u30b9\u30e9\u30a4\u30c9\u30b9\u30ad\u30e3\u30f3\u304b\u3089AI\u99c6\u52d5\u578b\u306e\u753b\u50cf\u5206\u6790\u304a\u3088\u3073\u30c7\u30fc\u30bf\u7d71\u5408\u307e\u3067\u3001\u5206\u96e2\u3055\u308c\u305f\u30c4\u30fc\u30eb\u306e\u96c6\u5408\u3067\u306f\u306a\u304f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4fdd\u8a3c\u3059\u308b\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u63a2\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u306b\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d71\u5408\u3057\u3066\u30aa\u30f3\u30dc\u30fc\u30c9\u3059\u308b\u80fd\u529b\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u5c06\u6765\u306e\u5b9f\u8a3c\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002\u4e26\u884c\u3057\u3066\u3001\u9078\u629e\u3057\u305f\u30d9\u30f3\u30c0\u30fc\uff08\u307e\u305f\u306fAI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\uff09\u306f\u3001\u30b5\u30fc\u30d3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u306b\u95a2\u3057\u3066\u5b9f\u8a3c\u3055\u308c\u305f\u5c02\u9580\u77e5\u8b58\u3092\u793a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u63d0\u4f9b\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u5fdc\u7b54\u6027\u306e\u9ad8\u3044\u6280\u8853\u652f\u63f4\u3001\u7d99\u7d9a\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u4e2d\u65ad\u306e\u306a\u3044\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u6700\u9069\u306a\u30b7\u30b9\u30c6\u30e0\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u6700\u5f8c\u306b\u3001\u898f\u5236\u57fa\u6e96\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u53ca\u3073\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4fdd\u8b77\u624b\u6bb5\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3059\u308b\u969b\u306e\u5805\u7262\u306a\u5c02\u9580\u77e5\u8b58\u306f\u3001\u591a\u69d8\u306a\u5730\u57df\u306b\u308f\u305f\u308b\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u60a3\u8005\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u8003\u616e\u4e8b\u9805\u306b\u3088\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u306f\u30b9\u30d4\u30fc\u30c9\u3068\u52b9\u7387\u3060\u3051\u3067\u306a\u304f\u3001\u56de\u5fa9\u529b\u3068\u9577\u671f\u7684\u306a\u4fa1\u5024\u3082\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n \u5149\u5b66\u9855\u5fae\u93e1\u304b\u3089\u5b8c\u5168\u306a\u30c7\u30b8\u30bf\u30eb\u5316\u3078\u306e\u79fb\u884c\u306b\u3088\u308a\u3001\u75c5\u7406\u304c\u30cb\u30c3\u30c1\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u81e8\u5e8a\u7684\u5fc5\u8981\u6027\u306b\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u6771\u5357\u30a2\u30b8\u30a2\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5168\u57df\u3067\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306f\u3001\u65e9\u671f\u767a\u898b\u3001\u9045\u5ef6\u306e\u6e1b\u5c11\u3001\u3088\u308a\u500b\u5225\u5316\u3055\u308c\u305f\u6cbb\u7642\u306a\u3069\u3092\u901a\u3058\u3066\u3001\u304c\u3093\u6cbb\u7642\u7d4c\u8def\u3092\u5f37\u5316\u3059\u308b\u6975\u3081\u3066\u91cd\u8981\u306a\u6a5f\u4f1a\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002AI\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u89e3\u6790\u3068\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u3053\u308c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u8a3a\u65ad\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u5b66\u969b\u7684\u306a\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u3001\u9060\u9694\u74b0\u5883\u304b\u3089\u3067\u3082\u5c02\u9580\u5bb6\u306e\u5c02\u9580\u77e5\u8b58\u306b\u8fc5\u901f\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u65e9\u671f\u8a3a\u65ad\u306b\u3