{"id":3698,"date":"2026-02-19T00:01:23","date_gmt":"2026-02-18T15:01:23","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=3698"},"modified":"2026-02-19T00:57:00","modified_gmt":"2026-02-18T15:57:00","slug":"ai-%e3%81%af%e6%80%9d%e8%80%83%e8%a8%ad%e8%a8%88%e6%a0%bc%e5%b7%ae%e3%82%92%e6%8b%a1%e5%a4%a7%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/02\/19\/3698\/","title":{"rendered":"AI \u306f\u601d\u8003\u8a2d\u8a08\u683c\u5dee\u3092\u62e1\u5927\u3059\u308b"},"content":{"rendered":"<p><a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E7%94%9F%E6%88%90%E7%9A%84%E4%BA%BA%E5%B7%A5%E7%9F%A5%E8%83%BD\">\u751f\u6210 AI<\/a> \u304c\u666e\u53ca\u3059\u308b\u3068\u300c\u307f\u3093\u306a\u304c\u8ce2\u304f\u306a\u308b\u306e\u304b\u300d\u300c\u5dee\u304c\u5e83\u304c\u308b\u306e\u304b\u300d\u3092\u4e8c\u629e\u3067\u8a9e\u308a\u305f\u304f\u306a\u308b\u3002\u3057\u304b\u3057\u3053\u306e\u4e8c\u629e\u306f\u3001\u8b70\u8ad6\u306e\u7c92\u5ea6\u304c\u5408\u3063\u3066\u3044\u306a\u3044\u3002\u73fe\u5b9f\u306b\u8d77\u304d\u308b\u306e\u306f\u3001(a) \u751f\u6210\u30b3\u30b9\u30c8\u306e\u6025\u843d\u306b\u3088\u308a\u5e73\u5747\u6210\u679c\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u5c40\u9762\u3068\u3001(b) \u751f\u6210\u304c\u904e\u5270\u306b\u306a\u308b\u307b\u3069\u8a55\u4fa1\u30fb\u76ee\u7684\u8a2d\u8a08\u30fb\u8cac\u4efb\u30fb\u7d71\u5408\u304c\u76f8\u5bfe\u7684\u306b\u5e0c\u5c11\u5316\u3057\u3001\u305d\u306e\u51e6\u7406\u80fd\u529b\u306e\u5dee\u304c\u6210\u679c\u5206\u5e03\u306e\u5206\u6563\u3092\u62e1\u5927\u3057\u3084\u3059\u3044\u5c40\u9762\u304c\u540c\u6642\u306b\u7acb\u3064\u3001\u3068\u3044\u3046\u72b6\u614b\u3067\u3042\u308b\u3002<\/p>\n<p>\u5b9f\u8a3c\u7814\u7a76\u3067\u3082\u3001\u751f\u6210 AI \u304c\u5e73\u5747\u7684\u306b\u306f\u751f\u7523\u6027\u3084\u54c1\u8cea\u3092\u62bc\u3057\u4e0a\u3052\u5f97\u308b\u4e00\u65b9\u3067\u3001\u52b9\u679c\u306f\u30bf\u30b9\u30af\u3068\u500b\u4eba\u3067\u5927\u304d\u304f\u7570\u306a\u308a\u3001\u5883\u754c\u304c\u300c\u30ae\u30b6\u30ae\u30b6\u300d\u306b\u73fe\u308c\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b<a href=\"#ref1\">[1]<\/a><a href=\"#ref2\">[2]<\/a><a href=\"#ref3\">[3]<\/a>\u3002\u3057\u305f\u304c\u3063\u3066\u672c\u7a3f\u306e\u76ee\u7684\u306f\u3001\u7d50\u8ad6\u306e\u65ad\u8a00\u3067\u306f\u306a\u304f\u3001\u3069\u3053\u3067\u300c\u5e95\u4e0a\u3052\u300d\u304b\u3089\u300c\u5897\u5e45\u300d\u306b\u5206\u5c90\u3059\u308b\u304b\u3092\u3001\u30e1\u30ab\u30cb\u30ba\u30e0\u3068\u89b3\u6e2c\u624b\u9806\u307e\u3067\u843d\u3068\u3057\u3066\u8aac\u660e\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002<\/p>\n<p>\u3053\u3053\u3067\u8a00\u3046\u300c\u683c\u5dee\u300d\u306f 1 \u7a2e\u985e\u3067\u306f\u306a\u3044\u3002\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e 3 \u5c64\u306b\u5206\u3051\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u683c\u5dee\u306e\u7a2e\u985e<\/th>\n<th>\u4f55\u304c\u5e83\u304c\u308b\u304b<\/th>\n<th>AI \u5c0e\u5165\u3067\u8d77\u304d\u3084\u3059\u3044\u30e1\u30ab\u30cb\u30ba\u30e0<\/th>\n<\/tr>\n<tr>\n<td>\u54c1\u8cea\u683c\u5dee\uff08\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u5206\u5e03\uff09<\/td>\n<td>\u6210\u679c\u7269\u306e\u51fa\u6765\u306e\u3070\u3089\u3064\u304d<\/td>\n<td>\u751f\u6210\u306f\u5747\u8cea\u5316\u3059\u308b\u304c\u3001\u8a55\u4fa1\u30fb\u7d71\u5408\u3067\u5dee\u304c\u51fa\u308b\uff08\u5f8c\u5de5\u7a0b\u304c\u652f\u914d\u3059\u308b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u7fd2\u683c\u5dee\uff08\u5185\u90e8\u30e2\u30c7\u30eb\uff09<\/td>\n<td>\u7406\u89e3\u30fb\u6280\u80fd\u306e\u4f38\u3073\u306e\u5dee<\/td>\n<td>\u300c\u7b54\u3048\u751f\u6210\u300d\u7528\u9014\u306f\u9000\u5316\u3001\u300c\u53cd\u8a3c\u30fb\u691c\u7b97\u300d\u7528\u9014\u306f\u5f37\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u793e\u4f1a\u7684\u683c\u5dee\uff08\u8cc3\u91d1\u30fb\u4fe1\u7528\u30fb\u5f71\u97ff\u529b\uff09<\/td>\n<td>\u914d\u5206\u3055\u308c\u308b\u5831\u916c\u3068\u4fe1\u983c<\/td>\n<td>\u6210\u679c\u7269\u306e\u5e0c\u5c11\u6027\u304c\u4e0b\u304c\u308a\u3001\u8a55\u4fa1\u3067\u304d\u308b\u5074\u306e\u6a29\u529b\u304c\u5897\u3048\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u672c\u7a3f\u306f\u307e\u305a\u300c\u4eba\u9593\u306e\u77e5\u6027\u304c\u3069\u3053\u306b\u6b8b\u308b\u304b\u300d\u3092\u69cb\u9020\u5316\u3057\u3001\u6b21\u306b\u300c\u751f\u6210\u306e\u6c11\u4e3b\u5316 \u2192 \u8a55\u4fa1\u306e\u5e0c\u5c11\u5316\u300d\u304c\u6210\u7acb\u3059\u308b\u6761\u4ef6\u3092\u56e0\u679c\u3068\u3057\u3066\u66f8\u304d\u4e0b\u3059\u3002\u305d\u306e\u4e0a\u3067\u3001\u5206\u91ce\u5dee\u3092\u6c7a\u3081\u308b\u5224\u5b9a\u8ef8\uff084 \u8ef8\uff09\u3092\u63d0\u793a\u3057\u3001\u6700\u5f8c\u306b\u300c\u5206\u6563\u5897\u5927\u300d\u3092\u691c\u8a3c\u53ef\u80fd\u306a\u4eee\u8aac\u3068\u3057\u3066\u6271\u3046\u3002<\/p>\n<hr>\n<h2>1. \u51fa\u767a\u70b9\uff1aAI \u6642\u4ee3\u306b\u300c\u4eba\u9593\u306e\u77e5\u6027\u300d\u306f\u3069\u3053\u306b\u6b8b\u308b\u306e\u304b<\/h2>\n<p>\u751f\u6210 AI \u304c\u5f37\u3044\u306e\u306f\u300c\u6587\u7ae0\u3092\u6574\u3048\u308b\u300d\u3053\u3068\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u4e0b\u66f8\u304d\u3001\u8981\u7d04\u3001\u6bd4\u8f03\u3001\u8aac\u660e\u3001\u4ed5\u69d8\u6587\u3001\u63d0\u6848\u66f8\u306e\u69cb\u9020\u5316\u306a\u3069\u3001\u6210\u679c\u7269\u306e\u5916\u5f62\u3092\u77ed\u6642\u9593\u3067\u7528\u610f\u3067\u304d\u308b\u305f\u3081\u3001\u4ed5\u4e8b\u3084\u5b66\u7fd2\u306e\u914d\u5206\u305d\u306e\u3082\u306e\u3092\u5909\u3048\u308b<a href=\"#ref1\">[1]<\/a><a href=\"#ref2\">[2]<\/a>\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u5916\u5f62\u3092\u6574\u3048\u308b\u80fd\u529b\u304c\u666e\u53ca\u3059\u308b\u3068\u3001\u9006\u306b\u300c\u5916\u5f62\u3067\u306f\u4ee3\u66ff\u3067\u304d\u306a\u3044\u5c64\u300d\u304c\u53ef\u8996\u5316\u3055\u308c\u308b\u70b9\u3067\u3042\u308b\u3002<\/p>\n<p>\u305d\u306e\u5c64\u306f\u3001\u9650\u5b9a\u5408\u7406\u6027\u306e\u53e4\u5178\u304c\u6271\u3063\u305f\u300c\u610f\u601d\u6c7a\u5b9a\u306e\u5236\u7d04\u300d\u3092\u73fe\u4ee3\u306b\u5f15\u304d\u76f4\u3059\u3068\u898b\u3048\u3084\u3059\u3044\u3002\u4eba\u9593\u306f\u7121\u9650\u306e\u9078\u629e\u80a2\u3092\u63a2\u7d22\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u63a2\u7d22\u3092\u6253\u3061\u5207\u308b\u57fa\u6e96\uff08\u505c\u6b62\u6761\u4ef6\uff09\u3068\u3001\u826f\u3057\u60aa\u3057\u3092\u5224\u5b9a\u3059\u308b\u8a55\u4fa1\u95a2\u6570\u304c\u5fc5\u8981\u306b\u306a\u308b<a href=\"#ref4\">[4]<\/a>\u3002\u60c5\u5831\u304c\u904e\u5270\u306a\u4e16\u754c\u3067\u306f\u3001\u7d44\u7e54\u3084\u500b\u4eba\u306e\u8a2d\u8a08\u8ab2\u984c\u306f\u300c\u60c5\u5831\u3092\u96c6\u3081\u308b\u3053\u3068\u300d\u3088\u308a\u3082\u300c\u60c5\u5831\u3092\u51e6\u7406\u3057\u3066\u6c7a\u3081\u308b\u3053\u3068\u300d\u306b\u5bc4\u308b<a href=\"#ref5\">[5]<\/a>\u3002\u751f\u6210 AI \u306f\u5019\u88dc\u3092\u7206\u767a\u7684\u306b\u5897\u3084\u3059\u306e\u3067\u3001\u3053\u306e\u50be\u5411\u3092\u52a0\u901f\u3059\u308b\u3002<\/p>\n<p>\u3053\u306e\u89b3\u70b9\u304b\u3089\u300c<a href=\"https:\/\/blog.id774.net\/entry\/2026\/02\/18\/3682\/\">\u9078\u629e\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9<\/a>\u300d\u3092\u6349\u3048\u308b\u3068\u3001\u5358\u306b\u9078\u629e\u80a2\u304c\u591a\u3044\u3068\u6e80\u8db3\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u5fc3\u7406\u8a71\u306b\u7559\u307e\u3089\u305a\u3001\u63a2\u7d22\u3068\u8a55\u4fa1\u306e\u8a2d\u8a08\u554f\u984c\u3068\u3057\u3066\u8aad\u307f\u66ff\u3048\u3089\u308c\u308b\u3002\u6700\u5927\u5316\uff08maximizing\uff09\u5fd7\u5411\u304c\u5f37\u3044\u307b\u3069\u63a2\u7d22\u30b3\u30b9\u30c8\u304c\u81a8\u3089\u307f\u3001\u505c\u6b62\u6761\u4ef6\u304c\u5d29\u308c\u3084\u3059\u3044\u3068\u3044\u3046\u8b70\u8ad6\u306f\u3001AI \u306b\u3088\u308b\u5019\u88dc\u7206\u767a\u306e\u74b0\u5883\u3067\u518d\u3073\u52b9\u3044\u3066\u304f\u308b<a href=\"#ref6\">[6]<\/a>\u3002\u3053\u3053\u3067\u5fc5\u8981\u306a\u306e\u306f\u300c\u9078\u629e\u80a2\u3092\u6e1b\u3089\u3059\u300d\u3067\u306f\u306a\u304f\u300c\u8a55\u4fa1\u3068\u505c\u6b62\u6761\u4ef6\u3092\u4ed5\u69d8\u5316\u3059\u308b\u300d\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n<p>\u4ee5\u4e0a\u3092\u8e0f\u307e\u3048\u308b\u3068\u3001AI \u6642\u4ee3\u306b\u6b8b\u308b\u77e5\u6027\u306f\u6b21\u306e 4 \u3064\u306b\u5727\u7e2e\u3067\u304d\u308b\u3002\u3053\u3053\u3092\u62bc\u3055\u3048\u305a\u306b\u300cAI \u304c\u8ce2\u3044\uff0f\u8ce2\u304f\u306a\u3044\u300d\u3092\u8ad6\u3058\u308b\u3068\u3001\u8ad6\u70b9\u304c\u98db\u3076\u3002<\/p>\n<table>\n<tr>\n<th>\u6b8b\u308b\u77e5\u6027<\/th>\n<th>\u4f55\u3092\u3059\u308b\u80fd\u529b\u304b<\/th>\n<th>AI \u304c\u88dc\u52a9\u3067\u304d\u3066\u3082\u81ea\u52d5\u7684\u306b\u306f\u4f9b\u7d66\u3057\u306a\u3044\u7406\u7531<\/th>\n<\/tr>\n<tr>\n<td>\u8ab2\u984c\u5f62\u6210<\/td>\n<td>\u554f\u3044\u3092\u7acb\u3066\u3001\u30b9\u30b3\u30fc\u30d7\u3068\u524d\u63d0\u3092\u5207\u308b<\/td>\n<td>\u554f\u3044\u306f\u4fa1\u5024\u5224\u65ad\u3068\u8cac\u4efb\u5206\u754c\u306b\u4f9d\u5b58\u3057\u3001\u5916\u90e8\u4e16\u754c\u306e\u5236\u7d04\u3092\u542b\u3080<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1<\/td>\n<td>\u6b63\u3057\u3055\u30fb\u59a5\u5f53\u6027\u30fb\u9069\u5408\u6027\u3092\u5224\u5b9a\u3059\u308b<\/td>\n<td>\u73fe\u5b9f\u63a5\u7d9a\uff08\u30c6\u30b9\u30c8\u30fb\u76e3\u67fb\u30fb\u53cd\u4f8b\uff09\u304c\u5fc5\u8981\u3067\u3001\u5916\u90e8\u30b3\u30b9\u30c8\u304c\u6d88\u3048\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u7d71\u5408<\/td>\n<td>\u8907\u6570\u306e\u5019\u88dc\u3092\u675f\u306d\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u5909\u63db\u3059\u308b<\/td>\n<td>\u5229\u5bb3\u8abf\u6574\u30fb\u8cac\u4efb\u30fb\u904b\u7528\u307e\u3067\u542b\u3080\u305f\u3081\u3001\u6587\u7ae0\u306e\u6574\u5f62\u3067\u306f\u7d42\u308f\u3089\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u5236\u5fa1<\/td>\n<td>\u59d4\u4efb\u7bc4\u56f2\u3001\u505c\u6b62\u6761\u4ef6\u3001\u691c\u8a3c\u624b\u9806\u3092\u8a2d\u8a08\u3059\u308b<\/td>\n<td>\u5931\u6557\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308a\u3001\u691c\u8a3c\u3092\u624b\u9806\u5316\u3059\u308b\u306e\u306f\u4e3b\u4f53\u5074\u306e\u4ed5\u4e8b<\/td>\n<\/tr>\n<\/table>\n<p>\u672c\u7a3f\u304c\u300c\u683c\u5dee\u306f\u77e5\u8b58\u91cf\u3088\u308a\u601d\u8003\u8a2d\u8a08\uff08\u8a55\u4fa1\u3068\u7d71\u5408\uff09\u306e\u5dee\u3068\u3057\u3066\u73fe\u308c\u308b\u300d\u3068\u8a00\u3046\u3068\u304d\u3001\u6839\u62e0\u306f\u3053\u3053\u306b\u3042\u308b\u3002\u751f\u6210 AI \u306f\u751f\u6210\u5de5\u7a0b\u3092\u8efd\u304f\u3059\u308b\u304c\u3001\u305d\u306e\u5206\u3001\u4e0a\u306e 4 \u9818\u57df\u304c\u6210\u679c\u306e\u652f\u914d\u5909\u6570\u306b\u306a\u308a\u3084\u3059\u3044\u3002<\/p>\n<hr>\n<h2>2. \u4e2d\u6838\u4eee\u8aac\uff1aAI \u306f\u300c\u751f\u6210\u300d\u3092\u6c11\u4e3b\u5316\u3057\u3001\u300c\u8a55\u4fa1\u300d\u3092\u5e0c\u5c11\u5316\u3059\u308b<\/h2>\n<p>\u4eee\u8aac\u3092\u56e0\u679c\u306e\u5f62\u306b\u843d\u3068\u3059\u3002\u5358\u306b\u300c\u8a55\u4fa1\u304c\u5927\u4e8b\u300d\u3068\u8a00\u3046\u3060\u3051\u3067\u306f\u8aac\u660e\u306e\u98db\u3073\u304c\u3042\u308a\u3001\u5206\u5c90\u6761\u4ef6\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u4ee5\u4e0b\u306f\u5206\u5c90\u70b9\u3092\u542b\u3080\u56e0\u679c\u9396\u3067\u3042\u308b\u3002<\/p>\n<p class=\"note\">\u56e0\u679c\u9396\uff1a\u751f\u6210\u30b3\u30b9\u30c8\u304c\u6025\u843d\u3059\u308b \u2192 \u5019\u88dc\u6570\u304c\u5897\u3048\u308b \u2192 \u8a55\u4fa1\u30fb\u7d71\u5408\u306e\u51e6\u7406\u91cf\u304c\u5897\u3048\u308b \u2192 \uff08\u8a55\u4fa1\u304c\u5f62\u5f0f\u5316\u3067\u304d\u308b\u306a\u3089\uff09\u8a55\u4fa1\u3082\u30b9\u30b1\u30fc\u30eb\u3057\u3066\u5e95\u4e0a\u3052\u304c\u8d77\u304d\u308b\uff0f\uff08\u5f62\u5f0f\u5316\u3067\u304d\u306a\u3044\u306a\u3089\uff09\u8a55\u4fa1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308a\u3001\u4ee3\u7406\u6307\u6a19\u3084\u5370\u8c61\u3067\u63a1\u7528\u3055\u308c\u3066\u5206\u6563\u304c\u5897\u3048\u308b\u3002<\/p>\n<p>\u3053\u306e\u9396\u3092\u73fe\u5b9f\u306b\u63a5\u7d9a\u3059\u308b\u305f\u3081\u3001\u307e\u305a\u300c\u4ee3\u7406\u6307\u6a19\u300d\u3092\u5177\u4f53\u5316\u3059\u308b\u3002\u6b63\u78ba\u3055\u3084\u59a5\u5f53\u6027\u3092\u76f4\u63a5\u6e2c\u308c\u306a\u3044\u3068\u304d\u3001\u4eba\u306f\u4ee3\u308f\u308a\u306b\u983c\u3063\u3066\u3057\u307e\u3046\u7279\u5fb4\u304c\u3042\u308b\u3002\u6587\u7ae0\u306e\u6d41\u66a2\u3055\u3001\u65ad\u5b9a\u53e3\u8abf\u3001\u6a29\u5a01\u3063\u307d\u3055\u3001\u7db2\u7f85\u6027\u3001\u9577\u3055\u3001\u30c6\u30f3\u30d7\u30ec\u9069\u5408\u3001\u898b\u6804\u3048\u306a\u3069\u304c\u5178\u578b\u3067\u3001\u51e6\u7406\u6d41\u66a2\u6027\u304c\u597d\u610f\u3084\u771f\u5b9f\u6027\u5224\u65ad\u306b\u5f71\u97ff\u3059\u308b\u3068\u3044\u3046\u77e5\u898b\u3068\u3082\u6574\u5408\u3059\u308b<a href=\"#ref7\">[7]<\/a><a href=\"#ref8\">[8]<\/a>\u3002\u751f\u6210 