088\u308a\u751f\u5b58\u7387\u3092\u5927\u5e45\u306b\u6539\u5584\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u80ba\u764c\u304a\u3088\u3073\u4e73\u764c\u306a\u3069\u306e\u9ad8\u8ca0\u8377\u764c\u306b\u3068\u3063\u3066\u7279\u306b\u91cd\u8981\u3067\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u3067\u76f8\u4e92\u904b\u7528\u53ef\u80fd\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u9069\u5fdc\u6027\u3001\u691c\u8a3c\u6e08\u307f\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30c4\u30fc\u30eb\u306e\u7d71\u5408\u3001\u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u304c\u3055\u3089\u306b\u78ba\u4fdd\u3055\u308c\u3001\u5c06\u6765\u306b\u5099\u3048\u305f\u8a3a\u65ad\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u75c5\u7406\u533b\u306b\u3088\u3063\u3066\u5f62\u6210\u3055\u308c\u3001\u4ee3\u8868\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c6\u30b9\u30c8\u3055\u308c\u305f\u81e8\u5e8a\u7684\u306b\u691c\u8a3c\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u4e00\u8cab\u6027\u3092\u9ad8\u3081\u3001\u5805\u7262\u306a\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306f\u3001\u4e00\u9023\u306e\u30b1\u30a2\u5168\u4f53\u3067\u5b89\u5168\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u63a1\u7528\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u3001\u901f\u5ea6\u3001\u63a5\u7d9a\u6027\u306b\u3088\u3063\u3066\u5b9a\u7fa9\u3055\u308c\u308b\u30d8\u30eb\u30b9\u30b1\u30a2\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306f\u5358\u306a\u308b\u5909\u9769\u3067\u306f\u306a\u304f\u3001\u73fe\u4ee3\u306e\u8a3a\u65ad\u306e\u65b0\u3057\u3044\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3067\u3059\u3002<\/strong> <\/p>\n \u00a0 <\/p>\n \u53c2\u8003\u6587\u732e\uff1a<\/em> <\/p>\n \u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\uff1a \u00a0 \u30c7\u30b8\u30bf\u30eb\u30d1\u30bd\u30ed\u30b8\u30fc\u306f\u3001\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\u306e\u65b0\u3057\u3044\u6a19\u6e96\u3068\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u5149\u5b66\u9855\u5fae\u93e1\u306b\u4ee3\u308f\u3063\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5408\u7406\u5316\u3057\u3001\u8a3a\u65ad\u3092\u6539\u5584\u3059\u308b\u9ad8\u89e3\u50cf\u5ea6\u30c7\u30b8\u30bf\u30eb\u30b9\u30e9\u30a4\u30c9\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30b8\u30bf\u30eb\u5316\u306b\u52a0\u3048\u3066\u3001\u5b8c\u5168\u306a\u30c7\u30b8\u30bf\u30eb\u5316\u306b\u3088\u308a\u3001\u81ea\u52d5\u5316\u3001AI\u3001\u30c7\u30fc\u30bf\u63a5\u7d9a\u3092\u7d71\u5408\u3057\u3066\u3001\u3088\u308a\u901f\u304f\u3001\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u306a\u3069\u3001\u8a3a\u65ad\u306e\u7d4c\u8def\u5168\u4f53\u304c\u518d\u8003\u3055\u308c\u307e\u3059\u3002 AI\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u89e3\u6790\u306b\u3088\u308a\u3001\u691c\u51fa\u30fb\u5b9a\u91cf\u30fb\u5206\u985e\u304c\u5f37\u5316\u3055\u308c\u3001\u75c5\u7406\u533b\u304c\u8907\u96d1\u306a\u75c7\u4f8b\u306b\u96c6\u4e2d\u3057\u306a\u304c\u3089\u3001\u518d\u73fe\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002 \u30aa\u30fc\u30d7\u30f3\u3067\u76f8\u4e92\u904b\u7528\u53ef\u80fd\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u30af\u30e9\u30b9\u6700\u9ad8\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3AI\u30c4\u30fc\u30eb\u306e\u7d71\u5408\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u67d4\u8edf\u6027\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3001\u9577\u671f\u7684\u306a\u9069\u5fdc\u6027\u304c\u78ba\u4fdd\u3055\u308c\u307e\u3059\u3002 \u65e9\u671f\u5c0e\u5165\u306b\u3088\u308a\u3001\u304c\u3093\u6cbb\u7642\u306e\u7d4c\u8def\u304c\u5f37\u5316\u3055\u308c\u3001\u65e9\u671f\u767a\u898b\u3001\u6240\u8981\u6642\u9593\u306e\u77ed\u7e2e\u3001\u9060\u9694\u5730\u3067\u3082\u5c02\u9580\u5bb6\u306e\u5c02\u9580\u77e5\u8b58\u3078\u306e\u5e45\u5e83\u3044\u30a2\u30af\u30bb\u30b9\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002 \u00a0 \u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57df\u3067\u306f\u3001\u75c5\u7406\u691c\u67fb\u5ba4\u306f\u5927\u304d\u306a\u5909\u9769\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u5149\u5b66\u9855\u5fae\u93e1\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u3078\u306e\u79fb\u884c\u306f\u3001\u3082\u306f\u3084\u65b0\u305f\u306a\u30c8\u30ec\u30f3\u30c9\u3067\u306f\u306a\u304f\u3001\u6025\u901f\u306b\u65b0\u305f\u306a\u6a19\u6e96\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306f\u3001\u9855\u5fae\u93e1\u4e0b\u3067\u4f1d\u7d71\u7684\u306b\u898b\u3089\u308c\u308b\u30ac\u30e9\u30b9\u30b9\u30e9\u30a4\u30c9\u3092\u3001\u75c5\u7406\u5b66\u8005\u304c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u9ad8\u89e3\u50cf\u5ea6\u30c7\u30b8\u30bf\u30eb\u753b\u50cf\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u9032\u5316\u306f\u3001\u5358\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u63a1\u7528\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u8a3a\u65ad\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u518d\u5f62\u6210\u3057\u3001\u4eca\u65e5\u306e\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u304c\u76f4\u9762\u3057\u3066\u3044\u308b\u6700\u3082\u5dee\u3057\u8feb\u3063\u305f\u8ab2\u984c\u306e\u3044\u304f\u3064\u304b\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306f\u3001\u30ac\u30e9\u30b9\u30b9\u30e9\u30a4\u30c9\u306b\u4ee3\u308f\u308b\u73fe\u4ee3\u306e\u4ee3\u66ff\u7269\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u8a3a\u65ad\u60c5\u5831\u306e\u95b2\u89a7\u3001\u89e3\u91c8\u3001\u7ba1\u7406\u65b9\u6cd5\u306b\u304a\u3051\u308b\u6839\u672c\u7684\u306a\u5909\u5316\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u3082\u306f\u3084\u554f\u308f\u308c\u308b\u306e\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u304c\u4e3b\u6d41\u306b\u306a\u308b\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u7d44\u7e54\u304c\u3044\u3064\u3001\u3069\u306e\u7a0b\u5ea6\u52b9\u679c\u7684\u306b\u3053\u306e\u79fb\u884c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002 \u75c5\u7406\u691c\u67fb\u5ba4\u306e\u9032\u5316\uff1a\u30c7\u30b8\u30bf\u30eb\u5316\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u6d3b\u7528\u3078 \u5149\u5b66\u9855\u5fae\u93e1\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u30d5\u30a1\u30fc\u30b9\u30c8\u306e\u30e2\u30c7\u30eb\u3078\u306e\u79fb\u884c\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u5316\u3068\u30c7\u30b8\u30bf\u30eb\u5316\u306e2\u3064\u306e\u6bb5\u968e\u3067\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30b8\u30bf\u30eb\u5316\u306f\u3001\u30a2\u30fc\u30ab\u30a4\u30d6\u307e\u305f\u306f\u5171\u6709\u306e\u305f\u3081\u306e\u30db\u30fc\u30eb\u30b9\u30e9\u30a4\u30c9\u753b\u50cf(WSI)\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30ac\u30e9\u30b9\u9855\u5fae\u93e1\u30b9\u30e9\u30a4\u30c9\u306e\u30b9\u30ad\u30e3\u30f3\u304b\u3089\u59cb\u307e\u308a\u307e\u3057\u305f\u3002\u7269\u7406\u7684\u4fdd\u5b58\u3084\u9060\u9694\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u591a\u304f\u306e\u7269\u6d41\u4e0a\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3057\u305f\u304c\u3001\u75c5\u7406\u5b66\u7684\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u81ea\u4f53\u306b\u5909\u5316\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