AI \u306f\u3053\u308c\u3089\u3092\u4f4e\u30b3\u30b9\u30c8\u3067\u6e80\u305f\u3059\u51fa\u529b\u3092\u5927\u91cf\u306b\u4f9b\u7d66\u3067\u304d\u308b\u305f\u3081\u3001\u300c\u8a55\u4fa1\u306e\u5f31\u3044\u74b0\u5883\u307b\u3069\u8aa4\u308a\u304c\u63a1\u7528\u3055\u308c\u308b\u300d\u6761\u4ef6\u304c\u63c3\u3044\u3084\u3059\u3044\u3002<\/p>\n<p>\u6b21\u306b\u3001\u8aa4\u308a\u306e\u6df7\u5165\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u300cAI \u304c\u5618\u3092\u3064\u304f\u304b\u3089\u300d\u3067\u7d42\u308f\u3089\u305b\u306a\u3044\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u78ba\u7387\u7684\u751f\u6210\u3067\u3042\u308a\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u304c\u6839\u62e0\u306e\u306a\u3044\u5185\u5bb9\u3092\u51fa\u3057\u5f97\u308b\u3053\u3068\u306f\u8abf\u67fb\u7814\u7a76\u3067\u3082\u4f53\u7cfb\u5316\u3055\u308c\u3066\u3044\u308b<a href=\"#ref9\">[9]<\/a>\u3002\u3055\u3089\u306b\u3001\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u304c\u4e0a\u304c\u308b\u307b\u3069\u8aa4\u308a\u304c\u6e1b\u308b\u4e00\u65b9\u3067\u3001\u8aa4\u308a\u306e\u691c\u51fa\u304c\u96e3\u3057\u304f\u306a\u308b\u3068\u3044\u3046\u9006\u8aac\u304c\u3042\u308b\u3002\u8aac\u5f97\u529b\u304c\u5897\u3059\u307b\u3069\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u691c\u8a3c\u3092\u7701\u7565\u3057\u3084\u3059\u3044\u304b\u3089\u3067\u3042\u308b\u3002\u30e2\u30c7\u30eb\u306e\u9650\u754c\u3068\u5b89\u5168\u7b56\u3092\u660e\u793a\u3059\u308b\u6587\u66f8\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u7e70\u308a\u8fd4\u3057\u6307\u6458\u3057\u3066\u3044\u308b<a href=\"#ref10\">[10]<\/a>\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u300c\u8a55\u4fa1\u306e\u5f37\u3055\u300d\u3068\u306f\u3001\u4e3b\u89b3\u7684\u306a\u201c\u614e\u91cd\u3055\u201d\u3067\u306f\u306a\u304f\u3001\u6839\u62e0\u306e\u6765\u6b74\u3092\u8ffd\u3048\u308b\u69cb\u9020\uff08provenance\uff09\u3092\u6301\u3064\u304b\u3069\u3046\u304b\u3067\u6c7a\u307e\u308b\u3002\u5c11\u306a\u304f\u3068\u3082\u3001(1) \u3069\u306e\u8cc7\u6599\u306b\u4f9d\u62e0\u3057\u305f\u304b\u3001(2) \u305d\u306e\u8cc7\u6599\u306e\u3069\u3053\u306b\u6839\u62e0\u304c\u3042\u308b\u304b\u3001(3) \u53cd\u4f8b\u3084\u4f8b\u5916\u6761\u4ef6\u306f\u4f55\u304b\u3001\u3092\u51fa\u529b\u306b\u540c\u68b1\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3053\u308c\u306f\u7814\u7a76\u306e\u4f5c\u6cd5\u3068\u3044\u3046\u3088\u308a\u3001\u8aa4\u308a\u306e\u9045\u5ef6\u7206\u767a\u3092\u9632\u3050\u305f\u3081\u306e\u904b\u7528\u8981\u4ef6\u3067\u3042\u308b<a href=\"#ref9\">[9]<\/a><a href=\"#ref11\">[11]<\/a>\u3002<\/p>\n<p>\u305d\u3057\u3066\u6e2c\u5b9a\u306f\u3001\u3055\u3089\u306b\u4e00\u6bb5\u968e\u3084\u3063\u304b\u3044\u306b\u306a\u308b\u3002\u8a55\u4fa1\u3092\u5f62\u5f0f\u5316\u3057\u3088\u3046\u3068\u3057\u3066\u6307\u6a19\u3092\u4f5c\u308b\u3068\u3001\u6307\u6a19\u304c\u76ee\u7684\u5316\u3057\u3066\u6b6a\u3080\u3002Goodhart \u306e\u6cd5\u5247\u3084 Campbell \u306e\u6cd5\u5247\u304c\u793a\u3059\u901a\u308a\u3001\u6e2c\u5b9a\u5024\u304c\u76ee\u6a19\u306b\u306a\u308b\u3068\u6e2c\u5b9a\u5024\u305d\u306e\u3082\u306e\u304c\u8150\u308b<a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a>\u3002\u751f\u6210 AI \u306f\u300c\u6307\u6a19\u3092\u6e80\u305f\u3059\u51fa\u529b\u300d\u3092\u9ad8\u901f\u306b\u91cf\u7523\u3067\u304d\u308b\u305f\u3081\u3001\u3053\u306e\u6b6a\u307f\u3092\u5897\u5e45\u3057\u5f97\u308b\u3002\u3088\u3063\u3066\u300c\u5f62\u5f0f\u5316\u3067\u304d\u308b\u304b\u3089\u5b89\u5168\u300d\u3068\u3082\u8a00\u3044\u5207\u308c\u305a\u3001\u5f62\u5f0f\u5316\u306e\u8a2d\u8a08\u54c1\u8cea\u304c\u65b0\u305f\u306a\u5dee\u5206\u306b\u306a\u308b<a href=\"#ref14\">[14]<\/a>\u3002<\/p>\n<p>\u3053\u3053\u3067\u300c\u8a55\u4fa1\u3092\u5236\u5ea6\u5316\u3059\u308b\u300d\u3068\u306f\u3001\u5358\u306b\u4eba\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u8a55\u4fa1\u8ca0\u8377\u306f\u3001(1) \u8a55\u4fa1\u5bfe\u8c61\u306e\u524a\u6e1b\uff08\u63a2\u7d22\u306e\u7d5e\u308a\u8fbc\u307f\uff09\u3001(2) \u4f4e\u30b3\u30b9\u30c8\u691c\u8a3c\u306e\u5148\u884c\uff08\u7c97\u3044\u30d5\u30a3\u30eb\u30bf\uff09\u3001(3) \u91cd\u5927\u9818\u57df\u306b\u8cc7\u6e90\u3092\u96c6\u4e2d\u3059\u308b\u8a2d\u8a08\uff08\u30ea\u30b9\u30af\u30d9\u30fc\u30b9\uff09\u3001(4) \u8a55\u4fa1\u7d50\u679c\u306e\u518d\u5229\u7528\uff08\u30ca\u30ec\u30c3\u30b8\u5316\uff09\u3067\u4e0b\u3052\u3089\u308c\u308b\u3002\u3053\u308c\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u3067\u3082\u540c\u3058\u3067\u3001\u5358\u4e00\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u80fd\u529b\u3092\u8a9e\u308b\u5371\u967a\u3092\u8e0f\u307e\u3048\u3001\u30b7\u30ca\u30ea\u30aa\u3068\u6307\u6a19\u3092\u5e45\u5e83\u304f\u53d6\u308b\u67a0\u7d44\u307f\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b<a href=\"#ref11\">[11]<\/a>\u3002\u672c\u7a3f\u3067\u306f\u3001\u3053\u306e\u67a0\u7d44\u307f\u3092\u300cAI \u5229\u7528\u5074\u306e\u8a55\u4fa1\u8a2d\u8a08\u300d\u306b\u3082\u79fb\u690d\u3059\u308b\u3002<\/p>\n<p>\u4ee5\u4e0a\u3092\u307e\u3068\u3081\u308b\u3068\u3001AI \u306e\u672c\u8cea\u306f\u300c\u751f\u6210\u306e\u6c11\u4e3b\u5316\u300d\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u300c\u8a55\u4fa1\uff08\u691c\u8a3c\u30fb\u76e3\u67fb\uff09\u3092\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u300d\u3068\u3044\u3046\u7d71\u6cbb\u554f\u984c\u3092\u524d\u666f\u5316\u3055\u305b\u308b\u70b9\u306b\u3042\u308b\u3002\u3053\u3053\u307e\u3067\u8a00\u3063\u3066\u521d\u3081\u3066\u3001\u6b21\u7ae0\u306e\u5206\u5c90\u5224\u5b9a\uff084 \u8ef8\uff09\u304c\u3001\u5358\u306a\u308b\u5206\u985e\u3067\u306f\u306a\u304f\u56e0\u679c\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u306b\u306a\u308b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6bb5\u968e<\/th>\n<th>\u767a\u751f\u3059\u308b\u5909\u5316<\/th>\n<th>\u30ea\u30b9\u30af<\/th>\n<th>\u8a2d\u8a08\u4e0a\u306e\u5bfe\u7b56<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u751f\u6210\u30b3\u30b9\u30c8\u4f4e\u4e0b<\/td>\n<td>\u5019\u88dc\u6570\u304c\u6025\u5897\u3059\u308b<\/td>\n<td>\u63a2\u7d22\u7bc4\u56f2\u306e\u904e\u5927\u5316\u306b\u3088\u308b\u5224\u65ad\u9045\u5ef6<\/td>\n<td>\u63a2\u7d22\u7bc4\u56f2\u306e\u4e8b\u524d\u5236\u7d04\u3001\u554f\u984c\u8a2d\u5b9a\u306e\u660e\u78ba\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u5019\u88dc\u5897\u52a0<\/td>\n<td>\u8a55\u4fa1\u30fb\u7d71\u5408\u51e6\u7406\u91cf\u304c\u5897\u5927<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u30fb\u5224\u65ad\u8ca0\u8377\u306e\u96c6\u4e2d<\/td>\n<td>\u7c97\u3044\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u524d\u6bb5\u914d\u7f6e\u3001\u512a\u5148\u9806\u4f4d\u4ed8\u3051<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u5f31\u4f53\u5316<\/td>\n<td>\u4ee3\u7406\u6307\u6a19\uff08\u6d41\u66a2\u3055\u30fb\u898b\u6804\u3048\u7b49\uff09\u3078\u306e\u4f9d\u5b58<\/td>\n<td>\u8aa4\u308a\u306e\u63a1\u7528\u7387\u4e0a\u6607<\/td>\n<td>\u6839\u62e0\u63d0\u793a\uff08provenance\uff09\u306e\u7fa9\u52d9\u5316\u3001\u691c\u7b97\u30d7\u30ed\u30bb\u30b9\u306e\u660e\u6587\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u6307\u6a19\u6700\u9069\u5316<\/td>\n<td>\u8a55\u4fa1\u6307\u6a19\u304c\u76ee\u7684\u5316<\/td>\n<td>Goodhart\/Campbell \u578b\u306e\u6307\u6a19\u6b6a\u66f2<\/td>\n<td>\u8907\u6570\u6307\u6a19\u8a55\u4fa1\u3001\u30b7\u30ca\u30ea\u30aa\u5225\u8a55\u4fa1\u8a2d\u8a08<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u5236\u5ea6\u8a2d\u8a08<\/td>\n<td>\u691c\u8a3c\u30fb\u76e3\u67fb\u306e\u91cd\u8981\u6027\u4e0a\u6607<\/td>\n<td>\u8a55\u4fa1\u80fd\u529b\u683c\u5dee\u306e\u62e1\u5927<\/td>\n<td>\u8a55\u4fa1\u7d50\u679c\u306e\u518d\u5229\u7528\u3001\u8a55\u4fa1\u57fa\u76e4\u306e\u5171\u6709\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr>\n<h2>3. \u5206\u91ce\u5c55\u958b\u306e\u524d\u306b\uff1a\u683c\u5dee\u306e\u65b9\u5411\u3092\u5224\u5b9a\u3059\u308b 4 \u8ef8<\/h2>\n<p>\u5206\u91ce\u5225\u306e\u65ad\u8a00\u3092\u5148\u306b\u51fa\u3059\u3068\u3001\u8b70\u8ad6\u306f\u6563\u308b\u3002\u5206\u91ce\u540d\u3067\u8a9e\u308b\u306e\u3067\u306f\u306a\u304f\u300c\u30bf\u30b9\u30af\u7279\u6027\u300d\u3067\u8a9e\u308b\u3079\u304d\u3067\u3042\u308b\u3002\u683c\u5dee\u306e\u65b9\u5411\u306f\u3001\u4e0b\u9650\u5f15\u304d\u4e0a\u3052\uff08floor raising\uff09\u3068\u4e0a\u9650\u62e1\u5f35\uff08ceiling extending\uff09\u306e\u7db1\u5f15\u304d\u3067\u6c7a\u307e\u308b\u304c\u3001\u305d\u306e\u52dd\u6557\u3092\u6c7a\u3081\u308b\u4e3b\u8981\u56e0\u306f\u6b21\u306e 4 \u8ef8\u306b\u96c6\u7d04\u3067\u304d\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u8ef8<\/th>\n<th>\u554f\u3044<\/th>\n<th>\u5e95\u4e0a\u3052\u306b\u5bc4\u308b\u6761\u4ef6<\/th>\n<th>\u5897\u5e45\u306b\u5bc4\u308b\u6761\u4ef6<\/th>\n<\/tr>\n<tr>\n<td>1. \u8a55\u4fa1\u306e\u5f62\u5f0f\u5316\u53ef\u80fd\u6027<\/td>\n<td>\u54c1\u8cea\u304c\u30c6\u30b9\u30c8\u30fb\u63a1\u70b9\u30fb\u76e3\u67fb\u3067\u8868\u73fe\u3067\u304d\u308b\u304b<\/td>\n<td>\u4ed5\u69d8\u30fb\u30c6\u30b9\u30c8\u3067\u81ea\u52d5\u8a55\u4fa1\u3067\u304d\u308b<\/td>\n<td>\u6697\u9ed9\u77e5\u30fb\u7dcf\u5408\u5224\u65ad\u304c\u4e0d\u53ef\u907f<\/td>\n<\/tr>\n<tr>\n<td>2. \u73fe\u5b9f\u63a5\u7d9a\u3068\u5931\u6557\u30b3\u30b9\u30c8<\/td>\n<td>\u8aa4\u308a\u306e\u640d\u5bb3\u3001\u5dfb\u304d\u623b\u3057\u3001\u8aac\u660e\u8cac\u4efb\u306f\u3069\u308c\u304f\u3089\u3044\u304b<\/td>\n<td>\u5931\u6557\u304c\u5b89\u304f\u53cd\u5fa9\u3067\u5b66\u3079\u308b<\/td>\n<td>\u4e00\u6483\u3067\u81f4\u547d\u50b7\u306b\u306a\u308a\u614e\u91cd\u3055\u304c\u8981\u308b<\/td>\n<\/tr>\n<tr>\n<td>3. \u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u901f\u5ea6<\/td>\n<td>\u7d50\u679c\u304c\u3059\u3050\u8fd4\u308b\u304b\u3001\u9045\u5ef6\u3059\u308b\u304b<\/td>\n<td>\u77ed\u3044\u30eb\u30fc\u30d7\u3067\u6539\u5584\u3067\u304d\u308b<\/td>\n<td>\u9045\u5ef6\u304c\u9577\u304f\u3001\u8aa4\u308a\u304c\u84c4\u7a4d\u3057\u3066\u9855\u5728\u5316\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>4. \u76ee\u7684\u95a2\u6570\u306e\u660e\u78ba\u3055<\/td>\n<td>\u4f55\u3092\u6700\u9069\u5316\u3059\u308b\u304b\u3092\u4e3b\u4f53\u304c\u5b9a\u7fa9\u3067\u304d\u308b\u304b<\/td>\n<td>\u76ee\u7684\u3068\u6307\u6a19\u304c\u6574\u5408\u3057\u3066\u3044\u308b<\/td>\n<td>\u76ee\u7684\u304c\u66d6\u6627\u3067\u3001\u4ee3\u7406\u6307\u6a19\u306b\u4e57\u3063\u53d6\u3089\u308c\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e 4 \u8ef8\u306e\u3046\u3061\u3001\u7279\u306b 4\uff08\u76ee\u7684\u95a2\u6570\uff09\u306e\u6271\u3044\u304c\u8aac\u660e\u4e0d\u8db3\u306b\u306a\u308a\u3084\u3059\u3044\u306e\u3067\u88dc\u8db3\u3059\u308b\u3002\u76ee\u7684\u95a2\u6570\u304c\u66d6\u6627\u3060\u3068\u300c\u4e00\u822c\u89e3\uff08\u7db2\u7f85\u30fb\u7121\u96e3\u30fb\u5e73\u5747\uff09\u300d\u3078\u5438\u3044\u5bc4\u305b\u3089\u308c\u308b\u3002\u3055\u3089\u306b\u751f\u6210\u3068\u63a8\u85a6\u30fb\u5e83\u544a\u304c\u7d50\u5408\u3057\u305f\u74b0\u5883\u3067\u306f\u3001\u4e3b\u4f53\u306e\u76ee\u7684\u304c\u5b9a\u7fa9\u3055\u308c\u306a\u3044\u9650\u308a\u3001\u5916\u90e8\u306e\u76ee\u7684\uff08\u6ede\u5728\u3001\u30af\u30ea\u30c3\u30af\u3001\u8cfc\u8cb7\u3001\u540c\u8abf\uff09\u306b\u8a98\u5c0e\u3055\u308c\u3084\u3059\u3044\u3002\u76e3\u8996\u8cc7\u672c\u4e3b\u7fa9\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u7d71\u6cbb\u306e\u8b70\u8ad6\u306f\u3001\u3053\u306e\u8a98\u5c0e\u304c\u5236\u5ea6\u3068\u3057\u3066\u7d44\u307f\u8fbc\u307e\u308c\u5f97\u308b\u70b9\u3092\u793a\u3059<a href=\"#ref15\">[15]<\/a><a href=\"#ref16\">[16]<\/a>\u3002<\/p>\n<p>\u306a\u304a\u30014 \u8ef8\u306f\u72ec\u7acb\u3067\u306f\u306a\u3044\u3002\u5931\u6557\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u9818\u57df\u307b\u3069\u5236\u5ea6\u5316\uff08\u30ec\u30d3\u30e5\u30fc\u3001\u76e3\u67fb\u3001\u627f\u8a8d\uff09\u304c\u9032\u307f\u3001\u5f8c\u5929\u7684\u306b 1\uff08\u5f62\u5f0f\u5316\u53ef\u80fd\u6027\uff09\u3092\u62bc\u3057\u4e0a\u3052\u308b\u4f59\u5730\u304c\u3042\u308b\u3002\u3064\u307e\u308a\u300c\u5897\u5e45\u3057\u3084\u3059\u3044\u9818\u57df\u300d\u3092\u653e\u7f6e\u3059\u308b\u304b\u3001\u5236\u5ea6\u8a2d\u8a08\u3067\u300c\u5e95\u4e0a\u3052\u5074\u300d\u306b\u5bc4\u305b\u308b\u304b\u306f\u3001\u653f\u7b56\u3068\u7d44\u7e54\u8a2d\u8a08\u306e\u554f\u984c\u3067\u3042\u308b\u3002<\/p>\n<hr>\n<h2>4. \u6559\u80b2\uff1a\u77ed\u671f\u306e\u5e95\u4e0a\u3052\u3068\u3001\u9577\u671f\u306e\u5206\u5c90\u3092\u5206\u3051\u3066\u8003\u3048\u308b<\/h2>\n<p>\u6559\u80b2\u306f\u3001\u77ed\u671f\u306e\u5e95\u4e0a\u3052\u304c\u89b3\u6e2c\u3055\u308c\u3084\u3059\u3044\u3002\u8aac\u660e\u306e\u8a00\u3044\u63db\u3048\u3001\u4f8b\u984c\u751f\u6210\u3001\u4f5c\u6587\u306e\u578b\u3001\u5b66\u7fd2\u8a08\u753b\u306e\u63d0\u793a\u306a\u3069\u3001\u8a55\u4fa1\u304c\u5f62\u5f0f\u5316\u3057\u3084\u3059\u3044\u652f\u63f4\u304c\u591a\u3044\u304b\u3089\u3067\u3042\u308b\u3002\u4f5c\u6587\u30bf\u30b9\u30af\u306e\u5b9f\u9a13\u7814\u7a76\u3067\u3082\u3001\u5e73\u5747\u7684\u306a\u751f\u7523\u6027\u3084\u54c1\u8cea\u306e\u6539\u5584\u304c\u89b3\u6e2c\u3055\u308c\u3066\u3044\u308b<a