f[1]\u3002\u4e00\u65b9\u3067\u3001\u30c7\u30b8\u30bf\u30eb\u6d3b\u7528\u306f\u3055\u3089\u306b\u9032\u307f\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u8a3a\u65ad\u306e\u7d4c\u8def\u5168\u4f53\u306e\u518d\u8003\u3068\u518d\u8a2d\u8a08\u304c\u542b\u307e\u308c\u3001\u30c7\u30b8\u30bf\u30eb\u753b\u50cf\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u6e96\u5099\u3068\u5206\u6790\u304b\u3089\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30ec\u30dd\u30fc\u30c8\u3001\u4ed6\u306e\u81e8\u5e8a\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u306b\u81f3\u308b\u307e\u3067\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u3059\u3079\u3066\u306e\u6bb5\u968e\u306e\u4e2d\u5fc3\u3068\u306a\u308a\u307e\u3059[1]\u3002\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u5b66\u306e\u5229\u70b9\u306f\u5927\u304d\u304f\u3001\u5358\u7d14\u306a\u30c7\u30b8\u30bf\u30eb\u5316\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u8a3a\u65ad\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304a\u3088\u3073\u60a3\u8005\u30b1\u30a2\u3092\u5909\u9769\u3057\u307e\u3059\uff1a \u5883\u754c\u306e\u306a\u3044\u5354\u50cd\uff1a\u30ea\u30e2\u30fc\u30c8\u3067\u540c\u6642\u306b\u30b9\u30e9\u30a4\u30c9\u3092\u7528\u3044\u3066\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u8a3a\u5bdf\u3001\u8fc5\u901f\u306a\u30bb\u30ab\u30f3\u30c9\u30aa\u30d4\u30cb\u30aa\u30f3\u3001\u30b5\u30fc\u30d3\u30b9\u304c\u4e0d\u5341\u5206\u306a\u5730\u57df\u306e\u60a3\u8005\u306b\u5bfe\u3059\u308b\u3088\u308a\u8fc5\u901f\u306a\u5c02\u9580\u533b\u304b\u3089\u306e\u30a4\u30f3\u30d7\u30c3\u30c8\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002 \u30b3\u30b9\u30c8\u7ba1\u7406\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u6700\u9069\u5316\uff1a\u30b9\u30e9\u30a4\u30c9\u8f38\u9001\u3001\u5b85\u914d\u4fbf\u3001\u5927\u898f\u6a21\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u6392\u9664\u3059\u308b\u3053\u3068\u3067\u3001\u7121\u99c4\u3092\u524a\u6e1b\u3057\u3001\u5927\u898f\u6a21\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5e74\u9593\u6570\u5341\u4e07\u4eba\u524a\u6e1b\u3057\u307e\u3059\u3002 \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u52b9\u7387\u3068\u6240\u8981\u6642\u9593\u306e\u6539\u5584\uff1a\u624b\u4f5c\u696d\u306b\u3088\u308b\u64cd\u4f5c\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u53d6\u308a\u9664\u304d\u3001\u3044\u3064\u3067\u3082\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u8a3a\u65ad\u6642\u9593\u304c\u6700\u592742%\u77ed\u7e2e\u3055\u308c\u30011\u6642\u9593\u3042\u305f\u308a15\u00d7\u4ee5\u4e0a\u306e\u30b9\u30e9\u30a4\u30c9\u3092\u30ec\u30d3\u30e5\u30fc\u3067\u304d\u307e\u3059[3]\u3002 \u8a3a\u65ad\u306b\u304a\u3051\u308b\u7cbe\u5ea6\u3068\u518d\u73fe\u6027\uff1a\u7d71\u5408\u3055\u308c\u305f\u753b\u50cf\u89e3\u6790\u30c4\u30fc\u30eb\u306f\u3001\u7cbe\u5ea6\u3001\u7b49\u7d1a\u4ed8\u3051\u3001\u30d0\u30a4\u30aa\u30de\u30fc\u30ab\u30fc\u5b9a\u91cf\u5316\u3092\u6539\u5584\u3057\u3001\u4e00\u8cab\u6027\u306e\u3042\u308b\u500b\u5225\u5316\u3055\u308c\u305f\u6cbb\u7642\u6c7a\u5b9a\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002 \u00a0 \u307e\u3068\u3081\u308b\u3068\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306f\u3001\u8a3a\u65ad\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u3092\u3064\u306a\u3050\u3053\u3068\u3067\u3001\u5171\u540c\u4f5c\u696d\u306e\u4fc3\u9032\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u5411\u4e0a\u3001\u696d\u52d9\u306e\u6700\u9069\u5316\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u306e\u6d3b\u7528\u304c\u4e00\u4f53\u3068\u306a\u308a\u3001\u60a3\u8005\u306e\u6cbb\u7642\u7d50\u679c\u3084\u533b\u7642\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u679c\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8aac\u5f97\u529b\u306e\u3042\u308b\u5229\u70b9\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u5e83\u7bc4\u306a\u63a1\u7528\u306f\u4f9d\u7136\u3068\u3057\u3066\u4e0d\u5747\u4e00\u3067\u3059\u3002\u591a\u304f\u306e\u65bd\u8a2d\u306f\u3001\u4e8b\u524d\u6295\u8cc7\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u518d\u8a2d\u8a08\u306e\u5fc5\u8981\u6027\u3001\u304a\u3088\u3073\u53b3\u683c\u306a\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u307e\u305f\u306f\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u8981\u4ef6\u306b\u95a2\u9023\u3059\u308b\u30cf\u30fc\u30c9\u30eb\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u306f\u3001\u660e\u78ba\u306a\u30c7\u30b8\u30bf\u30eb\u6226\u7565\u3001\u5229\u5bb3\u95a2\u4fc2\u8005\u3068\u306e\u5f37\u3044\u9023\u643a\u3001\u305d\u3057\u3066\u77ed\u671f\u7684\u306a\u6df7\u4e71\u3088\u308a\u3082\u9577\u671f\u7684\u306a\u81e8\u5e8a\u30fb\u904b\u7528\u4e0a\u306e\u4fa1\u5024\u3092\u91cd\u8996\u3059\u308b\u3053\u3068\u3067\u3001\u307e\u3059\u307e\u3059\u89e3\u6c7a\u3055\u308c\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u80cc\u666f\u306e\u4e2d\u3067\u3001\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u9032\u5316\u3092\u5f62\u4f5c\u308b\u4e3b\u8981\u306a\u5e02\u5834\u306e\u63a8\u9032\u8981\u56e0\u3068\u969c\u58c1\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002 \u30b7\u30d5\u30c8\u306e\u539f\u52d5\u529b\uff1a\u8ab2\u984c\u3068\u6280\u8853\u7684\u9032\u6b69 \u00a0 1. \u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u5c0e\u5165\u3092\u52a0\u901f\u3055\u305b\u308b\u8ab2\u984c \u3044\u304f\u3064\u304b\u306e\u69cb\u9020\u7684\u304a\u3088\u3073\u81e8\u5e8a\u7684\u306a\u30d7\u30ec\u30c3\u30b7\u30e3\u30fc\u306b\u3088\u308a\u3001\u691c\u67fb\u5ba4\u306f\u5f93\u6765\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u518d\u8003\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u79fb\u884c\u3057\u3066\u3044\u307e\u3059\u3002 \u8a3a\u65ad\u9700\u8981\u306e\u5897\u5927 \u2013 \u9ad8\u9f62\u5316\u306b\u3088\u308a\u5897\u52a0\u3059\u308b\u764c\u8ca0\u62c54\u3001\u3055\u3089\u306b\u65e9\u671f\u767a\u898b\u304c\u91cd\u8996\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u8a3a\u65ad\u30b5\u30fc\u30d3\u30b9\u306b\u304b\u3064\u3066\u306a\u3044\u8ca0\u62c5\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3059[5]\u3002 \u5916\u90e8\u304b\u3089\u306e\u30b3\u30f3\u30b5\u30eb\u30c6\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u5c02\u9580\u7684\u306a\u5c02\u9580\u77e5\u8b58\u306e\u5fc5\u8981\u6027 \u2013 \u8907\u96d1\u5316\u3059\u308b\u75c7\u4f8b\u3067\u306f\u3001\u5c02\u9580\u306e\u75c5\u7406\u533b\u306b\u3088\u308b\u60c5\u5831\u306e\u63d0\u4f9b\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4e2d\u592e\u96c6\u6a29\u7684\u306a\u5c02\u9580\u5bb6\u304c\u8907\u6570\u306e\u65bd\u8a2d\u304b\u3089\u75c7\u4f8b\u3092\u30ec\u30d3\u30e5\u30fc\u3059\u308b\u3001\u30cf\u30d6\u30a2\u30f3\u30c9\u30b9\u30dd\u30fc\u30af(hub-and-spoke)\u30e2\u30c7\u30eb\u304c\u51fa\u73fe\u3057\u307e\u3057\u305f[6]\u3002 \u52b4\u50cd\u529b\u306e\u5236\u9650 \u2013 \u7279\u306b\u8fb2\u6751\u3084\u30b5\u30fc\u30d3\u30b9\u304c\u4e0d\u5341\u5206\u306a\u5730\u57df\u3067\u306f\u3001\u8cc7\u683c\u306e\u3042\u308b\u75c5\u7406\u533b\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u5206\u6563\u578b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002AI\u652f\u63f4\u306b\u3088\u308b\u753b\u50cf\u89e3\u6790\u306f\u3001\u6f5c\u5728\u7684\u306a\u7570\u5e38\u3092\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u52a9\u3051\u3068\u306a\u308a\u3001\u6700\u7d42\u7684\u306a\u78ba\u8a8d\u306f\u4eba\u9593\u306e\u75c5\u7406\u533b\u304c\u884c\u3044\u307e\u3059\u3002[7]\u3002 \u691c\u67fb\u5ba4\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af \u2013\u691c\u4f53\u91cf\u306e\u5897\u52a0\u3001\u30d7\u30ed\u30bb\u30b9\u306e\u5206\u65ad\u3001\u624b\u4f5c\u696d\u306b\u3088\u308b\u30b9\u30e9\u30a4\u30c9\u51e6\u7406\u3078\u306e\u4f9d\u5b58\u306a\u3069\u306b\u3088\u308a\u3001\u51e6\u7406\u6642\u9593\u306e\u9045\u5ef6\u3084\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002[8]\u3002 \u75c5\u7406\u533b\u306e\u4f5c\u696d\u91cf\u3068\u71c3\u3048\u5c3d\u304d \u2013 \u7ba1\u7406\u4e0a\u306e\u8ca0\u62c5\u3068\u30b1\u30fc\u30b9\u30ed\u30fc\u30c9\u306e\u5897\u52a0\u306b\u3088\u308a\u3001\u30c8\u30ea\u30a2\u30fc\u30b8\u3001\u512a\u5148\u9806\u4f4d\u4ed8\u3051\u3001\u8fc5\u901f\u306a\u30ec\u30d3\u30e5\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30c4\u30fc\u30eb\u306e\u5fc5\u8981\u6027\u304c\u751f\u3058\u307e\u3059[8]\u3002 \u30b3\u30b9\u30c8\u304a\u3088\u3073\u904b\u7528\u4e0a\u306e\u975e\u52b9\u7387\u6027 \u2013 \u7269\u7406\u7684\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30b9\u30e9\u30a4\u30c9\u306e\u51fa\u8377\u3001\u304a\u3088\u3073\u91cd\u8907\u306b\u3088\u3063\u3066\u3001\u30ec\u30dd\u30fc\u30c8\u306b\u4e0d\u5fc5\u8981\u306a\u30b3\u30b9\u30c8\u3068\u5909\u52d5\u6027\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002 IT\u306e\u8907\u96d1\u6027 \u2013 \u75c5\u7406\u30c7\u30fc\u30bf\u3068\u75c5\u9662\u306eEHR\u3084\u305d\u306e\u4ed6\u306e\u8a3a\u65ad\u30b7\u30b9\u30c6\u30e0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u72b6\u6cc1\u3067\u4f9d\u7136\u3068\u3057\u3066\u5927\u304d\u306a\u30cf\u30fc\u30c9\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 2. \u30c7\u30b8\u30bf\u30eb\u6d3b\u7528\u3092\u63a8\u9032\u3059\u308b\u6280\u8853\u9032\u6b69 \u540c\u6642\u306b\u3001\u65b0\u305f\u306a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u6ce2\u306b\u3088\u308a\u3001\u691c\u67fb\u5ba4\u304c\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u3001\u30c7\u30b8\u30bf\u30eb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b8c\u5168\u306b\u53d7\u3051\u5165\u308c\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u6210\u719f\u5ea6 \u2013 \u9ad8\u901f\u306e\u5168\u30b9\u30e9\u30a4\u30c9\u30b9\u30ad\u30e3\u30ca\u30fc\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u5b89\u5168\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30b8\u30bf\u30eb\u5316\u304c\u65e5\u5e38\u7684\u306a\u4f7f\u7528\u306b\u5b9f\u73fe\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u30c7\u30fc\u30bf\u3068\u30c7\u30b8\u30bf\u30eb\u5316– \u30a2\u30ca\u30ed\u30b0\u9855\u5fae\u93e1\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u753b\u50cf\u306b\u79fb\u884c\u3059\u308b\u3053\u3068\u3067\u3001\u8a08\u7b97\u75c5\u7406\u3068\u5927\u898f\u6a21\u5206\u6790\u3078\u306e\u6249\u304c\u958b\u304d\u307e\u3059\u3002 \u9ad8\u5ea6\u306a\u753b\u50cf\u5206\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0-AI\u30c4\u30fc\u30eb\u306f\u3001HER2\u4f4e\u767a\u73fe\u306a\u3069\u306e\u5fae\u5999\u3067\u3042\u308b\u304c\u81e8\u5e8a\u7684\u306b\u91cd\u8981\u306a\u7279\u5fb4\u306e\u89e3\u91c8\u3092\u6a19\u6e96\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u75c5\u7406\u8a55\u4fa1\u306e\u518d\u73fe\u6027\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ed6\u306e\u7528\u9014\u306f\u3001\u3055\u3089\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u4eba\u9593\u306e\u773c\u306e\u9650\u754c\u3092\u8d85\u3048\u308b\u5fae\u5999\u306a\u7279\u5fb4\u3001\u4f8b\u3048\u3070\u3001H&E\u30b9\u30e9\u30a4\u30c9\u304b\u3089\u76f4\u63a5MSI\u72b6\u614b\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u3002 \u54c1\u8cea\u7ba1\u7406\u3068\u3057\u3066\u306eAI – AI\u306f\u3001\u4e00\u6b21\u8a3a\u65ad\u3060\u3051\u3067\u306a\u304f\u3001\u4e8c\u6b21\u5be9\u67fb\u54e1\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u6f5c\u5728\u7684\u306a\u4e0d\u4e00\u81f4\u3084\u898b\u9003\u3057\u305f\u6240\u898b\u306b\u30d5\u30e9\u30b0\u3092\u4ed8\u3051\u3066\u4e00\u8cab\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u7d71\u5408 […]<\/p>\n","protected":false},"author":97,"featured_media":136531,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"tags":[],"pillarandcategory":[307,319,8415,318,300,310,309],"reporter":[13599],"class_list":["post-143004","acf_article","type-acf_article","status-publish","has-post-thumbnail","hentry","pillarandcategory-digital-transformation","pillarandcategory-artificial-intelligence","pillarandcategory-clinical-decision-support","pillarandcategory-histopathology","pillarandcategory-management","pillarandcategory-operational-excellence","pillarandcategory-operations","reporter-christopher-chiam"],"acf":[],"_links":{"self":[{"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/acf_article\/143004","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/acf_article"}],"about":[{"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/types\/acf_article"}],"author":[{"embeddable":true,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/users\/97"}],"version-history":[{"count":3,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/acf_article\/143004\/revisions"}],"predecessor-version":[{"id":145215,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/acf_article\/143004\/revisions\/145215"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/media\/136531"}],"wp:attachment":[{"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/media?parent=143004"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/tags?post=143004"},{"taxonomy":"pillarandcategory","embeddable":true,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/pillarandcategory?post=143004"},{"taxonomy":"reporter","embeddable":true,"href":"https:\/\/labinsights.com\/ja\/wp-json\/wp\/v2\/reporter?post=143004"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\n
\n
\n
\u30b7\u30d5\u30c8\u306e\u539f\u52d5\u529b\uff1a\u8ab2\u984c\u3068\u6280\u8853\u7684\u9032\u6b69<\/h2>\n
1. \u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u5c0e\u5165\u3092\u52a0\u901f\u3055\u305b\u308b\u8ab2\u984c<\/h3>\n
\n
\n
\n
2. \u30c7\u30b8\u30bf\u30eb\u6d3b\u7528\u3092\u63a8\u9032\u3059\u308b\u6280\u8853\u9032\u6b69<\/h3>\n
\n
\n
\n
\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306b\u304a\u3051\u308b\u65b0\u305f\u306a\u30c8\u30ec\u30f3\u30c9\u3068\u6a5f\u4f1a<\/h2>\n
1. \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u81ea\u52d5\u5316\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u7d71\u5408<\/h3>\n
\n
\n
\n
2. AI\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h3>\n
\n
\n
\n
3. AI\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3068\u306e\u30aa\u30fc\u30d7\u30f3\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/h3>\n
\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u6210\u719f\u306b\u4f34\u3044\u512a\u5148\u3059\u3079\u304d\u70b9<\/h2>\n
\u30c7\u30b8\u30bf\u30eb\u75c5\u7406\u306e\u65b0\u3057\u3044\u6642\u4ee3<\/h2>\n
\n
\n[1]<\/a> Eloy, C., et al. 2025 \u201cDigital transformation of pathology – the European Society of Pathology expert opinion paper.\u201d<\/span>Virchows Archiv<\/span><\/i>. doi:10.1007\/s00428-025-04090-w.<\/span>