href=\"#ref2\">[2]<\/a>\u3002<\/p>\n<p>\u3057\u304b\u3057\u9577\u671f\u3067\u306f\u3001\u5b66\u7fd2\u8005\u304c\u300c\u8a55\u4fa1\u3068\u81ea\u5df1\u4fee\u6b63\u300d\u3092\u5185\u5728\u5316\u3067\u304d\u308b\u304b\u3067\u5206\u5c90\u3059\u308b\u3002\u3053\u3053\u304c\u8ad6\u70b9\u304c\u98db\u3073\u3084\u3059\u3044\u70b9\u306a\u306e\u3067\u3001\u5206\u5c90\u6761\u4ef6\u3092\u660e\u793a\u3059\u308b\u3002<\/p>\n<p class=\"note\">\u6559\u80b2\u306e\u5206\u5c90\u6761\u4ef6\uff1a\u5b66\u7fd2\u8005\u304c (a) \u505c\u6b62\u6761\u4ef6\uff08\u3044\u3064 AI \u3092\u6b62\u3081\u308b\u304b\uff09\u3092\u6301\u3061\u3001(b) \u691c\u7b97\u30fb\u53cd\u8a3c\u63a2\u7d22\u3092\u624b\u9806\u3068\u3057\u3066\u5b9f\u884c\u3057\u3001(c) \u81ea\u5206\u306e\u7406\u89e3\u3092\u8a00\u8a9e\u5316\u3057\u3066\u81ea\u5df1\u8a55\u4fa1\u3067\u304d\u308b\u306a\u3089\u3001AI \u306f\u5b66\u7fd2\u3092\u52a0\u901f\u3059\u308b\u3002\u9006\u306b\u3001(a) \u3092\u6301\u305f\u305a\u3001(b) \u3092\u7701\u7565\u3057\u3001(c) \u3092\u3084\u3089\u306a\u3044\u306a\u3089\u3001AI \u306f\u300c\u308f\u304b\u3063\u305f\u6c17\u300d\u3092\u91cf\u7523\u3057\u3001\u5185\u90e8\u30e2\u30c7\u30eb\u306e\u5f62\u6210\u3092\u9045\u3089\u305b\u308b\u3002<\/p>\n<p>\u3053\u306e\u5206\u5c90\u306f\u3001\u9650\u5b9a\u5408\u7406\u6027\u306e\u89b3\u70b9\u3067\u306f\u81ea\u7136\u3067\u3042\u308b\u3002\u63a2\u7d22\u3092\u6253\u3061\u5207\u308b\u57fa\u6e96\u304c\u306a\u3044\u3068\u3001\u5019\u88dc\u304c\u5897\u3048\u308b\u307b\u3069\u610f\u601d\u6c7a\u5b9a\u306f\u4e0d\u5b89\u5b9a\u306b\u306a\u308b<a href=\"#ref4\">[4]<\/a><a href=\"#ref5\">[5]<\/a>\u3002\u3055\u3089\u306b\u3001\u6d41\u66a2\u306a\u8aac\u660e\u304c\u7406\u89e3\u3092\u932f\u899a\u3055\u305b\u308b\u6761\u4ef6\u304c\u63c3\u3046\u3068\u3001\u8aa4\u308a\u306e\u56fa\u5b9a\u5316\u304c\u8d77\u304d\u308b<a href=\"#ref7\">[7]<\/a><a href=\"#ref8\">[8]<\/a>\u3002\u3088\u3063\u3066\u6559\u80b2\u8a2d\u8a08\u306e\u7126\u70b9\u306f\u300cAI \u3092\u7981\u6b62\u3059\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u691c\u8a3c\u624b\u9806\u3092\u8ab2\u984c\u3068\u3057\u3066\u6559\u3048\u308b\u304b\u300d\u306b\u79fb\u308b\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u51fa\u5178\u78ba\u8a8d\u3001\u53cd\u4f8b\u63a2\u7d22\u3001\u5225\u89e3\u751f\u6210\u3001\u6642\u9593\u3092\u7f6e\u3044\u305f\u518d\u89e3\u7b54\u3001\u81ea\u5df1\u8aac\u660e\uff08\u81ea\u5206\u306e\u8a00\u8449\u3067\u8aac\u660e\uff09\u3068\u3044\u3063\u305f\u201c\u518d\u73fe\u53ef\u80fd\u306a\u691c\u8a3c\u624b\u9806\u201d\u3092\u8a55\u4fa1\u5bfe\u8c61\u306b\u542b\u3081\u308b\u3002\u3053\u3053\u3067 Goodhart\/Campbell \u306e\u7f60\u3082\u52b9\u304f\u306e\u3067<a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a>\u3001\u5358\u4e00\u30b9\u30b3\u30a2\u3067\u6e2c\u308b\u3088\u308a\u3001\u8907\u6570\u89b3\u70b9\u306e\u30eb\u30fc\u30d6\u30ea\u30c3\u30af\u3068\u53e3\u982d\u8aac\u660e\u3092\u6df7\u305c\u308b\u65b9\u304c\u5b89\u5168\u5074\u3067\u3042\u308b<a href=\"#ref11\">[11]<\/a><a href=\"#ref14\">[14]<\/a>\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6761\u4ef6<\/th>\n<th>\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306e\u72b6\u614b<\/th>\n<th>\u7d50\u679c<\/th>\n<th>\u6559\u80b2\u8a2d\u8a08\u306e\u5bfe\u5fdc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u505c\u6b62\u6761\u4ef6\u3092\u6301\u3064<\/td>\n<td>AI\u51fa\u529b\u3092\u9069\u5207\u306a\u6642\u70b9\u3067\u505c\u6b62\u3057\u691c\u7b97\u3078\u79fb\u884c<\/td>\n<td>\u7406\u89e3\u306e\u5b9a\u7740\u30fb\u5b66\u7fd2\u901f\u5ea6\u5411\u4e0a<\/td>\n<td>\u505c\u6b62\u6761\u4ef6\u306e\u660e\u6587\u5316\u3001\u8ab2\u984c\u3067\u306e\u505c\u6b62\u5224\u65ad\u306e\u8a55\u4fa1<\/td>\n<\/tr>\n<tr>\n<td>\u691c\u7b97\u30fb\u53cd\u8a3c\u63a2\u7d22\u3092\u5b9f\u884c<\/td>\n<td>\u51fa\u529b\u306e\u8aa4\u308a\u3092\u4f53\u7cfb\u7684\u306b\u691c\u8a3c<\/td>\n<td>\u8aa4\u308a\u306e\u56fa\u5b9a\u5316\u3092\u9632\u6b62<\/td>\n<td>\u53cd\u4f8b\u63d0\u793a\u30fb\u5225\u89e3\u751f\u6210\u3092\u8ab2\u984c\u306b\u542b\u3081\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u5df1\u8aac\u660e\u304c\u53ef\u80fd<\/td>\n<td>\u7406\u89e3\u5185\u5bb9\u3092\u81ea\u5206\u306e\u8a00\u8449\u3067\u518d\u69cb\u6210<\/td>\n<td>\u5185\u90e8\u30e2\u30c7\u30eb\u5f62\u6210\u304c\u4fc3\u9032<\/td>\n<td>\u53e3\u982d\u8aac\u660e\u30fb\u8a18\u8ff0\u8aac\u660e\u3092\u8a55\u4fa1\u5bfe\u8c61\u306b\u542b\u3081\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u8a18\u3092\u6b20\u304f\u5834\u5408<\/td>\n<td>\u6d41\u66a2\u306a\u8aac\u660e\u306b\u4f9d\u5b58\u3057\u691c\u8a3c\u3092\u7701\u7565<\/td>\n<td>\u300c\u7406\u89e3\u3057\u305f\u3064\u3082\u308a\u300d\u306e\u5897\u52a0\u30fb\u9577\u671f\u5b66\u7fd2\u505c\u6ede<\/td>\n<td>\u691c\u8a3c\u624b\u9806\u306e\u7fa9\u52d9\u5316\u3001\u8907\u6570\u89b3\u70b9\u30eb\u30fc\u30d6\u30ea\u30c3\u30af\u8a55\u4fa1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr>\n<h2>5. \u7d44\u7e54\uff1a\u8a55\u4fa1\u6587\u5316\u306e\u6709\u7121\u3067\u3001\u5c0e\u5165\u52b9\u679c\u304c\u9006\u8ee2\u3059\u308b<\/h2>\n<p>\u7d44\u7e54\u5c0e\u5165\u306e\u6210\u5426\u306f\u3001\u30e2\u30c7\u30eb\u6027\u80fd\u3088\u308a\u300c\u8a55\u4fa1\u3068\u7d71\u5408\u306e\u5236\u5ea6\u300d\u304c\u3042\u308b\u304b\u3067\u6c7a\u307e\u308b\u3002\u8a55\u4fa1\u6587\u5316\u3068\u306f\u3001\u4ed5\u69d8\u5316\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u30c6\u30b9\u30c8\u3001\u76e3\u67fb\u3001\u627f\u8a8d\u3001\u632f\u308a\u8fd4\u308a\uff08\u30dd\u30b9\u30c8\u30e2\u30fc\u30c6\u30e0\uff09\u306a\u3069\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u6b63\u5f53\u5316\u3068\u518d\u73fe\u6027\u3092\u62c5\u4fdd\u3059\u308b\u4ed5\u7d44\u307f\u306e\u7dcf\u4f53\u3067\u3042\u308b\u3002\u8a55\u4fa1\u6587\u5316\u3092\u201c\u904b\u7528\u8981\u4ef6\u201d\u3068\u3057\u3066\u5177\u4f53\u5316\u3059\u308b\u3068\u3001\u6700\u4f4e\u9650\u6b21\u306e\u6210\u679c\u7269\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u3053\u3053\u304c\u66d6\u6627\u3060\u3068\u3001AI \u306f\u300c\u4f5c\u308b\u300d\u5de5\u7a0b\u3060\u3051\u3092\u52a0\u901f\u3057\u3001\u300c\u8cac\u4efb\u3092\u8ca0\u3046\u300d\u5de5\u7a0b\u3092\u6b8b\u3057\u305f\u307e\u307e\u524d\u5012\u3057\u306b\u3059\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u6210\u679c\u7269<\/th>\n<th>\u76ee\u7684<\/th>\n<th>\u5177\u4f53\u4f8b<\/th>\n<\/tr>\n<tr>\n<td>\u5224\u65ad\u30ed\u30b0<\/td>\n<td>\u306a\u305c\u63a1\u7528\u3057\u305f\u304b\u3092\u518d\u73fe\u53ef\u80fd\u306b\u3059\u308b<\/td>\n<td>\u63a1\u7528\u7406\u7531\u3001\u68c4\u5374\u7406\u7531\u3001\u6839\u62e0\u30ea\u30f3\u30af\u3001\u30ea\u30b9\u30af\u3068\u4ee3\u66ff\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u691c\u8a3c\u624b\u9806<\/td>\n<td>\u6b63\u3057\u3055\u3092\u5916\u90e8\u4e16\u754c\u3067\u78ba\u304b\u3081\u308b<\/td>\n<td>\u30c6\u30b9\u30c8\u3001\u76e3\u67fb\u9805\u76ee\u3001\u30ec\u30d3\u30e5\u30fc\u89b3\u70b9\u3001\u30c7\u30fc\u30bf\u691c\u8a3c<\/td>\n<\/tr>\n<tr>\n<td>\u8cac\u4efb\u5206\u754c<\/td>\n<td>\u5931\u6557\u6642\u306e\u8aac\u660e\u8cac\u4efb\u3092\u78ba\u5b9a\u3059\u308b<\/td>\n<td>\u8ab0\u304c\u6700\u7d42\u5224\u65ad\u3057\u305f\u304b\u3001AI \u306f\u3069\u3053\u307e\u3067\u4f7f\u3063\u305f\u304b\u3001\u8ab0\u304c\u691c\u8a3c\u3057\u305f\u304b<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u6557\u30e2\u30fc\u30c9\u53f0\u5e33<\/td>\n<td>\u540c\u3058\u4e8b\u6545\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044<\/td>\n<td>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u6839\u62e0\u6b20\u843d\u3001\u6307\u6a19\u6700\u9069\u5316\u3001\u30d0\u30a4\u30a2\u30b9\u3001\u9038\u8131<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e 4 \u70b9\u306f\u3001AI \u5c0e\u5165\u306e\u300c\u30aa\u30d7\u30b7\u30e7\u30f3\u300d\u3067\u306f\u306a\u304f\u3001\u5c0e\u5165\u52b9\u679c\u3092\u5e95\u4e0a\u3052\u5074\u306b\u56fa\u5b9a\u3059\u308b\u305f\u3081\u306e\u201c\u62d8\u675f\u6761\u4ef6\u201d\u3067\u3042\u308b\u3002\u3069\u308c\u304b 1 \u3064\u3067\u3082\u6b20\u3051\u308b\u3068\u3001\u610f\u601d\u6c7a\u5b9a\u304c\u4f53\u88c1\u3068\u901f\u5ea6\u306b\u5f15\u3063\u5f35\u3089\u308c\u3001Goodhart\/Campbell \u7684\u306a\u6b6a\u307f\u3084\u3001\u76e3\u67fb\u4e0d\u80fd\u306a\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u304c\u8d77\u304d\u3084\u3059\u304f\u306a\u308b<a href=\"#ref11\">[11]<\/a><a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a>\u3002<\/p>\n<p>\u5b9f\u8a3c\u7814\u7a76\u3067\u306f\u3001\u751f\u6210 AI \u306e\u52b9\u679c\u304c\u500b\u4eba\u9593\u3067\u7570\u306a\u308b\u3053\u3068\u3001\u7d4c\u9a13\u306e\u6d45\u3044\u5c64\u306e\u6539\u5584\u304c\u5927\u304d\u3044\u5c40\u9762\u304c\u3042\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b<a href=\"#ref1\">[1]<\/a><a href=\"#ref3\">[3]<\/a>\u3002\u7d44\u7e54\u306b\u8a55\u4fa1\u6587\u5316\u304c\u3042\u308c\u3070\u3001AI \u306f\u300c\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306e\u518d\u914d\u5e03\u300d\u3068\u3057\u3066\u50cd\u304d\u3001\u5b66\u7fd2\u66f2\u7dda\u3092\u77ed\u7e2e\u3057\u3001\u5e95\u4e0a\u3052\u306b\u5bc4\u308b\u3002\u9006\u306b\u8a55\u4fa1\u6587\u5316\u304c\u5f31\u3044\u3068\u3001\u898b\u6804\u3048\u306e\u826f\u3044\u6587\u66f8\u304c\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u914d\u3057\u3001\u691c\u8a3c\u304c\u5f8c\u308d\u5012\u3057\u306b\u306a\u308a\u3001\u5f8c\u5de5\u7a0b\u3067\u7834\u7dbb\u3059\u308b\u3002\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u9045\u3044\u307b\u3069\u640d\u5bb3\u306f\u62e1\u5927\u3059\u308b\u3002<\/p>\n<p>\u7d44\u7e54\u5185\u3067\u8d77\u304d\u308b\u300c\u683c\u5dee\u5897\u5e45\u300d\u306f\u3001\u7d44\u7e54\u9593\u3060\u3051\u3067\u306f\u306a\u3044\u3002\u7d44\u7e54\u5185\u3067\u3082\u3001\u8a55\u4fa1\u30fb\u7d71\u5408\u304c\u3067\u304d\u308b\u5c11\u6570\u8005\u306b\u30ec\u30d3\u30e5\u30fc\u8ca0\u8377\u3068\u610f\u601d\u6c7a\u5b9a\u304c\u96c6\u4e2d\u3057\u3001\u30cf\u30d6\u5316\u304c\u9032\u3080\u3002\u3053\u308c\u306f AI \u304c\u512a\u79c0\u306a\u307b\u3069\u8d77\u304d\u308b\u3002\u306a\u305c\u306a\u3089\u3001\u751f\u6210\u5de5\u7a0b\u304c\u8efd\u304f\u306a\u308b\u307b\u3069\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u300c\u8ab0\u304c\u6700\u7d42\u5224\u65ad\u3059\u308b\u304b\u300d\u306b\u96c6\u7d04\u3055\u308c\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u5bfe\u7b56\u306f\u3001\u5224\u65ad\u6a29\u3092\u5206\u6563\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u5224\u65ad\u306e\u6839\u62e0\u3068\u691c\u8a3c\u624b\u9806\u3092\u5171\u6709\u3067\u304d\u308b\u5f62\u306b\u843d\u3068\u3057\u3001\u518d\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n<hr>\n<h2>6. \u52b4\u50cd\u5e02\u5834\uff1a\u5b9a\u578b\u4e2d\u9593\u696d\u52d9\u306e\u8584\u307e\u308a\u3068\u3001\u300c\u8a2d\u8a08\u30fb\u7d71\u5408\u300d\u80fd\u529b\u306e\u30d7\u30ec\u30df\u30a2\u30e0<\/h2>\n<p>\u52b4\u50cd\u5e02\u5834\u3067\u8d77\u304d\u308b\u5909\u5316\u306f\u3001\u5358\u7d14\u306a\u300c\u8077\u304c\u6d88\u3048\u308b\u300d\u3067\u306f\u306a\u304f\u3001\u30bf\u30b9\u30af\u5206\u89e3\u306e\u518d\u7de8\u3067\u3042\u308b\u3002\u904e\u53bb\u306e\u81ea\u52d5\u5316\u7814\u7a76\u3067\u3082\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u696d\u52d9\u306e\u7f6e\u63db\u3068\u8077\u306e\u504f\u6975\u5316\uff08job polarization\uff09\u304c\u8b70\u8ad6\u3055\u308c\u3066\u304d\u305f<a href=\"#ref17\">[17]<\/a><a href=\"#ref18\">[18]<\/a>\u3002\u751f\u6210 AI \u306f\u3001\u8a00\u8a9e\u4f5c\u696d\u306e\u3046\u3061\u8a8d\u77e5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u306b\u8fd1\u3044\u90e8\u5206\uff08\u4e00\u6b21\u8981\u7d04\u3001\u96db\u5f62\u3001\u4e00\u822c\u7684\u8aac\u660e\u3001\u5b9a\u578b\u8cc7\u6599\uff09\u3092\u5727\u7e2e\u3057\u3001\u4e2d\u9593\u5c64\u306e\u300c\u8a13\u7df4\u306e\u5834\u300d\u3060\u3063\u305f\u4ed5\u4e8b\u306e\u4e00\u90e8\u3092\u8584\u304f\u3057\u5f97\u308b\u3002<\/p>\n<p>\u305d\u306e\u4e00\u65b9\u3067\u3001\u53c2\u5165\u969c\u58c1\u304c\u4e0b\u304c\u308b\u305f\u3081\u6a5f\u4f1a\u683c\u5dee\u306f\u7e2e\u3080\u9762\u3082\u3042\u308b\u3002\u3057\u304b\u3057\u53c2\u5165\u8005\u304c\u5897\u3048\u308c\u3070\u7af6\u4e89\u306f\u6fc0\u5316\u3057\u3001\u5358\u4fa1\u306f\u4e0b\u304c\u308b\u3002\u3053\u3053\u3067\u5dee\u5225\u5316\u306e\u4e2d\u5fc3\u304c\u300c\u751f\u6210\u7269\u306e\u898b\u305f\u76ee\u300d\u304b\u3089\u300c\u4fe1\u983c\u3068\u8a55\u4fa1\u300d\u306b\u79fb\u308b\u3002\u60c5\u5831\u306e\u975e\u5bfe\u79f0\u304c\u3042\u308b\u5e02\u5834\u3067\u306f\u3001\u54c1\u8cea\u306e\u30b7\u30b0\u30ca\u30eb\u8a2d\u8a08\u304c\u91cd\u8981\u306b\u306a\u308b\u3068\u3044\u3046\u53e4\u5178\u304c\u3042\u308b<a href=\"#ref19\">[19]<\/a><a href=\"#ref20\">[20]<\/a>\u3002\u751f\u6210\u304c\u6c11\u4e3b\u5316\u3055\u308c\u308b\u307b\u3069\u3001\u30b7\u30b0\u30ca\u30eb\u306f\u518d\u73fe\u6027\u3001\u76e3\u67fb\u53ef\u80fd\u6027\u3001\u9577\u671f\u5b9f\u7e3e\u3078\u5bc4\u308a\u3001\u8a55\u4fa1\u3067\u304d\u308b\u5074\u306e\u512a\u4f4d\u304c\u5897\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u793e\u4f1a\u7684\u683c\u5dee\u306e\u56fa\u5b9a\u5316\u30ea\u30b9\u30af\u3082\u3042\u308b\u3002\u30c7\u30fc\u30bf\u99c6\u52d5\u306e\u610f\u601d\u6c7a\u5b9a\u304c\u7279\u5b9a\u96c6\u56e3\u306b\u4e0d\u5229\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u5f97\u308b\u3068\u3044\u3046\u8b70\u8ad6\u306f\u3001\u5236\u5ea6\u8a2d\u8a08\u306e\u8981\u4ef6\u3092\u63d0\u793a\u3057\u3066\u3044\u308b<a href=\"#ref21\">[21]<\/a>\u3002\u3064\u307e\u308a\u3001AI \u306f\u300c\u516c\u5e73\u6027\u300d\u3092\u81ea\u52d5\u7684\u306b\u306f\u4f9b\u7d66\u3057\u306a\u3044\u3002\u8a55\u4fa1\u3068\u7d71\u6cbb\u304c\u5f31\u3044\u74b0\u5883\u3067\u306f\u3001\u683c\u5dee\u306f\u7e2e\u3080\u3069\u3053\u308d\u304b\u56fa\u5b9a\u5316\u3057\u5f97\u308b\u3002<\/p>\n<p>\u3082\u3046 1 \u3064\u91cd\u8981\u306a\u306e\u306f\u3001AI \u304c\u300c\u4f5c\u696d\u300d\u3092\u7f6e\u63db\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u300c\u80fd\u529b\u306e\u898b\u305b\u65b9\u300d\u3092\u5909\u3048\u308b\u70b9\u3067\u3042\u308b\u3002\u904e\u53bb\u306e\u52b4\u50cd\u5e02\u5834\u3067\u306f\u3001\u8077\u80fd\u306e\u8a3c\u660e\u306f\u5b66\u6b74\u3001\u8077\u6b74\u3001\u8cc7\u683c\u306a\u3069\u306e\u30b7\u30b0\u30ca\u30eb\u306b\u4f9d\u5b58\u3057\u3066\u304d\u305f<a href=\"#ref20\">[20]<\/a>\u3002\u3057\u304b\u3057\u751f\u6210 AI \u306e\u666e\u53ca\u306f\u3001\u6210\u679c\u7269\u306e\u751f\u6210\u81ea\u4f53\u3092\u5b89\u4fa1\u306b\u3059\u308b\u305f\u3081\u3001\u6210\u679c\u7269\u305d\u306e\u3082\u306e\u304c\u30b7\u30b0\u30ca\u30eb\u3068\u3057\u3066\u5f31\u304f\u306a\u308b\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001\u518d\u73fe\u624b\u9806\u3001\u691c\u8a3c\u306e\u4e01\u5be7\u3055\u3001\u76e3\u67fb\u5bfe\u5fdc\u3001\u9577\u671f\u306e\u4fe1\u983c\u3068\u3044\u3063\u305f\u201c\u8a55\u4fa1\u53ef\u80fd\u6027\u201d\u304c\u30b7\u30b0\u30ca\u30eb\u306b\u306a\u308b\u3002\u3053\u308c\u306f\u3001\u60c5\u5831\u306e\u975e\u5bfe\u79f0\u304c\u5f37\u3044\u307b\u3069\u9855\u8457\u3067\u3042\u308b<a href=\"#ref22\">[22]<\/a>\u3002<\/p>\n<p>\u3053\u306e\u5909\u5316\u306f\u3001<a href=\"https:\/\/blog.id774.net\/entry\/2026\/01\/25\/3361\/\">\u8077\u306e\u69cb\u6210<\/a>\u306b\u3082\u53cd\u6620\u3055\u308c\u308b\u3002\u305f\u3068\u3048\u3070\u300c\u751f\u6210\u3092\u4f7f\u3044\u3053\u306a\u3059\u30aa\u30da\u30ec\u30fc\u30bf\u300d\u3088\u308a\u3082\u3001\u300c\u8a55\u4fa1\u8a2d\u8a08\u300d\u300c\u54c1\u8cea\u4fdd\u8a3c\u300d\u300c\u76e3\u67fb\u300d\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u300d\u300c\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u300d\u300c\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u300d\u306a\u3069\u3001\u8a55\u4fa1\u3068\u8cac\u4efb\u3092\u6271\u3046\u8077\u80fd\u306e\u76f8\u5bfe\u4fa1\u5024\u304c\u4e0a\u304c\u308b\u3002\u81ea\u52d5\u5316\u7814\u7a76\u304c\u793a\u3059\u3088\u3046\u306b\u3001\u6280\u8853\u5c0e\u5165\u306e\u5f71\u97ff\u306f\u30bf\u30b9\u30af\u306e\u675f\u306e\u518d\u7de8\u3068\u3057\u3066\u73fe\u308c\u3001\u88dc\u5b8c\u3068\u7f6e\u63db\u304c\u540c\u6642\u306b\u8d77\u304d\u308b<a href=\"#ref18\">[18]<\/a><a href=\"#ref19\">[19]<\/a>\u3002\u751f\u6210 AI \u3092\u524d\u63d0\u306b\u3059\u308b\u3068\u3001\u88dc\u5b8c\u3055\u308c\u308b\u306e\u306f\u751f\u6210\u5de5\u7a0b\u3067\u3042\u308a\u3001\u7f6e\u63db\u3055\u308c\u306b\u304f\u3044\u306e\u306f\u8a55\u4fa1\u3068\u7d71\u5408\u3067\u3042\u308b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5909\u5316\u9818\u57df<\/th>\n<th>\u767a\u751f\u3059\u308b\u69cb\u9020\u5909\u5316<\/th>\n<th>\u5e02\u5834\u3078\u306e\u5f71\u97ff<\/th>\n<th>\u76f8\u5bfe\u7684\u306b\u4fa1\u5024\u304c\u4e0a\u304c\u308b\u80fd\u529b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30bf\u30b9\u30af\u69cb\u6210<\/td>\n<td>\u8a8d\u77e5\u7684\u30eb\u30fc\u30c6\u30a3\u30f3\u4f5c\u696d\u304c\u5727\u7e2e\u3055\u308c\u3001\u30bf\u30b9\u30af\u675f\u304c\u518d\u7de8<\/td>\n<td>\u4e2d\u9593\u5b9a\u578b\u696d\u52d9\u306e\u7e2e\u5c0f\u3001job polarization \u306e\u9032\u884c<\/td>\n<td>\u554f\u984c\u8a2d\u5b9a\u3001\u8a2d\u8a08\u3001\u7d71\u5408\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u7af6\u4e89\u69cb\u9020<\/td>\n<td>\u53c2\u5165\u969c\u58c1\u4f4e\u4e0b\u306b\u3088\u308a\u4f9b\u7d66\u304c\u5897\u52a0<\/td>\n<td>\u5358\u4fa1\u4f4e\u4e0b\u3001\u7af6\u4e89\u6fc0\u5316<\/td>\n<td>\u5dee\u5225\u5316\u6226\u7565\u3001\u5c02\u9580\u9818\u57df\u8a2d\u8a08\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u30b7\u30b0\u30ca\u30eb\u69cb\u9020<\/td>\n<td>\u6210\u679c\u7269\u751f\u6210\u304c\u4f4e\u30b3\u30b9\u30c8\u5316\u3057\u3001\u6210\u679c\u7269\u30b7\u30b0\u30ca\u30eb\u304c\u5f31\u4f53\u5316<\/td>\n<td>\u4fe1\u983c\u30fb\u518d\u73fe\u6027\u30fb\u76e3\u67fb\u53ef\u80fd\u6027\u3078\u306e\u4fa1\u5024\u79fb\u52d5<\/td>\n<td>\u691c\u8a3c\u8a2d\u8a08\u3001\u54c1\u8cea\u4fdd\u8a3c\u3001\u76e3\u67fb\u5bfe\u5fdc\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u5236\u5ea6\u30fb\u7d71\u6cbb<\/td>\n<td>\u8a55\u4fa1\u3068\u7d71\u6cbb\u304c\u5f31\u3044\u74b0\u5883\u3067\u306f\u683c\u5dee\u56fa\u5b9a\u5316\u30ea\u30b9\u30af\u5897\u5927<\/td>\n<td>\u8a55\u4fa1\u4e3b\u4f53\u30fb\u8a55\u4fa1\u5236\u5ea6\u306e\u91cd\u8981\u6027\u4e0a\u6607<\/td>\n<td>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u8a55\u4fa1\u8a2d\u8a08\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr>\n<h2>7. \u500b\u4eba\u904b\u7528\u306e\u6838\u5fc3\uff1aAI \u3092\u300c\u7b54\u3048\u751f\u6210\u6a5f\u300d\u3067\u306f\u306a\u304f\u300c\u691c\u8a3c\u30fb\u53cd\u8a3c\u751f\u6210\u6a5f\u300d\u3068\u3057\u3066\u4f7f\u3046<\/h2>\n<p>\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u3092\u3001\u500b\u4eba\u304c\u53d6\u308c\u308b\u904b\u7528\u30eb\u30fc\u30eb\u3078\u843d\u3068\u3059\u3002\u62bd\u8c61\u8ad6\u306e\u307e\u307e\u3067\u306f\u300c\u3060\u304b\u3089\u7d50\u5c40\u3069\u3046\u3059\u308b\u306e\u304b\u300d\u304c\u5510\u7a81\u306b\u306a\u308a\u304c\u3061\u306a\u305f\u3081\u3001\u500b\u4eba\u306e\u5b9f\u52d9\u306b\u76f4\u7d50\u3059\u308b\u201c\u6700\u5c0f\u69cb\u6210\u201d\u3092\u63d0\u793a\u3059\u308b\u3002<\/p>\n<p>\u5b9f\u88c5\u4e0a\u306e\u30b3\u30c4\u306f\u3001\u6700\u521d\u306b\u300c\u3042\u306a\u305f\u306f\u76e3\u67fb\u8005\u3068\u3057\u3066\u632f\u308b\u821e\u3048\u300d\u300c\u53cd\u4f8b\u3092 5 \u3064\u51fa\u305b\u300d\u300c\u6839\u62e0\u3068\u306a\u308b\u4e00\u6b21\u8cc7\u6599\u306e\u7b87\u6240\u3092\u5217\u6319\u305b\u3088\u300d\u3068\u3044\u3063\u305f\u8a55\u4fa1\u6307\u5411\u306e\u547d\u4ee4\u3092\u7f6e\u304f\u3053\u3068\u3060\u3002\u751f\u6210\u6307\u5411\u306e\u547d\u4ee4\uff08\u6587\u7ae0\u3092\u304d\u308c\u3044\u306b\u3001\u8981\u70b9\u3092 3 \u3064\u3067\uff09\u304b\u3089\u5165\u308b\u3068\u3001\u4f53\u88c1\u6700\u9069\u5316\u304c\u5148\u306b\u8d70\u308a\u3001\u5f8c\u304b\u3089\u691c\u8a3c\u3092\u8db3\u3057\u3066\u3082\u6d41\u308c\u306b\u8ca0\u3051\u308b\u3002\u8a55\u4fa1\u3092\u5148\u306b\u7f6e\u304f\u3068\u3001\u751f\u6210\u306f\u8a55\u4fa1\u306e\u305f\u3081\u306e\u6750\u6599\u4f9b\u7d66\u306b\u5f93\u5c5e\u3059\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u5834\u9762<\/th>\n<th>\u5931\u6557\u30d1\u30bf\u30fc\u30f3\uff08\u5897\u5e45\u5074\uff09<\/th>\n<th>\u904b\u7528\u30eb\u30fc\u30eb\uff08\u5e95\u4e0a\u3052\u5074\u3078\u5bc4\u305b\u308b\uff09<\/th>\n<\/tr>\n<tr>\n<td>\u8abf\u67fb\u30fb\u8981\u7d04<\/td>\n<td>\u8981\u7d04\u3092\u9d5c\u5451\u307f\u306b\u3057\u3001\u51fa\u5178\u78ba\u8a8d\u3092\u7701\u7565\u3059\u308b<\/td>\n<td>\u5fc5\u305a\u300c\u6839\u62e0\u306e URL \u3068\u5f15\u7528\u7b87\u6240\u300d\u3092\u8981\u6c42\u3057\u3001\u4e00\u6b21\u8cc7\u6599\u306b\u5f53\u305f\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u601d\u6c7a\u5b9a<\/td>\n<td>\u5019\u88dc\u304c\u5897\u3048\u3059\u304e\u3066\u5370\u8c61\u3067\u9078\u3076<\/td>\n<td>\u76ee\u7684\u95a2\u6570\uff08\u4f55\u3092\u6700\u5927\u5316\u3059\u308b\u304b\uff09\u3068\u505c\u6b62\u6761\u4ef6\uff08\u3053\u3053\u3067\u6253\u3061\u5207\u308b\uff09\u3092\u5148\u306b\u66f8\u304f<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u7ae0\u30fb\u8cc7\u6599\u4f5c\u6210<\/td>\n<td>\u6d41\u66a2\u3055\u304c\u54c1\u8cea\u306e\u4ee3\u7406\u306b\u306a\u308b<\/td>\n<td>\u300c\u53cd\u5bfe\u610f\u898b\u300d\u300c\u5931\u6557\u30e2\u30fc\u30c9\u300d\u300c\u5fc5\u8981\u306a\u691c\u8a3c\u300d\u3092\u5148\u306b\u51fa\u3055\u305b\u3001\u672c\u6587\u306b\u7d44\u307f\u8fbc\u3080<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u7fd2<\/td>\n<td>\u8aac\u660e\u304c\u7406\u89e3\u3092\u932f\u899a\u3055\u305b\u308b<\/td>\n<td>\u81ea\u5206\u306e\u8a00\u8449\u3067\u518d\u8aac\u660e\u3057\u3001\u53cd\u4f8b\u30fb\u5225\u89e3\u3092\u751f\u6210\u3055\u305b\u3066\u691c\u7b97\u3059\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e\u904b\u7528\u306e\u72d9\u3044\u306f\u3001AI \u306b\u300c\u7b54\u3048\u300d\u3092\u4f5c\u3089\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI \u306b\u300c\u53cd\u8a3c\u5019\u88dc\u300d\u3092\u91cf\u7523\u3055\u305b\u3001\u4eba\u9593\u304c\u691c\u8a3c\u3057\u3066\u5185\u90e8\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002AI \u304c\u8ce2\u304f\u306a\u308b\u307b\u3069\u3001\u53cd\u8a3c\u63a2\u7d22\u3084\u691c\u7b97\u306e\u4fa1\u5024\u306f\u4e0a\u304c\u308b\u3002\u9006\u306b\u3001\u7b54\u3048\u751f\u6210\u306b\u5bc4\u305b\u308b\u307b\u3069\u3001\u6d41\u66a2\u3055\u3068\u771f\u5b9f\u6027\u3092\u53d6\u308a\u9055\u3048\u308b\u6761\u4ef6\u304c\u63c3\u3046<a href=\"#ref7\">[7]<\/a><a href=\"#ref8\">[8]<\/a><a href=\"#ref9\">[9]<\/a>\u3002<\/p>\n<hr>\n<h2>8. \u6e2c\u308c\u308b\u5f62\u306b\u843d\u3068\u3059\uff1a\u5206\u6563\u5897\u5927\u3092\u300c\u65ad\u8a00\u300d\u3067\u306f\u306a\u304f\u300c\u691c\u8a3c\u53ef\u80fd\u306a\u4eee\u8aac\u300d\u306b\u3059\u308b<\/h2>\n<p>\u300c\u5e73\u5747\u306f\u4e0a\u304c\u308b\u304c\u5206\u6563\u304c\u5897\u3048\u308b\u300d\u306f\u76f4\u611f\u7684\u306b\u8a00\u3044\u305f\u304f\u306a\u308b\u3002\u3057\u304b\u3057\u79d1\u5b66\u7684\u306b\u306f\u6761\u4ef6\u6587\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u672c\u7a3f\u306f\u3001\u5206\u6563\u5897\u5927\u3092\u6b21\u306e\u5f62\u3067\u201c\u691c\u8a3c\u53ef\u80fd\u306a\u4eee\u8aac\u201d\u3068\u3057\u3066\u7f6e\u304f\u3002<\/p>\n<p class=\"note\">\u4eee\u8aac H\uff1a\u8a55\u4fa1\u304c\u5f62\u5f0f\u5316\u3057\u306b\u304f\u304f\u3001\u5931\u6557\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u9045\u304f\u3001\u76ee\u7684\u95a2\u6570\u304c\u66d6\u6627\u306a\u9818\u57df\u307b\u3069\u3001\u751f\u6210 AI \u5c0e\u5165\u5f8c\u306b\u6210\u679c\u5206\u5e03\u306e\u5206\u6563\u304c\u5897\u3048\u3084\u3059\u3044\u3002<\/p>\n<p>\u3053\u306e\u4eee\u8aac\u3092\u691c\u8a3c\u3059\u308b\u306b\u306f\u3001\u300c\u5e73\u5747\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u5206\u5e03\u300d\u3092\u6e2c\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u305f\u3068\u3048\u3070\u5e73\u5747\u5de5\u6570\u304c\u4e0b\u304c\u3063\u3066\u3082\u3001\u91cd\u5927\u4e8b\u6545\u306e\u88fe\uff08\u30c6\u30fc\u30eb\uff09\u304c\u592a\u304f\u306a\u308c\u3070\u5b9f\u52d9\u7684\u306b\u306f\u60aa\u5316\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u8a55\u4fa1\u8a2d\u8a08\u304c\u8a70\u3081\u5207\u308c\u306a\u3044\u306e\u3067\u3001\u89b3\u6e2c\u8a2d\u8a08\u306e\u4f8b\u3092\u793a\u3059\u3002<\/p>\n<table>\n<tr>\n<th>\u89b3\u6e2c\u5bfe\u8c61<\/th>\n<th>\u5206\u6563\u304c\u5897\u3048\u305f\u3068\u304d\u306b\u8d77\u304d\u3084\u3059\u3044\u73fe\u8c61<\/th>\n<th>\u6e2c\u308a\u65b9\u306e\u4f8b<\/th>\n<\/tr>\n<tr>\n<td>\u500b\u4eba\u9593\u30a2\u30a6\u30c8\u30ab\u30e0<\/td>\n<td>\u540c\u4e00\u30c4\u30fc\u30eb\u914d\u5e03\u5f8c\u306b\u6210\u679c\u306e\u3070\u3089\u3064\u304d\u304c\u62e1\u5927<\/td>\n<td>\u54c1\u8cea\u30b9\u30b3\u30a2\u3001\u518d\u4f5c\u696d\u7387\u3001\u30ec\u30d3\u30e5\u30fc\u6307\u6458\u6570\u3001\u9867\u5ba2\u6e80\u8db3\u306e\u5206\u6563\uff08\u5206\u4f4d\u70b9\u3082\u898b\u308b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u7a0b\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/td>\n<td>\u524d\u5de5\u7a0b\u304c\u901f\u304f\u306a\u308a\u3001\u5f8c\u5de5\u7a0b\u306b\u8a70\u307e\u308a\u304c\u79fb\u52d5<\/td>\n<td>\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u306e\u5206\u89e3\u3001WIP \u6ede\u7559\u3001\u627f\u8a8d\u5f85\u3061\u6642\u9593\u306e\u63a8\u79fb<\/td>\n<\/tr>\n<tr>\n<td>\u8aa4\u308a\u306e\u6027\u8cea<\/td>\n<td>\u5c40\u6240\u6700\u9069\u306e\u8aa4\u308a\u304c\u7d71\u5408\u6642\u306b\u5927\u4e8b\u6545\u5316<\/td>\n<td>\u91cd\u5927\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u7387\u3001\u76e3\u67fb\u6307\u6458\u3001\u518d\u73fe\u624b\u9806\u306e\u6b20\u843d\u7387<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7406\u6307\u6a19\u4f9d\u5b58<\/td>\n<td>\u6d41\u66a2\u3055\u30fb\u898b\u6804\u3048\u304c\u63a1\u7528\u306e\u4e3b\u8981\u56e0\u306b\u306a\u308b<\/td>\n<td>\u63a1\u7528\u7406\u7531\u30c6\u30ad\u30b9\u30c8\u306e\u6839\u62e0\u7387\u3001\u51fa\u5178\u63d0\u793a\u7387\u3001\u53cd\u4f8b\u63d0\u793a\u7387<\/td>\n<\/tr>\n<\/table>\n<p>\u306a\u304a\u3001\u5358\u4e00\u6307\u6a19\u306b\u5bc4\u305b\u308b\u3068 