\n[2]<\/a> Zia, S., et al. 2025 \u201cAn update on applications of digital pathology: primary diagnosis; telepathology, education and research.\u201d<\/span>Diagnostic Pathology<\/span><\/i> 20 (17). doi:10.1186\/s13000-025-01610-9.<\/span>
\n[3]<\/a> Menter, T., et al. 2020 \u201cIntraoperative frozen section consultation by remote whole-slide imaging analysis -validation and comparison to robotic remote microscopy.\u201d<\/span>Journal of Clinical Pathology<\/span><\/i> 73(6):350-352.<\/span>
\n[4]<\/a> \u56fd\u969b\u304c\u3093\u7814\u7a76\u6a5f\u95a2\u30022022. <\/span>Global Cancer Observatory<\/span><\/i>.\u30a2\u30af\u30bb\u30b9\u65e5\uff1a2025\u5e748\u670810\u65e5<\/span> https:\/\/gco.iarc.fr\/<\/span><\/a>.<\/span>
\n[5]<\/a> Zehra, T., et al. 2023 \u201cA suggested way forward for adopof AI-Enabled digital pathology in low resource organizations in the developing world.\u201d<\/span>Diagnostic Pathology<\/span><\/i> 18 (1): 68. doi:10.1186\/s13000-023-01352-6.<\/span>
\n[6]<\/a> Mosquera-Zamudio, A., M.Gomez-Suarez,J.Sprockel,J.C.Ria\u00f1o-Moreno, E.A.M. Janssen, L.Pantanowitz,and R\u3002Parra-Medina.2024. \u201cGlobalization of a telepathology network with artificial intelligence applications in Colombia: The GLORIA program study protocol.\u201d<\/span>Journal of Pathology Informatics<\/span><\/i> 15: 100394. doi:10.1016\/j.jpi.2024.100394.<\/span>
\n[7]<\/a> Walsh,E.,and N.M.Orsi\u30022024. “The current troubled state of the global pathology workforce: a concise review.”<\/span>Diagnostic Pathology<\/span><\/i> 19 (163). doi:10.1186\/s13000-024-01590-2.<\/span>
\n[8]<\/a> Edayan, J.M., et al. 2024. “Informatics in Medicine Unlocked” 50: 101566. doi:10.1016\/j.imu.2024.101566.<\/span>
\n[9]<\/a> Go,H.2022\u5e74 \u201cDigital Pathology and Artificial Intelligence Applications in Pathology.\u201d<\/span>Brain Tumor Research and Treatment<\/span><\/i> 10 (2): 76-82.<\/span>
\n[10]<\/a> Shafi,S.,and A.V\u3002Parwani.2023. \u201cArtificial intelligence in diagnostic pathology.\u201d<\/span>Diagnostic Pathology<\/span><\/i> 18 (109).<\/span> <\na href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2153353922007507\" target=\"_blank\" rel=\"noopener\">[11]<\/a> Jarrahi, M.H., et al. 2022. \u201cThe key to an effective AI-powered digital pathology: Establishing a symbiotic workflow between pathologists and machine.\u201d<\/span>Journal of Pathology Informatics<\/span><\/i> 13: 100156.<\/span>
\n[12]<\/a> Gaffney,H.,and K.M.Mirza.2025. \u201cPathology in the artificial intelligence era: Guiding innovation and implementation to preserve human insight.\u201d<\/span>Academic Pathology<\/span><\/i> 12: 100166.<\/span>
\n[13]<\/a> Mulder, D., et al. 2025 \u300c\u75c5\u7406\u533b\u306e\u8a3a\u65ad\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001HER2\u3092\u6a19\u7684\u3068\u3057\u305f\u6cbb\u7642\u306b\u5bfe\u3059\u308b\u60a3\u8005\u306e\u9069\u683c\u6027\u3092\u62e1\u5927\u3059\u308b\u305f\u3081\u306e\u3001HER2\u4f4e\u5024\u304a\u3088\u3073HER2\u8d85\u4f4e\u5024IHC\u89e3\u91c8\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u4eba\u5de5\u77e5\u80fd\u652f\u63f4\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u4f7f\u7528\u300d\u3002Abstract presented at the <\/span>2025 ASCO Annual Meeting<\/span><\/i>.<\/span>
\n[14]<\/a> Signify Research.2023. \u201cDigital Pathology Investment Matures, VCs Get Selective.\u201d2025\u5e749\u67084\u65e5\u30a2\u30af\u30bb\u30b9\u3002<\/span>
\n https:\/\/www.signifyresearch.net\/insights\/complimentary-digital-pathology-vc-investment-analysis\/<\/span><\/a>.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"