Goodhart\/Campbell \u306e\u7f60\u3067\u6307\u6a19\u304c\u8150\u308b\u306e\u3067<a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a>\u3001\u30b7\u30ca\u30ea\u30aa\u5225\u306b\u8907\u6570\u6307\u6a19\u3092\u6301\u3061\u3001\u5b9a\u6027\u7684\u30ec\u30d3\u30e5\u30fc\uff08\u6839\u62e0\u3068\u53cd\u4f8b\u306e\u6709\u7121\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u306e\u304c\u5b9f\u52d9\u7684\u3067\u3042\u308b<a href=\"#ref11\">[11]<\/a><a href=\"#ref14\">[14]<\/a>\u3002<\/p>\n<hr>\n<h2>9. \u4ecb\u5165\u8a2d\u8a08\uff1a\u5e95\u4e0a\u3052\u5074\u306b\u5bc4\u305b\u308b\u305f\u3081\u306e\u300c\u8a55\u4fa1\u306e\u30a4\u30f3\u30d5\u30e9\u300d<\/h2>\n<p>\u3053\u3053\u307e\u3067\u3067\u300c\u8a55\u4fa1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u300d\u3068\u8ff0\u3079\u305f\u304c\u3001\u3067\u306f\u8a55\u4fa1\u3092\u3069\u3046\u5f37\u5316\u3059\u3079\u304d\u304b\u3002\u3053\u3053\u3082\u7d50\u8ad6\u304c\u65e9\u307e\u308a\u3084\u3059\u3044\u3002\u5358\u306b\u300c\u4eba\u304c\u9811\u5f35\u308b\u300d\u300c\u30ec\u30d3\u30e5\u30fc\u3092\u5897\u3084\u3059\u300d\u306f\u3001\u8a55\u4fa1\u8ca0\u8377\u306e\u5897\u5927\u306b\u8ca0\u3051\u3066\u7834\u7dbb\u3059\u308b\u3002\u5fc5\u8981\u306a\u306e\u306f\u3001\u8a55\u4fa1\u3092\u201c\u30b3\u30b9\u30c8\u69cb\u9020\u201d\u3068\u3057\u3066\u6271\u3044\u3001\u5b89\u3044\u691c\u8a3c\u3092\u524d\u6bb5\u306b\u5bc4\u305b\u3001\u91cd\u3044\u691c\u8a3c\u3092\u5f8c\u6bb5\u306b\u96c6\u7d04\u3057\u3001\u3055\u3089\u306b\u7d50\u679c\u3092\u518d\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b\u8a2d\u8a08\u3067\u3042\u308b\u3002<\/p>\n<p>\u5b9f\u52d9\u3067\u306f\u3001\u6b21\u306e 5 \u3064\u3092\u30bb\u30c3\u30c8\u3067\u63c3\u3048\u306a\u3044\u3068\u3001\u751f\u6210\u306e\u9ad8\u901f\u5316\u304c\u305d\u306e\u307e\u307e\u8aa4\u308a\u306e\u9ad8\u901f\u5316\u306b\u306a\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u8981\u7d20<\/th>\n<th>\u72d9\u3044<\/th>\n<th>\u5177\u4f53\u4f8b<\/th>\n<\/tr>\n<tr>\n<td>\u76ee\u7684\u95a2\u6570\u306e\u5ba3\u8a00<\/td>\n<td>\u4ee3\u7406\u6307\u6a19\u306b\u4e57\u3063\u53d6\u3089\u308c\u306a\u3044<\/td>\n<td>\u300c\u4f55\u3092\u6700\u5927\u5316\u3057\u3001\u4f55\u3092\u7d76\u5bfe\u306b\u8e0f\u307e\u306a\u3044\u304b\u300d\u3092\u5192\u982d\u306b 3 \u884c\u3067\u56fa\u5b9a\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u505c\u6b62\u6761\u4ef6\u306e\u5b9f\u88c5<\/td>\n<td>\u5019\u88dc\u7206\u767a\u3092\u5236\u5fa1\u3059\u308b<\/td>\n<td>\u5019\u88dc\u6570\u4e0a\u9650\u3001\u63a2\u7d22\u6642\u9593\u4e0a\u9650\u3001\u63a1\u7528\u57fa\u6e96\uff08\u6e80\u305f\u3055\u306a\u3051\u308c\u3070\u6368\u3066\u308b\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u4f4e\u30b3\u30b9\u30c8\u691c\u8a3c\u306e\u5148\u884c<\/td>\n<td>\u7c97\u3044\u8aa4\u308a\u3092\u65e9\u671f\u306b\u843d\u3068\u3059<\/td>\n<td>\u51fa\u5178\u63d0\u793a\u3001\u7c21\u6613\u30c6\u30b9\u30c8\u3001\u77db\u76fe\u691c\u67fb\u3001\u53cd\u4f8b\u751f\u6210\u3001\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u3044\u691c\u8a3c\u306e\u96c6\u4e2d<\/td>\n<td>\u91cd\u8981\u9818\u57df\u306b\u8cc7\u6e90\u3092\u6295\u4e0b\u3059\u308b<\/td>\n<td>\u76e3\u67fb\u3001\u30ec\u30d3\u30e5\u30fc\u4f1a\u3001\u5b9f\u5730\u8a66\u9a13\u3001\u9867\u5ba2\u691c\u8a3c\uff08\u30ea\u30b9\u30af\u30d9\u30fc\u30b9\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u7d50\u679c\u306e\u518d\u5229\u7528<\/td>\n<td>\u8a55\u4fa1\u30b3\u30b9\u30c8\u3092\u9013\u6e1b\u3055\u305b\u308b<\/td>\n<td>\u5931\u6557\u30e2\u30fc\u30c9\u53f0\u5e33\u3001FAQ\u3001\u518d\u73fe\u624b\u9806\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u8a55\u4fa1\u30b9\u30af\u30ea\u30d7\u30c8<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e\u8a2d\u8a08\u306f\u3001Choice Architecture \u306e\u8003\u3048\u65b9\u306b\u3082\u8fd1\u3044\u3002\u4eba\u306e\u610f\u601d\u6c7a\u5b9a\u306f\u74b0\u5883\u8a2d\u8a08\u306b\u5f71\u97ff\u3055\u308c\u308b\u305f\u3081\u3001\u6b63\u3057\u3044\u5224\u65ad\u3092\u201c\u52aa\u529b\u201d\u306b\u4f9d\u5b58\u3055\u305b\u305a\u3001\u6b63\u3057\u3044\u624b\u9806\u304c\u81ea\u7136\u306b\u9078\u3070\u308c\u308b\u3088\u3046\u306b\u914d\u7f6e\u3059\u308b\u65b9\u304c\u5f37\u3044<a href=\"#ref15\">[15]<\/a>\u3002AI \u5c0e\u5165\u3082\u540c\u69d8\u3067\u3001\u691c\u8a3c\u3092\u300c\u3084\u308b\u3079\u304d\u300d\u304b\u3089\u300c\u3084\u3089\u306a\u3044\u3068\u524d\u306b\u9032\u3081\u306a\u3044\u300d\u3078\u8a2d\u8a08\u5909\u66f4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n<p>\u307e\u305f\u3001\u6307\u6a19\u304c\u8150\u308b\u554f\u984c\u306b\u5bfe\u3057\u3066\u306f\u3001\u5358\u4e00 KPI \u3092\u5ec3\u3057\u3001\u8907\u6570\u6307\u6a19\u3068\u30b7\u30ca\u30ea\u30aa\u3092\u4e26\u8d70\u3055\u305b\u308b\u3002\u305f\u3068\u3048\u3070\u300c\u77ed\u671f\u306e\u751f\u7523\u6027\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u91cd\u5927\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u300d\u300c\u76e3\u67fb\u6307\u6458\u300d\u300c\u8aac\u660e\u53ef\u80fd\u6027\u300d\u300c\u518d\u73fe\u6027\u300d\u3092\u540c\u6642\u306b\u8ffd\u3044\u3001\u6307\u6a19\u540c\u58eb\u304c\u77db\u76fe\u3057\u305f\u3068\u304d\u306b\u521d\u3081\u3066\u30ec\u30d3\u30e5\u30fc\u306b\u4e0a\u3052\u308b\u3002\u3053\u308c\u306f Goodhart\/Campbell \u306e\u7f60\u3092\u201c\u8a2d\u8a08\u3067\u7de9\u548c\u3059\u308b\u201d\u305f\u3081\u306e\u6700\u4f4e\u6761\u4ef6\u3067\u3042\u308b<a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a><a href=\"#ref14\">[14]<\/a>\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001\u8a55\u4fa1\u306e\u30a4\u30f3\u30d5\u30e9\u306f\u502b\u7406\u3084\u7406\u5ff5\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u8ca0\u8377\u306e\u554f\u984c\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3067\u3042\u308b\u3002\u76e3\u8996\u8cc7\u672c\u4e3b\u7fa9\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7d71\u6cbb\u306e\u8b70\u8ad6\u304c\u793a\u3059\u306e\u306f\u3001\u76ee\u7684\u95a2\u6570\u3092\u66d6\u6627\u306b\u3057\u305f\u307e\u307e\u5916\u90e8\u306e\u6700\u9069\u5316\u3078\u59d4\u306d\u308b\u3068\u3001\u4eba\u306e\u5074\u306e\u76ee\u7684\u304c\u5f90\u3005\u306b\u66f8\u304d\u63db\u3048\u3089\u308c\u3066\u3044\u304f\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u3042\u308b<a href=\"#ref16\">[16]<\/a><a href=\"#ref17\">[17]<\/a>\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI \u3092\u4f7f\u3046\u5074\u304c\u76ee\u7684\u95a2\u6570\u3092\u6301\u3061\u3001\u8a55\u4fa1\u306e\u30a4\u30f3\u30d5\u30e9\u3092\u6301\u3064\u3053\u3068\u306f\u3001\u5358\u306b\u54c1\u8cea\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001<a href=\"https:\/\/blog.id774.net\/entry\/2026\/01\/28\/3389\/\">\u4e3b\u4f53\u6027<\/a>\u306e\u7dad\u6301\u306e\u554f\u984c\u3067\u3082\u3042\u308b\u3002<\/p>\n<hr>\n<h2>10. \u5b9f\u52d9\u7684\u306a\u7d50\u8ad6\uff1aAI \u304c\u62e1\u5927\u3057\u3084\u3059\u3044\u306e\u306f\u77e5\u8b58\u683c\u5dee\u3067\u306f\u306a\u304f\u300c\u601d\u8003\u8a2d\u8a08\u683c\u5dee\u300d\u3067\u3042\u308b<\/h2>\n<p>\u7d50\u8ad6\u3092\u4e8c\u6bb5\u968e\u3067\u8ff0\u3079\u308b\u3002\u3053\u306e\u7d50\u8ad6\u3092\u300c\u500b\u4eba\u306e\u52aa\u529b\u8ad6\u300d\u306b\u843d\u3068\u3059\u3068\u518d\u3073\u77ed\u7d61\u3059\u308b\u3002\u7406\u7531\u306f\u5358\u7d14\u3067\u3001\u8a55\u4fa1\u3068\u7d71\u5408\u306f\u5f80\u3005\u306b\u3057\u3066\u96c6\u5408\u8ca1\u3067\u3042\u308a\u3001\u500b\u4eba\u306e\u30b9\u30ad\u30eb\u3060\u3051\u3067\u306f\u652f\u3048\u304d\u308c\u306a\u3044\u304b\u3089\u3067\u3042\u308b\u3002\u7d44\u7e54\u3084\u793e\u4f1a\u304c\u53d6\u308c\u308b\u4ecb\u5165\u306f\u3001(1) \u8a55\u4fa1\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u308b\u5171\u901a\u57fa\u76e4\u3092\u4f5c\u308b\u3001(2) \u8a55\u4fa1\u306e\u8cac\u4efb\u5206\u754c\u3092\u660e\u78ba\u5316\u3059\u308b\u3001(3) \u8a55\u4fa1\u3067\u304d\u308b\u4eba\u6750\u3092\u80b2\u3066\u3066\u914d\u7f6e\u3059\u308b\u3001\u306e 3 \u3064\u306b\u6574\u7406\u3067\u304d\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u4ecb\u5165\u5bfe\u8c61<\/th>\n<th>\u5e95\u4e0a\u3052\u5074\u306b\u5bc4\u308b\u65bd\u7b56<\/th>\n<th>\u5897\u5e45\u5074\u3078\u8ee2\u3073\u3084\u3059\u3044\u65bd\u7b56<\/th>\n<\/tr>\n<tr>\n<td>\u4eba\u6750<\/td>\n<td>\u691c\u8a3c\u30fb\u76e3\u67fb\u30fb\u53cd\u8a3c\u63a2\u7d22\u3092\u6280\u80fd\u3068\u3057\u3066\u6559\u3048\u308b<\/td>\n<td>\u751f\u6210\u901f\u5ea6\u3060\u3051\u3092\u7af6\u308f\u305b\u3001\u691c\u8a3c\u5de5\u7a0b\u3092\u8a55\u4fa1\u3057\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u30d7\u30ed\u30bb\u30b9<\/td>\n<td>\u8a55\u4fa1\u30c1\u30a7\u30c3\u30af\u3092\u30b2\u30fc\u30c8\u5316\u3057\u3001\u518d\u73fe\u624b\u9806\u3092\u5fc5\u9808\u5316\u3059\u308b<\/td>\n<td>\u63d0\u51fa\u7269\u306e\u4f53\u88c1\u3092\u8a55\u4fa1\u3057\u3001\u6839\u62e0\u63d0\u793a\u3092\u4efb\u610f\u306b\u3059\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u8a08\u6e2c<\/td>\n<td>\u8907\u6570\u6307\u6a19\u3068\u30b7\u30ca\u30ea\u30aa\u8a55\u4fa1\u3067\u6b6a\u307f\u3092\u691c\u77e5\u3059\u308b<\/td>\n<td>\u5358\u4e00 KPI \u306b\u4e00\u672c\u5316\u3057\u3001\u6700\u9069\u5316\u7af6\u4e89\u3092\u8d77\u3053\u3059<\/td>\n<\/tr>\n<tr>\n<td>\u6a29\u9650<\/td>\n<td>\u6700\u7d42\u5224\u65ad\u306e\u6839\u62e0\u3068\u8cac\u4efb\u8005\u3092\u660e\u793a\u3057\u3001\u8aac\u660e\u53ef\u80fd\u6027\u3092\u62c5\u4fdd\u3059\u308b<\/td>\n<td>\u5224\u65ad\u3092\u66d6\u6627\u306b\u3057\u3066\u300cAI \u304c\u8a00\u3063\u305f\u300d\u3067\u8cac\u4efb\u3092\u62e1\u6563\u3059\u308b<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e\u89b3\u70b9\u3067\u306f\u3001\u4eca\u5f8c\u30d7\u30ec\u30df\u30a2\u30e0\u304c\u4ed8\u304d\u3084\u3059\u3044\u306e\u306f\u300c\u751f\u6210\u304c\u4e0a\u624b\u3044\u4eba\u300d\u3088\u308a\u3082\u300c\u8a55\u4fa1\u3092\u8a2d\u8a08\u3057\u3066\u3001\u751f\u6210\u3092\u7d44\u7e54\u7684\u306b\u5236\u5fa1\u3067\u304d\u308b\u4eba\u300d\u3067\u3042\u308b\u3002\u751f\u6210\u306e\u6c11\u4e3b\u5316\u3067\u6210\u679c\u7269\u306e\u4f9b\u7d66\u304c\u5897\u3048\u308b\u307b\u3069\u3001\u30b7\u30b0\u30ca\u30eb\u306f\u5e0c\u5c11\u306a\u8a55\u4fa1\u80fd\u529b\u3078\u5bc4\u308a\u3001\u8a55\u4fa1\u3067\u304d\u308b\u5074\u304c\u5e02\u5834\u3084\u7d44\u7e54\u306e\u914d\u5206\u6a29\u3092\u63e1\u308a\u3084\u3059\u3044<a href=\"#ref20\">[20]<\/a><a href=\"#ref22\">[22]<\/a>\u3002\u3088\u3063\u3066\u3001\u683c\u5dee\u306e\u4e3b\u6226\u5834\u306f\u3001\u77e5\u8b58\u91cf\u3067\u306f\u306a\u304f\u3001\u8a55\u4fa1\u3068\u7d71\u5408\u3092\u5236\u5ea6\u3068\u3057\u3066\u8a2d\u8a08\u3067\u304d\u308b\u80fd\u529b\u3078\u79fb\u308b\u3002\u7b2c\u4e00\u306b\u3001\u8a55\u4fa1\u304c\u5f62\u5f0f\u5316\u3067\u304d\u3001\u5931\u6557\u304c\u5b89\u304f\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u901f\u304f\u3001\u76ee\u7684\u304c\u660e\u78ba\u306a\u9818\u57df\u3067\u306f\u3001\u751f\u6210 AI \u306f\u5e95\u4e0a\u3052\u3068\u3057\u3066\u50cd\u304d\u3084\u3059\u3044\u3002\u7b2c\u4e8c\u306b\u3001\u5f62\u5f0f\u5316\u304c\u96e3\u3057\u304f\u3001\u5931\u6557\u304c\u9ad8\u4fa1\u3067\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u9045\u304f\u3001\u76ee\u7684\u304c\u66d6\u6627\u306a\u9818\u57df\u3067\u306f\u3001\u751f\u6210 AI \u306f\u4ee3\u7406\u6307\u6a19\u3068\u6307\u6a19\u6700\u9069\u5316\u3092\u4ecb\u3057\u3066\u5206\u6563\u3092\u5897\u3084\u3057\u3084\u3059\u3044\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001AI \u6642\u4ee3\u306e\u5b9f\u52d9\u8ab2\u984c\u306f\u300c\u5c0e\u5165\u3059\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u8a55\u4fa1\u3068\u7d71\u6cbb\u3092\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u300d\u3067\u3042\u308b\u3002\u8ab2\u984c\u5f62\u6210\u30fb\u8a55\u4fa1\u30fb\u7d71\u5408\u30fb\u5236\u5fa1\u306e 4 \u9818\u57df\u3092\u3001\u500b\u4eba\u6280\u306b\u653e\u7f6e\u3059\u308b\u3068\u683c\u5dee\u306f\u5897\u5e45\u3057\u3084\u3059\u3044\u3002\u5236\u5ea6\u5316\uff08\u8a55\u4fa1\u624b\u9806\u3001\u8cac\u4efb\u5206\u754c\u3001\u76e3\u67fb\u3001\u6559\u80b2\uff09\u3067\u3053\u306e\u9818\u57df\u3092\u201c\u5171\u6709\u8ca1\u201d\u306b\u3067\u304d\u308b\u307b\u3069\u3001AI \u306f\u5e95\u4e0a\u3052\u5074\u306b\u5bc4\u308b\u3002<\/p>\n<p>\u3053\u3053\u3067\u3001\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u304c\u300cAI \u304c\u5371\u967a\u300d\u3068\u3044\u3046\u60c5\u7dd2\u8ad6\u306b\u843d\u3061\u306a\u3044\u305f\u3081\u306e\u7559\u3081\u3092\u7f6e\u304f\u3002\u751f\u6210 AI \u306f\u3001\u5f37\u529b\u306a\u751f\u6210\u6a5f\u68b0\u3067\u3042\u308b\u3068\u540c\u6642\u306b\u3001\u8a55\u4fa1\u8a2d\u8a08\u306e\u5f31\u3055\u3092\u9732\u5448\u3055\u305b\u308b\u93e1\u3067\u3082\u3042\u308b\u3002AI \u304c\u8ce2\u304f\u306a\u308b\u307b\u3069\u3001\u8a55\u4fa1\u306e\u5f31\u3055\u306f\u96a0\u308c\u306a\u304f\u306a\u308b\u3002\u3053\u3053\u306b\u73fe\u308c\u308b\u5dee\u3092\u3001\u672c\u7a3f\u306f\u300c<strong>\u601d\u8003\u8a2d\u8a08\u683c\u5dee<\/strong>\u300d\u3068\u547c\u3076\u3002<\/p>\n<hr>\n<h2>11. \u8a55\u4fa1\u80fd\u529b\u304c\u5e0c\u5c11\u5316\u3059\u308b\uff1a\u65e2\u5b58\u5b9f\u8a3c\u7814\u7a76\u3068\u306e\u63a5\u7d9a\u3068\u89b3\u6e2c\u6307\u6a19<\/h2>\n<p>\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u306f\u300c\u751f\u6210\u304c\u5b89\u304f\u306a\u308b\u307b\u3069\u8a55\u4fa1\u304c\u9ad8\u304f\u306a\u308b\u300d\u3068\u3044\u3046\u69cb\u9020\u4eee\u8aac\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002\u5f31\u70b9\u306b\u306a\u308a\u3084\u3059\u3044\u306e\u306f\u3001\u3053\u306e\u4e3b\u5f35\u304c\u672a\u6765\u4e88\u6e2c\u306b\u898b\u3048\u308b\u70b9\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u3001\u8fd1\u63a5\u9818\u57df\u306e\u65e2\u5b58\u5b9f\u8a3c\u7814\u7a76\uff08\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\uff0f\u7d44\u7e54\u610f\u601d\u6c7a\u5b9a\uff09\u3068\u63a5\u7d9a\u3057\u3001\u300c\u8a55\u4fa1\u5de5\u7a0b\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u5909\u6570\u306b\u306a\u308a\u5f97\u308b\u300d\u3053\u3068\u3092\u65e2\u77e5\u306e\u73fe\u8c61\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u76f4\u3059\u3002<\/p>\n<h3>11.1 \u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\uff1a\u30ec\u30d3\u30e5\u30fc\u8ca0\u8377\u306e\u96c6\u4e2d\u3068\u9045\u5ef6<\/h3>\n<p>\u73fe\u4ee3\u7684\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u306b\u95a2\u3059\u308b\u5927\u898f\u6a21\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3067\u306f\u3001\u30ec\u30d3\u30e5\u30fc\u53c2\u52a0\u304c\u5341\u5206\u306b\u96c6\u307e\u3089\u306a\u3044\u5909\u66f4\u304c\u5b58\u5728\u3057\u3001\u521d\u671f\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u9045\u308c\u308b\u6761\u4ef6\u304c\u89b3\u6e2c\u3055\u308c\u3066\u3044\u308b<a href=\"#ref23\">[23]<\/a>\u3002\u307e\u305f\u3001\u30ec\u30d3\u30e5\u30fc\u4f5c\u696d\u91cf\u304c\u4e00\u90e8\u30ec\u30d3\u30e5\u30a2\u306b\u504f\u3063\u3066\u96c6\u4e2d\u3059\u308b\uff08\u30d1\u30ec\u30fc\u30c8\u7684\u96c6\u4e2d\uff09\u3053\u3068\u3092\u793a\u3057\u3001\u96c6\u4e2d\u5ea6\u3092\u30b8\u30cb\u4fc2\u6570\u306e\u3088\u3046\u306a\u6307\u6a19\u3067\u5b9a\u91cf\u5316\u3059\u308b\u7814\u7a76\u3082\u3042\u308b<a href=\"#ref24\">[24]<\/a>\u3002\u751f\u6210 AI \u306b\u3088\u308a\u63d0\u6848\u30fb\u5dee\u5206\u306e\u4f9b\u7d66\u91cf\u304c\u5897\u3048\u308b\u3068\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u8ffd\u3044\u3064\u304b\u306a\u3044\u5c40\u9762\u304c\u5897\u3048\u3001\u65e2\u5b58\u306e\u300c\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u300d\u69cb\u9020\u304c\u5897\u5e45\u3055\u308c\u308b\u3001\u3068\u3044\u3046\u8aad\u307f\u66ff\u3048\u304c\u6210\u7acb\u3059\u308b\u3002<\/p>\n<h3>11.2 \u8a8d\u77e5\u8ca0\u8377\uff1a\u9ad8\u901f\u751f\u6210\u74b0\u5883\u3067\u8a55\u4fa1\u304c\u7701\u7565\u3055\u308c\u3084\u3059\u3044\u6a5f\u69cb<\/h3>\n<p>\u5019\u88dc\u751f\u6210\u304c\u5b89\u304f\u306a\u308b\u3068\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8ca0\u8377\u306f\u300c\u5019\u88dc\u3092\u4f5c\u308b\u300d\u304b\u3089\u300c\u5019\u88dc\u3092\u6b62\u3081\u308b\uff0f\u691c\u7b97\u3059\u308b\u300d\u3078\u79fb\u308b\u3002\u3057\u304b\u3057\u8a55\u4fa1\u6642\u9593\u306f\u6709\u9650\u3067\u3042\u308a\u3001\u5272\u308a\u8fbc\u307f\u3084\u6642\u9593\u5727\u529b\u306f\u60c5\u5831\u904e\u8ca0\u8377\u3092\u5897\u3084\u3057\u3001\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u4f9d\u5b58\u3092\u5f37\u3081\u308b\u3053\u3068\u304c\u53e4\u5178\u7684\u306b\u793a\u3055\u308c\u3066\u3044\u308b<a href=\"#ref25\">[25]<\/a>\u3002\u3057\u305f\u304c\u3063\u3066\u9ad8\u901f\u751f\u6210\u74b0\u5883\u3067\u306f\u3001(1) \u8a55\u4fa1\u6642\u9593 \/ \u751f\u6210\u7269\u306e\u6bd4\u7387\u304c\u4f4e\u4e0b\u3057\u3001(2) \u4ee3\u7406\u6307\u6a19\uff08\u898b\u305f\u76ee\u306e\u6d41\u66a2\u6027\u3001\u6a29\u5a01\u3001\u30c6\u30f3\u30d7\u30ec\u9069\u5408\uff09\u306b\u5bc4\u305b\u305f\u5224\u65ad\u304c\u5408\u7406\u5316\u3055\u308c\u3001(3) \u4f8b\u5916\u51e6\u7406\u3084\u76e3\u67fb\u5bfe\u5fdc\u3060\u3051\u304c\u5f8c\u5de5\u7a0b\u306b\u7a4d\u307f\u4e0a\u304c\u308b\u3001\u3068\u3044\u3046\u5f62\u3067\u8a55\u4fa1\u5de5\u7a0b\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u5316\u3057\u3084\u3059\u3044\u3002<\/p>\n<h3>11.3 \u89b3\u6e2c\u53ef\u80fd\u306a\u6307\u6a19\uff1a\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u201c\u6e2c\u308c\u308b\u201d\u5f62\u306b\u843d\u3068\u3059<\/h3>\n<p>\u3053\u306e\u4eee\u8aac\u306f\u3001\u5c06\u6765\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u8a08\u6e2c\u88c5\u7f6e\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3084\u77e5\u8b58\u52b4\u50cd\u306e\u904b\u7528\u30e1\u30c8\u30ea\u30af\u30b9\u3068\u3057\u3066\u3001\u6b21\u306e\u6307\u6a19\u3092\u8ffd\u8de1\u3059\u308c\u3070\u3001\u8a55\u4fa1\u5de5\u7a0b\u304c\u652f\u914d\u5909\u6570\u3068\u3057\u3066\u7acb\u3061\u4e0a\u304c\u3063\u3066\u3044\u308b\u304b\u3092\u89b3\u6e2c\u3067\u304d\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u6307\u6a19<\/th>\n<th>\u610f\u5473<\/th>\n<th>\u5897\u5e45\u5c40\u9762\u3067\u306e\u5178\u578b\u7684\u306a\u5909\u5316<\/th>\n<\/tr>\n<tr>\n<td>output \/ reviewer \u6bd4\u7387<\/td>\n<td>\u751f\u6210\u4f9b\u7d66\u306b\u5bfe\u3059\u308b\u8a55\u4fa1\u8cc7\u6e90\u306e\u76f8\u5bfe\u91cf<\/td>\n<td>\u4e0a\u6607\uff08\u4f9b\u7d66\u904e\u5270\uff09<\/td>\n<\/tr>\n<tr>\n<td>review latency\uff08\u521d\u56de\u30ec\u30d3\u30e5\u30fc\u307e\u3067\u306e\u5f85\u3061\u6642\u9593\uff09<\/td>\n<td>\u8a55\u4fa1\u30ad\u30e5\u30fc\u306e\u6df7\u96d1\u5ea6<\/td>\n<td>\u4e0a\u6607\u3001\u3070\u3089\u3064\u304d\u5897\u5927<\/td>\n<\/tr>\n<tr>\n<td>approval latency variance<\/td>\n<td>\u627f\u8a8d\u30fb\u610f\u601d\u6c7a\u5b9a\u306e\u9045\u5ef6\u5206\u6563<\/td>\n<td>\u4e0a\u6607\uff08\u30cf\u30d6\u5316\u306e\u5146\u5019\uff09<\/td>\n<\/tr>\n<tr>\n<td>reviewer load \u306e\u96c6\u4e2d\u5ea6\uff08\u30b8\u30cb\u4fc2\u6570\u306a\u3069\uff09<\/td>\n<td>\u8a55\u4fa1\u8ca0\u8377\u304c\u3069\u308c\u3060\u3051\u5c11\u6570\u306b\u504f\u308b\u304b<\/td>\n<td>\u4e0a\u6607\uff08\u96c6\u4e2d\uff09<\/td>\n<\/tr>\n<\/table>\n<p>\u4ee5\u4e0a\u306b\u3088\u308a\u3001\u300c\u8a55\u4fa1\u80fd\u529b\u304c\u5e0c\u5c11\u5316\u3059\u308b\u300d\u306f\u5358\u306a\u308b\u672a\u6765\u4e88\u6e2c\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u306e\u30ec\u30d3\u30e5\u30fc\u96c6\u4e2d\u30fb\u9045\u5ef6\u30fb\u8a8d\u77e5\u8ca0\u8377\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u3001\u751f\u6210\u4f9b\u7d66\u306e\u5897\u52a0\u306b\u3088\u3063\u3066\u53ef\u8996\u5316\u30fb\u5897\u5e45\u3055\u308c\u308b\u3001\u3068\u3044\u3046\u5f62\u3067\u73fe\u5b9f\u306b\u63a5\u7d9a\u3067\u304d\u308b\u3002\u4ee5\u964d\u3067\u306f\u3001\u3069\u306e\u6761\u4ef6\u3067\u3053\u306e\u5897\u5e45\u304c\u5e95\u4e0a\u3052\u306b\u8ee2\u3058\u308b\u304b\uff08\u53cd\u4f8b\u9818\u57df\uff09\u3092\u6574\u7406\u3059\u308b\u3002<\/p>\n<hr>\n<h2>12. \u53cd\u4f8b\u304c\u6210\u7acb\u3059\u308b\u9818\u57df\uff1a\u683c\u5dee\u304c\u7e2e\u5c0f\u3057\u3084\u3059\u3044\u6761\u4ef6\uff08\u5e95\u4e0a\u3052\u304c\u52dd\u3064\u5c40\u9762\uff09<\/h2>\n<p>\u672c\u7a3f\u306f\u300c\u751f\u6210\u306e\u6c11\u4e3b\u5316 \u2192 \u8a55\u4fa1\u306e\u5e0c\u5c11\u5316\u300d\u3068\u3044\u3046\u5897\u5e45\u7d4c\u8def\u3092\u4e2d\u5fc3\u306b\u636e\u3048\u305f\u3002\u3057\u304b\u3057\u540c\u3058\u9053\u5177\u304c\u5e83\u304c\u3063\u3066\u3082\u3001\u5fc5\u305a\u5206\u6563\u304c\u5897\u3048\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u3053\u3053\u3067\u306f\u3001\u683c\u5dee\u304c\u7e2e\u5c0f\u3057\u3084\u3059\u3044\u3001\u3064\u307e\u308a\u300c\u5e95\u4e0a\u3052\u304c\u52dd\u3061\u3084\u3059\u3044\u300d\u53cd\u4f8b\u9818\u57df\u3092\u660e\u793a\u3057\u3066\u304a\u304f\u3002\u53cd\u4f8b\u3092\u7f6e\u304f\u610f\u7fa9\u306f\u3001\u4e3b\u5f35\u3092\u5f31\u3081\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u3069\u306e\u6761\u4ef6\u304c\u5206\u5c90\u70b9\u304b\u3092\u306f\u3063\u304d\u308a\u3055\u305b\u3001\u5b9f\u52d9\u3067\u300c\u5897\u5e45\u3092\u5e95\u4e0a\u3052\u306b\u5bc4\u305b\u308b\u300d\u8a2d\u8a08\u70b9\u3092\u898b\u3048\u308b\u5316\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002<\/p>\n<table>\n<tr>\n<th>\u5206\u5c90\u8ef8\uff08\u672c\u7a3f\u306e 4 \u8ef8\uff09<\/th>\n<th>\u7e2e\u5c0f\u5074\u306b\u5bc4\u308b\u6761\u4ef6<\/th>\n<th>\u4ee3\u8868\u4f8b<\/th>\n<th>\u306a\u305c\u7e2e\u5c0f\u3057\u3084\u3059\u3044\u304b<\/th>\n<\/tr>\n<tr>\n<td>\u8a55\u4fa1\u304c\u5f62\u5f0f\u5316\u3067\u304d\u308b\u304b<\/td>\n<td>\u671f\u5f85\u4ed5\u69d8\u3092\u30c6\u30b9\u30c8\u30fb\u5951\u7d04\u30fb\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u3057\u3066\u6a5f\u68b0\u691c\u8a3c\u3067\u304d\u308b<\/td>\n<td>\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8 \/ CI \u306b\u3088\u308b\u56de\u5e30\u691c\u51fa\u3001\u30d7\u30ed\u30d1\u30c6\u30a3\u30d9\u30fc\u30b9\u30c6\u30b9\u30c8<\/td>\n<td>\u300c\u8a55\u4fa1\u306e\u5e0c\u5c11\u6027\u300d\u304c\u4e0b\u304c\u308a\u3001\u751f\u6210\u306e\u5927\u91cf\u4f9b\u7d66\u304c\u8150\u308a\u306b\u304f\u3044\u3002\u7d71\u5408\u5de5\u7a0b\u306e\u5c5e\u4eba\u6027\u3082\u4e0b\u304c\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u6557\u30b3\u30b9\u30c8\u306f\u5b89\u3044\u304b<\/td>\n<td>\u5931\u6557\u3057\u3066\u3082\u5dfb\u304d\u623b\u305b\u308b\uff08\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u3001\u6bb5\u968e\u7684\u30ea\u30ea\u30fc\u30b9\u3001\u9650\u5b9a\u5f71\u97ff\u7bc4\u56f2\uff09<\/td>\n<td>\u5c0f\u3055\u306a\u30b9\u30af\u30ea\u30d7\u30c8\u6539\u5584\u3001\u5185\u90e8\u30c4\u30fc\u30eb\u3001A\/B \u30c6\u30b9\u30c8\u304c\u8a31\u3055\u308c\u308b UI \u5909\u66f4<\/td>\n<td>\u300c\u9593\u9055\u3044\u3092\u8a31\u3059\u300d\u74b0\u5883\u3067\u306f\u3001AI \u306e\u8a66\u884c\u56de\u6570\u5897\u52a0\u304c\u5b66\u7fd2\u306b\u76f4\u7d50\u3057\u3001\u5e73\u5747\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306f\u901f\u3044\u304b<\/td>\n<td>\u7d50\u679c\u304c\u5373\u6642\u306b\u8fd4\u308b\uff08\u6570\u79d2\u301c\u6570\u5206\uff09<\/td>\n<td>\u30d3\u30eb\u30c9\u30fb\u30c6\u30b9\u30c8\u30fb\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304c\u81ea\u52d5\u5316\u3055\u308c\u305f\u958b\u767a\u3001\u53cd\u5fa9\u53ef\u80fd\u306a\u89e3\u6790<\/td>\n<td>\u4eba\u9593\u304c\u8a55\u4fa1\u2192\u4fee\u6b63\u306e\u30eb\u30fc\u30d7\u3092\u9ad8\u901f\u306b\u56de\u305b\u308b\u305f\u3081\u3001\u8a55\u4fa1\u80fd\u529b\u306e\u500b\u4eba\u5dee\u304c\u7d2f\u7a4d\u3057\u306b\u304f\u3044\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u76ee\u7684\u304c\u660e\u78ba\u304b<\/td>\n<td>\u300c\u6b63\u3057\u3055\u300d\u304c\u6bd4\u8f03\u7684\u5358\u7d14\u306b\u5b9a\u7fa9\u3067\u304d\u308b\uff08\u5408\u5426\u3001\u5236\u7d04\u5145\u8db3\uff09<\/td>\n<td>\u5b9a\u578b\u6587\u751f\u6210\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u5909\u63db\u3001\u898f\u7d04\u9075\u5b88\u30c1\u30a7\u30c3\u30af\u3001\u8981\u7d04\u306e\u69cb\u9020\u5316<\/td>\n<td>\u76ee\u7684\u95a2\u6570\u304c\u660e\u78ba\u3060\u3068\u4ee3\u7406\u6307\u6a19\u306b\u5f15\u3063\u5f35\u3089\u308c\u306b\u304f\u304f\u3001Goodhart\/Campbell \u7684\u306a\u8150\u6557\u304c\u8d77\u304d\u306b\u304f\u3044\u3002<\/td>\n<\/tr>\n<\/table>\n<p>\u3053\u306e 4 \u6761\u4ef6\u304c\u63c3\u3046\u307b\u3069\u3001\u8a55\u4fa1\u306f\u6a5f\u68b0\u5316\u30fb\u624b\u9806\u5316\u3055\u308c\u3001\u500b\u4eba\u306e\u300c\u5be9\u7f8e\u773c\u300d\u3084\u300c\u7d4c\u9a13\u77e5\u300d\u306b\u4f9d\u5b58\u3057\u306b\u304f\u3044\u3002\u3059\u308b\u3068\u3001\u751f\u6210 AI \u306e\u6069\u6075\u306f\u300c\u4e0a\u624b\u3044\u4eba\u304c\u3055\u3089\u306b\u4e0a\u624b\u304f\u306a\u308b\u300d\u3088\u308a\u3082\u3001\u300c\u4e0b\u4f4d\u5c64\u304c\u6700\u4f4e\u54c1\u8cea\u3092\u6e80\u305f\u3057\u3084\u3059\u304f\u306a\u308b\u300d\u65b9\u5411\u306b\u50cd\u304d\u3084\u3059\u3044\u3002\u8a00\u3044\u63db\u3048\u308b\u3068\u3001\u5897\u5e45\u7d4c\u8def\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\uff08\u8a55\u4fa1\u30fb\u7d71\u5408\u30fb\u8cac\u4efb\uff09\u3092\u3001\u30c6\u30b9\u30c8\u30fb\u81ea\u52d5\u5316\u30fb\u5408\u610f\u3055\u308c\u305f\u54c1\u8cea\u30e2\u30c7\u30eb\u3067\u201c\u5171\u6709\u5316\u201d\u3067\u304d\u308b\u5834\u5408\u3001AI \u306f\u5e95\u4e0a\u3052\u88c5\u7f6e\u3068\u3057\u3066\u632f\u308b\u821e\u3044\u3084\u3059\u3044\u3002<\/p>\n<p>\u5177\u4f53\u4f8b\u3068\u3057\u3066\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3092\u8003\u3048\u308b\u3002CI \u306f\u300c\u7d71\u5408\u306e\u305f\u3073\u306b\u81ea\u52d5\u30d3\u30eb\u30c9\u3068\u30c6\u30b9\u30c8\u3067\u691c\u8a3c\u3059\u308b\u300d\u3053\u3068\u3067\u7d71\u5408\u5931\u6557\u306e\u84c4\u7a4d\u3092\u6e1b\u3089\u3059\u5b9f\u8df5\u3067\u3042\u308a\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u901f\u5ea6\u3068\u8a55\u4fa1\u306e\u518d\u73fe\u6027\u3092\u4e0a\u3052\u308b\u8a2d\u8a08\u3067\u3042\u308b<a href=\"#ref26\">[26]<\/a>\u3002\u30d7\u30ed\u30d1\u30c6\u30a3\u30d9\u30fc\u30b9\u30c6\u30b9\u30c8\uff08QuickCheck \u7cfb\uff09\u306f\u300c\u591a\u6570\u306e\u5165\u529b\u3067\u6027\u8cea\u3092\u78ba\u7387\u7684\u306b\u691c\u8a3c\u3059\u308b\u300d\u3053\u3068\u3067\u3001\u751f\u6210\u7269\uff08\u30b3\u30fc\u30c9\uff09\u306e\u8aa4\u308a\u3092\u6a5f\u68b0\u7684\u306b\u7099\u308a\u51fa\u3059\u67a0\u7d44\u307f\u3092\u4e0e\u3048\u308b<a href=\"#ref27\">[27]<\/a>\u3002\u3055\u3089\u306b\u54c1\u8cea\u8981\u6c42\u3092\u300c\u6a5f\u80fd\u9069\u5408\u6027\u30fb\u4fe1\u983c\u6027\u30fb\u4fdd\u5b88\u6027\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u300d\u306a\u3069\u306e\u8907\u6570\u7279\u6027\u3067\u6349\u3048\u308b\u67a0\u7d44\u307f\u306f\u3001\u5358\u4e00\u6307\u6a19\u6700\u9069\u5316\u3092\u907f\u3051\u308b\u624b\u639b\u304b\u308a\u306b\u306a\u308b<a href=\"#ref28\">[28]<\/a>\u3002\u3053\u3046\u3057\u305f\u5236\u5ea6\u304c\u5f37\u3044\u5834\u3067\u306f\u3001AI \u306e\u666e\u53ca\u306f\u3080\u3057\u308d\u201c\u5e73\u5747\u3092\u4e0a\u3052\u3001\u3070\u3089\u3064\u304d\u3092\u6e1b\u3089\u3059\u201d\u65b9\u5411\u306b\u5bc4\u308a\u3084\u3059\u3044\u3002<\/p>\n<p>\u9006\u306b\u8a00\u3048\u3070\u3001\u672c\u7a3f\u304c\u4e3b\u306b\u6271\u3063\u305f\u300c\u5897\u5e45\u300d\u5c40\u9762\u3068\u306f\u3001\u3053\u308c\u3089\u306e\u6761\u4ef6\u304c\u6e80\u305f\u305b\u305a\u3001\u8a55\u4fa1\u304c\u6697\u9ed9\u77e5\u306b\u4f9d\u5b58\u3057\u3001\u5931\u6557\u304c\u9ad8\u4fa1\u3067\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u9045\u304f\u3001\u76ee\u7684\u304c\u66d6\u6627\u306a\u9818\u57df\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u5b9f\u52d9\u7684\u306b\u306f\u3001\u300cAI \u3092\u5c0e\u5165\u3059\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u4e0a\u306e 4 \u6761\u4ef6\u3092\u3069\u3053\u307e\u3067\u6e80\u305f\u305b\u308b\u304b\uff08\u6e80\u305f\u3059\u305f\u3081\u306b\u4f55\u3092\u5236\u5ea6\u5316\u30fb\u81ea\u52d5\u5316\u3059\u308b\u304b\uff09\u304c\u3001\u683c\u5dee\u3092\u5897\u5e45\u304b\u3089\u5e95\u4e0a\u3052\u3078\u5bc4\u305b\u308b\u4e3b\u6226\u5834\u306b\u306a\u308b\u3002<\/p>\n<hr>\n<h2>13. \u306a\u305c\u8a55\u4fa1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u306e\u304b\uff1a\u8a8d\u77e5\u8cc7\u6e90\u30fb\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u30fb\u30ec\u30d3\u30e5\u30fc\u7d4c\u6e08\u5b66<\/h2>\n<p>\u672c\u7a3f\u306e\u4e2d\u5fc3\u547d\u984c\u306f\u300c\u751f\u6210\u306e\u6c11\u4e3b\u5316\u304c\u9032\u3080\u307b\u3069\u3001\u8a55\u4fa1\u30fb\u7d71\u5408\u30fb\u8cac\u4efb\u304c\u5e0c\u5c11\u5316\u3057\u3001\u305d\u3053\u3067\u80fd\u529b\u5dee\u304c\u6210\u679c\u5dee\u3078\u5909\u63db\u3055\u308c\u3084\u3059\u304f\u306a\u308b\u300d\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u300c\u306a\u305c\u8a55\u4fa1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u306e\u304b\u300d\u3092\u3001(1) \u4eba\u9593\u306e\u8a8d\u77e5\u8cc7\u6e90\u3001(2) \u7d44\u7e54\u306e\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\u3001(3) \u5e02\u5834\u3068\u7d44\u7e54\u306b\u304a\u3051\u308b\u201c\u30ec\u30d3\u30e5\u30fc\u7d4c\u6e08\u5b66\u201d\u306e 3 \u3064\u306b\u5206\u89e3\u3057\u3066\u88dc\u8db3\u3059\u308b\u3002\u88dc\u8db3\u306e\u72d9\u3044\u306f\u3001\u683c\u5dee\u304c\u5897\u5e45\u306b\u5411\u304b\u3046\u6761\u4ef6\u3092\u201c\u5fc3\u7406\u201d\u3084\u201c\u7a7a\u6c17\u201d\u3067\u306f\u306a\u304f\u3001\u518d\u73fe\u53ef\u80fd\u306a\u6a5f\u69cb\u3068\u3057\u3066\u8aac\u660e\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002<\/p>\n<h3>13.1 \u8a8d\u77e5\u8cc7\u6e90\uff1a\u63a2\u7d22\u304c\u5b89\u304f\u306a\u308b\u307b\u3069\u3001\u505c\u6b62\u6761\u4ef6\u304c\u4fa1\u5024\u306b\u306a\u308b<\/h3>\n<p>\u751f\u6210 AI \u306f\u5019\u88dc\u751f\u6210\u306e\u9650\u754c\u8cbb\u7528\u3092\u4e0b\u3052\u308b\u3002\u3059\u308b\u3068\u610f\u601d\u6c7a\u5b9a\u306e\u8ca0\u8377\u306f\u300c\u5019\u88dc\u3092\u4f5c\u308b\u300d\u304b\u3089\u300c\u5019\u88dc\u3092\u6b62\u3081\u308b\u300d\u300c\u9078\u3076\u300d\u300c\u691c\u7b97\u3059\u308b\u300d\u3078\u79fb\u308b\u3002\u3053\u308c\u306f\u9650\u5b9a\u5408\u7406\u6027\u306e\u53e4\u5178\u7684\u8ad6\u70b9\u3068\u6574\u5408\u3059\u308b\u3002\u4eba\u9593\u306f\u5168\u63a2\u7d22\u3067\u306f\u306a\u304f\u3001\u6e80\u8db3\u5316\u3068\u505c\u6b62\u6761\u4ef6\u306b\u3088\u3063\u3066\u610f\u601d\u6c7a\u5b9a\u3092\u6210\u7acb\u3055\u305b\u308b<a href=\"#ref4\">[4]<\/a><a href=\"#ref5\">[5]<\/a>\u3002\u5019\u88dc\u304c\u7206\u767a\u3059\u308b\u3068\u3001\u505c\u6b62\u6761\u4ef6\u304c\u5f31\u3044\u307b\u3069\u3001\u5224\u65ad\u306f (a) \u5148\u306b\u76ee\u306b\u5165\u3063\u305f\u3082\u306e\u3001(b) \u3082\u3063\u3068\u3082\u6d41\u66a2\u306b\u7406\u89e3\u3067\u304d\u305f\u3082\u306e\u3001(c) \u65e2\u5b58\u306e\u4fe1\u5ff5\u3068\u6574\u5408\u3059\u308b\u3082\u306e\u3078\u5f15\u3063\u5f35\u3089\u308c\u3084\u3059\u3044\u3002\u6d41\u66a2\u6027\u304c\u300c\u7406\u89e3\u3067\u304d\u305f\u300d\u3068\u3044\u3046\u932f\u899a\u3092\u8a98\u767a\u3059\u308b\u6761\u4ef6\u306f\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u308b<a href=\"#ref7\">[7]<\/a><a href=\"#ref8\">[8]<\/a>\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u751f\u6210\u304c\u5b89\u3044\u307b\u3069\u3001\u8a55\u4fa1\u306e\u7126\u70b9\u306f\u300c\u7b54\u3048\u300d\u3088\u308a\u3082\u300c\u505c\u6b62\u30fb\u691c\u7b97\u30fb\u53cd\u8a3c\u63a2\u7d22\u300d\u306e\u624b\u9806\u3078\u79fb\u308b\u3002<\/p>\n<h3>13.2 \u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6\uff1a\u6e2c\u308c\u308b\u3082\u306e\u306b\u6700\u9069\u5316\u304c\u96c6\u307e\u308a\u3001\u6e2c\u308c\u306a\u3044\u8a55\u4fa1\u306f\u5f8c\u56de\u3057\u306b\u306a\u308b<\/h3>\n<p>\u7d44\u7e54\u306f\u3001\u6e2c\u308c\u308b\u6307\u6a19\u3067\u904b\u7528\u3055\u308c\u308b\u3002\u751f\u6210 AI \u304c\u5c0e\u5165\u3055\u308c\u308b\u3068\u3001\u77ed\u671f\u7684\u306b\u306f\u300c\u51fa\u529b\u91cf\u300d\u300c\u901f\u5ea6\u300d\u300c\u898b\u305f\u76ee\u306e\u54c1\u8cea\u300d\u306a\u3069\u6e2c\u308a\u3084\u3059\u3044\u6307\u6a19\u304c\u6539\u5584\u3057\u3001\u305d\u3053\u306b\u6700\u9069\u5316\u304c\u96c6\u4e2d\u3059\u308b\u3002\u3057\u304b\u3057\u6307\u6a19\u306b\u5bc4\u305b\u308b\u307b\u3069\u3001\u6307\u6a19\u304c\u30b2\u30fc\u30e0\u5316\u3055\u308c\u3001\u5b9f\u8cea\u54c1\u8cea\u304c\u52a3\u5316\u3059\u308b\uff08Goodhart \/ Campbell \u306e\u7f60\uff09<a href=\"#ref11\">[11]<\/a><a href=\"#ref12\">[12]<\/a><a href=\"#ref13\">[13]<\/a>\u3002\u3053\u306e\u3068\u304d\u201c\u6e2c\u308c\u306a\u3044\u8a55\u4fa1\u201d\u306f\u30b3\u30b9\u30c8\u3068\u3057\u3066\u6271\u308f\u308c\u3001\u5f8c\u5de5\u7a0b\u306b\u62bc\u3057\u4ed8\u3051\u3089\u308c\u308b\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u76e3\u67fb\u3001\u627f\u8a8d\u3001\u518d\u73fe\u6027\u78ba\u8a8d\u304c\u8a70\u307e\u308a\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5f8c\u5de5\u7a0b\u3078\u79fb\u52d5\u3059\u308b\u3002\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u8a55\u4fa1\u304c\u5f31\u3044\u7d44\u7e54\u307b\u3069\u300c\u751f\u6210\u306e\u6210\u529f\u4f53\u9a13\u300d\u3092\u5148\u306b\u5f97\u3066\u3057\u307e\u3044\u3001\u8a55\u4fa1\u8a2d\u8a08\u3078\u306e\u6295\u8cc7\u304c\u9045\u308c\u308b\u70b9\u3067\u3042\u308b\u3002\u5358\u4e00\u30b9\u30b3\u30a2\u3067\u826f\u5426\u3092\u6c7a\u3081\u305a\u3001\u30b7\u30ca\u30ea\u30aa\u5225\u306b\u8907\u6570\u306e\u89b3\u70b9\u3067\u8a55\u4fa1\u3059\u308b\u67a0\u7d44\u307f\u3092\u53c2\u7167\u3059\u308b\u306e\u306f\u3001\u3053\u306e\u7f60\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3042\u308b<a href=\"#ref14\">[14]<\/a>\u3002<\/p>\n<h3>13.3 \u30ec\u30d3\u30e5\u30fc\u7d4c\u6e08\u5b66\uff1a\u4f9b\u7d66\u904e\u5270\u306b\u306a\u308b\u307b\u3069\u3001\u4fe1\u983c\u306e\u30b7\u30b0\u30ca\u30eb\u304c\u9ad8\u5024\u306b\u306a\u308b<\/h3>\n<p>\u5e02\u5834\u3067\u3082\u7d44\u7e54\u3067\u3082\u3001\u300c\u6210\u679c\u7269\u306e\u4f9b\u7d66\u91cf\u300d\u304c\u5897\u3048\u308b\u307b\u3069\u300c\u8a55\u4fa1\u306e\u5e0c\u5c11\u6027\u300d\u304c\u5897\u3059\u3002\u751f\u6210\u304c\u6c11\u4e3b\u5316\u3055\u308c\u308b\u3068\u3001\u898b\u305f\u76ee\u306e\u6574\u3063\u305f\u6210\u679c\u7269\u306f\u5e0c\u5c11\u6027\u3092\u5931\u3044\u3001\u4fe1\u983c\u30fb\u518d\u73fe\u6027\u30fb\u76e3\u67fb\u5bfe\u5fdc\u3068\u3044\u3063\u305f\u30b7\u30b0\u30ca\u30eb\u3078\u4fa1\u5024\u304c\u79fb\u308b\u3002\u3053\u308c\u306f\u30b7\u30b0\u30ca\u30ea\u30f3\u30b0\uff08\u826f\u3044\u3082\u306e\u306f\u30b3\u30b9\u30c8\u3092\u6255\u3063\u3066\u4fe1\u53f7\u3092\u51fa\u3059\uff09\u3068\u3001\u60c5\u5831\u306e\u975e\u5bfe\u79f0\uff08\u58f2\u308a\u624b\u304c\u54c1\u8cea\u3092\u77e5\u308a\u3001\u8cb7\u3044\u624b\u304c\u77e5\u3089\u306a\u3044\uff09\u3068\u3044\u3046 2 \u3064\u306e\u53e4\u5178\u67a0\u3067\u8aac\u660e\u3067\u304d\u308b<a href=\"#ref20\">[20]<\/a><a href=\"#ref21\">[21]<\/a>\u3002\u751f\u6210\u7269\u304c\u5897\u3048\u308b\u307b\u3069\u3001\u8cb7\u3044\u624b\u306f\u300c\u30ec\u30d3\u30e5\u30fc\u3067\u304d\u308b\u4e3b\u4f53\u300d\u3084\u300c\u691c\u8a3c\u30d7\u30ed\u30bb\u30b9\u300d\u3092\u4fe1\u983c\u306e\u4ee3\u7406\u3068\u3057\u3066\u8cb7\u3046\u3088\u3046\u306b\u306a\u308b\u3002\u305d\u306e\u7d50\u679c\u3001(a) \u8a55\u4fa1\u3067\u304d\u308b\u4eba\u306b\u627f\u8a8d\u6a29\u9650\u304c\u96c6\u4e2d\u3057\u3001(b) \u8a55\u4fa1\u3067\u304d\u308b\u7d44\u7e54\u304c\u914d\u5206\u6a29\u3092\u63e1\u308a\u3001(c) \u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u304c\u69cb\u9020\u7684\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u3002\u3053\u3053\u307e\u3067\u6765\u308b\u3068\u3001\u683c\u5dee\u306f\u77e5\u8b58\u91cf\u3067\u306f\u306a\u304f\u300c\u8a55\u4fa1\u3092\u5236\u5ea6\u5316\u3057\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u843d\u3068\u3055\u305a\u306b\u4fe1\u983c\u3092\u4f9b\u7d66\u3067\u304d\u308b\u80fd\u529b\u5dee\u300d\u3068\u3057\u3066\u8868\u308c\u308b\u3002<\/p>\n<p>\u4ee5\u4e0a\u3088\u308a\u3001\u300c\u8a55\u4fa1\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u300d\u306e\u306f\u5076\u7136\u3067\u306f\u306a\u304f\u3001\u751f\u6210\u30b3\u30b9\u30c8\u4f4e\u4e0b\u304c (1) \u500b\u4eba\u306e\u505c\u6b62\u6761\u4ef6\u554f\u984c\u3092\u9855\u5728\u5316\u3055\u305b\u3001(2) \u7d44\u7e54\u306e\u6307\u6a19\u6700\u9069\u5316\u3092\u8a98\u767a\u3057\u3001(3) \u5e02\u5834\u30fb\u7d44\u7e54\u306e\u4fe1\u983c\u30b7\u30b0\u30ca\u30eb\u3092\u5e0c\u5c11\u5316\u3059\u308b\u304b\u3089\u3067\u3042\u308b\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u683c\u5dee\u3092\u5897\u5e45\u304b\u3089\u5e95\u4e0a\u3052\u3078\u5bc4\u305b\u308b\u8a2d\u8a08\u70b9\u306f\u300c\u751f\u6210\u3092\u901f\u304f\u3059\u308b\u3053\u3068\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u505c\u6b62\u6761\u4ef6\u30fb\u691c\u7b97\u30fb\u53cd\u8a3c\u63a2\u7d22\u3092\u6210\u679c\u7269\u5316\u3057\u3001\u8a55\u4fa1\u3092\u5236\u5ea6\u3068\u3057\u3066\u5171\u6709\u3059\u308b\u3053\u3068\u300d\u306b\u3042\u308b\u3002\u3053\u308c\u306f\u300110 \u7ae0\u3067\u8ff0\u3079\u305f\u300c\u8a55\u4fa1\u3068\u7d71\u6cbb\u306e\u8a2d\u8a08\u300d\u304c\u5b9f\u52d9\u8ab2\u984c\u3068\u306a\u308b\u7406\u7531\u3067\u3082\u3042\u308b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8981\u56e0<\/th>\n<th>\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u5316\u306e\u30e1\u30ab\u30cb\u30ba\u30e0<\/th>\n<th>\u89b3\u6e2c\u53ef\u80fd\u6307\u6a19<\/th>\n<th>\u6539\u5584\u8a2d\u8a08\u306e\u65b9\u5411<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8a8d\u77e5\u8cc7\u6e90<\/td>\n<td>\u751f\u6210\u5019\u88dc\u304c\u5897\u3048\u308b\u307b\u3069\u505c\u6b62\u6761\u4ef6\u30fb\u691c\u7b97\u8ca0\u8377\u304c\u5897\u52a0\u3057\u3001\u8a55\u4fa1\u5de5\u7a0b\u304c\u9045\u5ef6\u3059\u308b<\/td>\n<td>\u610f\u601d\u6c7a\u5b9a\u6642\u9593\u306e\u5206\u5e03\u3001\u518d\u691c\u7b97\u7387\u3001\u5224\u65ad\u30a8\u30e9\u30fc\u7387<\/td>\n<td>\u505c\u6b62\u6761\u4ef6\u306e\u660e\u6587\u5316\u3001\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u5316\u3001\u53cd\u8a3c\u63a2\u7d22\u30d7\u30ed\u30bb\u30b9\u306e\u6a19\u6e96\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u7d44\u7e54\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6<\/td>\n<td>\u6e2c\u5b9a\u53ef\u80fd\u306a\u51fa\u529b\u91cf\u30fb\u901f\u5ea6\u6307\u6a19\u306b\u6700\u9069\u5316\u304c\u96c6\u4e2d\u3057\u3001\u8a55\u4fa1\u5de5\u7a0b\u304c\u5f8c\u56de\u3057\u306b\u306a\u308b<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u5f85\u3061\u6642\u9593\u3001\u5dee\u3057\u623b\u3057\u7387\u3001\u54c1\u8cea\u4e8b\u6545\u7387<\/td>\n<td>\u8a55\u4fa1\u6307\u6a19\u306e\u591a\u8ef8\u5316\u3001\u30ec\u30d3\u30e5\u30fc\u5de5\u6570\u306eKPI\u5316\u3001\u54c1\u8cea\u8cac\u4efb\u306e\u660e\u78ba\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u30ec\u30d3\u30e5\u30fc\u7d4c\u6e08\u5b66<\/td>\n<td>\u6210\u679c\u7269\u4f9b\u7d66\u904e\u5270\u306b\u3088\u308a\u4fe1\u983c\u30b7\u30b0\u30ca\u30eb\u304c\u5e0c\u5c11\u5316\u3057\u3001\u8a55\u4fa1\u4e3b\u4f53\u306b\u6a29\u9650\u304c\u96c6\u4e2d\u3059\u308b<\/td>\n<td>\u30ec\u30d3\u30e5\u30fc\u96c6\u4e2d\u5ea6\u3001\u627f\u8a8d\u6a29\u9650\u96c6\u4e2d\u5ea6\u3001\u76e3\u67fb\u5f85\u3061\u6642\u9593<\/td>\n<td>\u8a55\u4fa1\u57fa\u76e4\u306e\u5171\u6709\u5316\u3001\u81ea\u52d5\u691c\u8a3c\u306e\u524d\u6bb5\u914d\u7f6e\u3001\u30ec\u30d3\u30e5\u30fc\u80fd\u529b\u306e\u5206\u6563\u914d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr>\n<h2>14. \u307e\u3068\u3081<\/h2>\n<p>\u4ee5\u4e0a\u3092\u8e0f\u307e\u3048\u3001AI \u5229\u7528\u3092\u4e00\u3064\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3068\u3057\u3066\u6574\u7406\u3059\u308b\u3068\u3001\u6b21\u306e\u69cb\u9020\u306b\u306a\u308b\u3002<\/p>\n<p>AI \u306e\u5f71\u97ff\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u300cAI \u304c\u4f55\u3092\u3067\u304d\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u4eba\u9593\u304c AI \u3092\u3069\u306e\u3088\u3046\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u5229\u7528\u3059\u308b\u304b\u300d\u3092\u5206\u89e3\u3057\u3066\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002AI \u3092\u5229\u7528\u3057\u305f\u6210\u679c\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u5927\u304d\u304f\u6b21\u306e\u56db\u6bb5\u968e\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u3002<\/p>\n<ol>\n<li>\u4f55\u3092\u3084\u3089\u305b\u308b\u304b\u3092\u5b9a\u7fa9\u3059\u308b\uff08\u554f\u984c\u8a2d\u5b9a\u30fb\u30bf\u30b9\u30af\u5206\u89e3\uff09<\/li>\n<li>\u3069\u3046\u751f\u6210\u3055\u305b\u308b\u304b\u3092\u8a2d\u8a08\u3059\u308b\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u30fb\u624b\u9806\u8a2d\u8a08\uff09<\/li>\n<li>\u51fa\u529b\u3092\u8a55\u4fa1\u3059\u308b\uff08\u6b63\u78ba\u6027\u30fb\u59a5\u5f53\u6027\u30fb\u9069\u7528\u53ef\u80fd\u6027\u306e\u5224\u65ad\uff09<\/li>\n<li>\u7d50\u679c\u3092\u610f\u601d\u6c7a\u5b9a\u306b\u63a5\u7d9a\u3059\u308b\uff08\u63a1\u7528\u30fb\u4fee\u6b63\u30fb\u7d71\u5408\uff09<\/li>\n<\/ol>\n<p>\u751f\u6210 AI \u306f\u4e3b\u3068\u3057\u3066\u7b2c\u4e8c\u6bb5\u968e\u3001\u3059\u306a\u308f\u3061\u751f\u6210\u305d\u306e\u3082\u306e\u306e\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u4f4e\u4e0b\u3055\u305b\u308b\u3002\u4e00\u65b9\u3067\u3001\u7b2c\u4e00\u6bb5\u968e\uff08\u554f\u984c\u8a2d\u5b9a\uff09\u3001\u7b2c\u4e09\u6bb5\u968e\uff08\u8a55\u4fa1\uff09\u3001\u7b2c\u56db\u6bb5\u968e\uff08\u7d71\u5408\u30fb\u610f\u601d\u6c7a\u5b9a\uff09\u306f\u4f9d\u7136\u3068\u3057\u3066\u4eba\u9593\u5074\u306e\u8a8d\u77e5\u80fd\u529b\u3068\u7d4c\u9a13\u306b\u5f37\u304f\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u81ea\u52d5\u5316\u306e\u9032\u5c55\u306f\u9650\u5b9a\u7684\u3067\u3042\u308b\u3002\u3053\u306e\u975e\u5bfe\u79f0\u6027\u304c\u3001AI \u5c0e\u5165\u5f8c\u306e\u6210\u679c\u5206\u5e03\u306e\u69cb\u9020\u3092\u6c7a\u5b9a\u3059\u308b\u3002<\/p>\n<p>\u672c\u7a3f\u5168\u4f53\u306e\u8b70\u8ad6\u3092\u7d71\u5408\u3059\u308b\u3068\u3001\u751f\u6210\u80fd\u529b\u306e\u5e73\u5747\u5316\u304c\u9032\u3080\u3068\u3001\u6210\u679c\u5dee\u306f\u5358\u7d14\u306a\u77e5\u8b58\u91cf\u306e\u5dee\u3067\u306f\u306a\u304f\u3001<strong>\u601d\u8003\u8a2d\u8a08\u80fd\u529b\uff08\u4f55\u3092 AI \u306b\u3084\u3089\u305b\u308b\u304b\uff09<\/strong>\u3068<strong>\u8a55\u4fa1\u30fb\u7d71\u5408\u80fd\u529b\uff08\u7d50\u679c\u3092\u3069\u3046\u6271\u3046\u304b\uff09<\/strong>\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u5dee\u3068\u3057\u3066\u518d\u914d\u5206\u3055\u308c\u308b\u3002\u3053\u306e\u518d\u914d\u5206\u306e\u7d50\u679c\u3001\u6210\u679c\u3092\u5de6\u53f3\u3059\u308b\u4e3b\u8981\u56e0\u306f\u751f\u6210\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u554f\u984c\u8a2d\u5b9a\u30fb\u8a55\u4fa1\u30fb\u7d71\u5408\u3092\u8a2d\u8a08\u3059\u308b\u80fd\u529b\u3078\u79fb\u52d5\u3059\u308b\u3002<\/p>\n<p>\u3053\u306e\u7d50\u679c\u3001AI \u5c0e\u5165\u74b0\u5883\u3067\u306f\u3001\u5e73\u5747\u7684\u306a\u751f\u7523\u6027\u5411\u4e0a\u3068\u540c\u6642\u306b\u6210\u679c\u5206\u5e03\u306e\u5206\u6563\u62e1\u5927\u3001\u30ec\u30d3\u30e5\u30fc\u30fb\u610f\u601d\u6c7a\u5b9a\u5de5\u7a0b\u3078\u306e\u8ca0\u8377\u96c6\u4e2d\u304c\u89b3\u6e2c\u3055\u308c\u3084\u3059\u304f\u306a\u308b\u3002\u89b3\u6e2c\u3055\u308c\u308b\u683c\u5dee\u62e1\u5927\u306e\u672c\u8cea\u306f\u3001<a href=\"https:\/\/blog.id774.net\/entry\/2025\/12\/20\/3104\/\">\u77e5\u80fd<\/a>\u305d\u306e\u3082\u306e\u306e\u5dee\u306e\u62e1\u5927\u3067\u306f\u306a\u304f\u3001\u554f\u984c\u8a2d\u5b9a\u30fb\u8a55\u4fa1\u30fb\u904b\u7528\u3092\u542b\u3080\u300cAI \u306e\u4f7f\u3044\u65b9\u300d\u3092\u8a2d\u8a08\u3067\u304d\u308b\u80fd\u529b\u5dee\u304c\u3001\u793e\u4f1a\u7684\u30fb\u7d44\u7e54\u7684\u6210\u679c\u306e\u5dee\u3068\u3057\u3066\u53ef\u8996\u5316\u3055\u308c\u308b\u70b9\u306b\u3042\u308b\u3002<\/p>\n<hr>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ol>\n<li id=\"ref1\">Dell\u2019Acqua, F. et al. Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality. <a href=\"https:\/\/www.hbs.edu\/ris\/Publication%20Files\/24-013_d9b45b68-9e74-42d6-a1c6-c72fb70c7282.pdf\">https:\/\/www.hbs.edu\/ris\/Publication%20Files\/24-013_d9b45b68-9e74-42d6-a1c6-c72fb70c7282.pdf<\/a><\/li>\n<li id=\"ref2\">Noy, S., Zhang, W. Experimental Evidence on the Productivity Effects of Generative Artificial Intelligence. <a href=\"https:\/\/www.science.org\/doi\/10.1126\/science.adh2586\">https:\/\/www.science.org\/doi\/10.1126\/science.adh2586<\/a><\/li>\n<li id=\"ref3\">Brynjolfsson, E., Li, D., Raymond, L. Generative AI at Work. <a href=\"https:\/\/danielle.li\/assets\/docs\/GenerativeAIatWork.pdf\">https:\/\/danielle.li\/assets\/docs\/GenerativeAIatWork.pdf<\/a><\/li>\n<li id=\"ref4\">Simon, H. A. 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Processing Fluency and Aesthetic Pleasure. <a href=\"https:\/\/psy2.ucsd.edu\/~pwinkiel\/reber-schwarz-winkielman-beauty-PSPR-2004.pdf\">https:\/\/psy2.ucsd.edu\/~pwinkiel\/reber-schwarz-winkielman-beauty-PSPR-2004.pdf<\/a><\/li>\n<li id=\"ref8\">Unkelbach, C. Fluency and positivity as possible causes of the truth effect. <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1053810010001819\">https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1053810010001819<\/a><\/li>\n<li id=\"ref9\">Huang, L. et al. A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions. <a href=\"https:\/\/arxiv.org\/abs\/2311.05232\">https:\/\/arxiv.org\/abs\/2311.05232<\/a><\/li>\n<li id=\"ref10\">OpenAI. GPT-4 Technical Report. <a href=\"https:\/\/arxiv.org\/abs\/2303.08774\">https:\/\/arxiv.org\/abs\/2303.08774<\/a><\/li>\n<li id=\"ref11\">Liang, P. et al. Holistic Evaluation of Language Models. <a href=\"https:\/\/arxiv.org\/abs\/2211.09110\">https:\/\/arxiv.org\/abs\/2211.09110<\/a><\/li>\n<li id=\"ref12\">Goodhart, C. Goodhart&#8217;s Law (Libellio dossier PDF). <a href=\"https:\/\/lelibellio.com\/wp-content\/uploads\/2013\/02\/Pages-29-%C3%A0-33-Goodhart-Ch.-2013-dossier-Goodharts-Law-Libellio-vol.-9-n%C2%B0-4.pdf\">https:\/\/lelibellio.com\/wp-content\/uploads\/2013\/02\/Pages-29-%C3%A0-33-Goodhart-Ch.-2013-dossier-Goodharts-Law-Libellio-vol.-9-n%C2%B0-4.pdf<\/a><\/li>\n<li id=\"ref13\">Campbell, D. T. Assessing the Impact of Planned Social Change (1979). <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/014971897990048X\">https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/014971897990048X<\/a><\/li>\n<li id=\"ref14\">CNA. Goodhart\u2019s Law: Recognizing and Mitigating Manipulation of Measures in Analysis (2022). <a href=\"https:\/\/www.cna.org\/reports\/2022\/09\/Goodharts-Law-Recognizing-Mitigating-Manipulation-Measures-in-Analysis.pdf\">https:\/\/www.cna.org\/reports\/2022\/09\/Goodharts-Law-Recognizing-Mitigating-Manipulation-Measures-in-Analysis.pdf<\/a><\/li>\n<li id=\"ref15\">Thaler, R. H., Sunstein, C. R. Nudge. <a href=\"https:\/\/yalebooks.yale.edu\/book\/9780300262285\/nudge\/\">https:\/\/yalebooks.yale.edu\/book\/9780300262285\/nudge\/<\/a><\/li>\n<li id=\"ref16\">Zuboff, S. The Age of Surveillance Capitalism. <a href=\"https:\/\/www.publicaffairsbooks.com\/titles\/shoshana-zuboff\/the-age-of-surveillance-capitalism\/9781610395694\/\">https:\/\/www.publicaffairsbooks.com\/titles\/shoshana-zuboff\/the-age-of-surveillance-capitalism\/9781610395694\/<\/a><\/li>\n<li id=\"ref17\">O\u2019Neil, C. Weapons of Math Destruction. <a href=\"https:\/\/www.penguinrandomhouse.com\/books\/241363\/weapons-of-math-destruction-by-cathy-oneil\/\">https:\/\/www.penguinrandomhouse.com\/books\/241363\/weapons-of-math-destruction-by-cathy-oneil\/<\/a><\/li>\n<li id=\"ref18\">Autor, D. H. Why Are There Still So Many Jobs?. <a href=\"https:\/\/www.aeaweb.org\/articles?id=10.1257\/jep.29.3.3\">https:\/\/www.aeaweb.org\/articles?id=10.1257\/jep.29.3.3<\/a><\/li>\n<li id=\"ref19\">Acemoglu, D., Restrepo, P. Artificial Intelligence, Automation and Work. <a href=\"https:\/\/www.nber.org\/system\/files\/working_papers\/w24196\/w24196.pdf\">https:\/\/www.nber.org\/system\/files\/working_papers\/w24196\/w24196.pdf<\/a><\/li>\n<li id=\"ref20\">Spence, M. Job Market Signaling (1973). <a href=\"https:\/\/www.sfu.ca\/~allen\/Spence.pdf\">https:\/\/www.sfu.ca\/~allen\/Spence.pdf<\/a><\/li>\n<li id=\"ref21\">Barocas, S., Selbst, A. D. Big Data\u2019s Disparate Impact (2016). <a href=\"https:\/\/www.cs.yale.edu\/homes\/jf\/BarocasSelbst.pdf\">https:\/\/www.cs.yale.edu\/homes\/jf\/BarocasSelbst.pdf<\/a><\/li>\n<li id=\"ref22\">Akerlof, G. A. The Market for \u201cLemons\u201d (1970). <a href=\"https:\/\/www.sfu.ca\/~wainwrig\/Econ400\/akerlof.pdf\">https:\/\/www.sfu.ca\/~wainwrig\/Econ400\/akerlof.pdf<\/a><\/li>\n<li id=\"ref23\">Thongtanunam, P. et al. Review Participation in Modern Code Review: An Empirical Study of the Android, Qt, and OpenStack Projects. <a href=\"https:\/\/sailresearch.github.io\/sail-website\/data\/pdfs\/EMSE2016_ReviewParticipationInModernCodeReviewAnEmpiricalStudyOfTheAndroidQtAndOpenStackProjects.pdf\">https:\/\/sailresearch.github.io\/sail-website\/data\/pdfs\/EMSE2016_ReviewParticipationInModernCodeReviewAnEmpiricalStudyOfTheAndroidQtAndOpenStackProjects.pdf<\/a><\/li>\n<li id=\"ref24\">Hajari, F. et al. Factoring Expertise, Workload, and Turnover Into Code Review. <a href=\"https:\/\/www.computer.org\/csdl\/journal\/ts\/2024\/04\/10444097\/1ULQZG06Sys\">https:\/\/www.computer.org\/csdl\/journal\/ts\/2024\/04\/10444097\/1ULQZG06Sys<\/a><\/li>\n<li id=\"ref25\">Speier, C., Valacich, J. S., Vessey, I. The Influence of Task Interruption on Individual Decision Making. <a href=\"https:\/\/www.interruptions.net\/literature\/Speier-DS99.pdf\">https:\/\/www.interruptions.net\/literature\/Speier-DS99.pdf<\/a><\/li>\n<li id=\"ref26\">Fowler, M. Continuous Integration. <a href=\"https:\/\/martinfowler.com\/articles\/continuousIntegration.html\">https:\/\/martinfowler.com\/articles\/continuousIntegration.html<\/a><\/li>\n<li id=\"ref27\">Claessen, K., Hughes, J. QuickCheck: A Lightweight Tool for Random Testing of Haskell Programs. <a href=\"https:\/\/www.cs.tufts.edu\/~nr\/cs257\/archive\/john-hughes\/quick.pdf\">https:\/\/www.cs.tufts.edu\/~nr\/cs257\/archive\/john-hughes\/quick.pdf<\/a><\/li>\n<li id=\"ref28\">ISO\/IEC 25010:2011, Systems and software engineering \u2014 Systems and software Quality Requirements and Evaluation (SQuaRE) \u2014 System and software quality models. <a href=\"https:\/\/www.iso.org\/standard\/35733.html\">https:\/\/www.iso.org\/standard\/35733.html<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210 AI \u304c\u666e\u53ca\u3059\u308b\u3068\u300c\u307f\u3093\u306a\u304c\u8ce2\u304f\u306a\u308b\u306e\u304b\u300d\u300c\u5dee\u304c\u5e83\u304c\u308b\u306e\u304b\u300d\u3092\u4e8c\u629e\u3067\u8a9e\u308a\u305f\u304f\u306a\u308b\u3002\u3057\u304b\u3057\u3053\u306e\u4e8c\u629e\u306f\u3001\u8b70\u8ad6\u306e\u7c92\u5ea6\u304c\u5408\u3063\u3066\u3044\u306a\u3044\u3002\u73fe\u5b9f\u306b\u8d77\u304d\u308b\u306e\u306f\u3001(a) \u751f\u6210\u30b3\u30b9\u30c8\u306e\u6025\u843d\u306b\u3088\u308a\u5e73\u5747\u6210\u679c\u304c\u4e0a\u304c\u308a\u3084\u3059\u3044\u5c40\u9762\u3068\u3001(b) \u751f &#8230; <a title=\"AI \u306f\u601d\u8003\u8a2d\u8a08\u683c\u5dee\u3092\u62e1\u5927\u3059\u308b\" class=\"read-more\" href=\"https:\/\/blog.id774.net\/entry\/2026\/02\/19\/3698\/\" aria-label=\"AI \u306f\u601d\u8003\u8a2d\u8a08\u683c\u5dee\u3092\u62e1\u5927\u3059\u308b \u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8aad\u3080\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25],"tags":[],"class_list":["post-3698","post","type-post","status-publish","format-standard","hentry","category-society"],"_links":{"self":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/3698","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/comments?post=3698"}],"version-history":[{"count":28,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/3698\/revisions"}],"predecessor-version":[{"id":3726,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/3698\/revisions\/3726"}],"wp:attachment":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/media?parent=3698"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/categories?post=3698"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/tags?post=3698"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}