\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3078\u306e\u61d0\u7591\u3068AI\u6642\u4ee3\u306e\u793e\u4f1a\u7684\u5f71\u97ff\u3000\u793e\u4f1a\u8a2d\u8a08\u3092\u8003\u3048\u308b<\/title>\n <meta name=\"description\" content=\"AI\u6642\u4ee3\u306b\u304a\u3051\u308b\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3001\u305d\u306e\u6b74\u53f2\u7684\u80cc\u666f\u3001\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u306e\u5fdc\u7528\u3068\u30ea\u30b9\u30af\u3001AI\u502b\u7406\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8ad6\u70b9\u30928000\u6587\u5b57\u898f\u6a21\u3067\u5fb9\u5e95\u89e3\u8aac\u3002\">\n <style>\n body {font-family: \"MS \u30b4\u30b7\u30c3\u30af\", Consolas, monospace; background: #f8f8f8; color: #212121; line-height: 1.8; padding: 40px;}\n h1, h2, h3 {color: #18499d;}\n blockquote {border-left: 3px solid #18499d; margin: 1em 0; padding: 1em; background: #f1f5fb;}\n pre {background: #ececec; padding: 1em;}\n .keyword {color: #144ba1; font-weight: bold;}\n .attention {background: #ffefef; border: 1px solid #e57474; padding: 1em;}\n <\/style>\n<\/head>\n<body>\n\n\n <h2>\u306f\u3058\u3081\u306b<\/h2>\n <p>\n \u300c\u76f8\u95a2\uff08Correlation\uff09\u300d\u3068\u300c\u56e0\u679c\uff08Causation\uff09\u300d\u306f\u3001\u79d1\u5b66\u30fb\u7d71\u8a08\u5b66\u30fbAI\u5206\u91ce\u3067\u5e38\u306b\u8b70\u8ad6\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c6\u30fc\u30de\u3067\u3059\u3002<br>\n \u30c7\u30fc\u30bf\u3092\u6271\u3046\u73fe\u5834\u3067\u306f\u300cA\u3068B\u304c\u540c\u6642\u306b\u767a\u751f\u3059\u308b\uff1dA\u304cB\u3092\u5f15\u304d\u8d77\u3053\u3059\u300d\u3068\u601d\u3044\u8fbc\u307f\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u969b\u306f\u307e\u3063\u305f\u304f\u5225\u7269\u3067\u3059\u3002<br>\n \u3053\u306e\u533a\u5225\u3092\u66d6\u6627\u306b\u3059\u308b\u3053\u3068\u304c\u3001\u7814\u7a76\u30fb\u7523\u696d\u30fb\u653f\u6cbb\u30fb\u793e\u4f1a\u5168\u4f53\u306b\u3069\u308c\u307b\u3069\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304d\u305f\u304b\u3001\u305d\u3057\u3066\u73fe\u4ee3\u306eAI\u304c\u3053\u306e\u554f\u984c\u306b\u3069\u3046\u5411\u304d\u5408\u3046\u304b\u3092\u3001\u672c\u7a3f\u3067\u5fb9\u5e95\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n\n <h2>\u57fa\u790e\u7528\u8a9e\u306e\u78ba\u8a8d\uff1a\u76f8\u95a2\u30fb\u56e0\u679c\u30fb\u6df7\u540c<\/h2>\n <ul>\n <li><span class=\"keyword\">\u76f8\u95a2\uff08Correlation\uff09<\/span>\uff1a\u4e8c\u3064\u306e\u5909\u6570\u304c\u540c\u6642\u306b\u5897\u6e1b\u3059\u308b\u306a\u3069\u3001\u7d71\u8a08\u7684\u306a\u95a2\u4fc2\u6027\u3092\u793a\u3059\u73fe\u8c61\u3002\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/li>\n <li><span class=\"keyword\">\u56e0\u679c\uff08Causation\uff09<\/span>\uff1a\u4e00\u65b9\u304c\u4ed6\u65b9\u3092\u76f4\u63a5\u7684\u306b\u5f15\u304d\u8d77\u3053\u3059\u95a2\u4fc2\u3002\u300cA\u304cB\u306e\u539f\u56e0\u3067\u3042\u308b\u300d\u3068\u8a00\u3044\u5207\u308c\u308b\u5834\u5408\u3002<\/li>\n <li><span class=\"keyword\">\u6df7\u540c\u8981\u56e0\uff08Confounding factor\uff09<\/span>\uff1a\u7b2c\u4e09\u306e\u8981\u7d20\u304cA\u3068B\u306b\u540c\u6642\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3057\u3001\u898b\u305b\u304b\u3051\u306e\u76f8\u95a2\u3084\u56e0\u679c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u3002<\/li>\n <\/ul>\n <blockquote>\n \u4f8b\uff1a\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u306e\u58f2\u4e0a\u3068\u6c34\u96e3\u4e8b\u6545\u306f\u590f\u306b\u5897\u52a0\u3059\u308b\u304c\u3001\u3053\u308c\u306f\u300c\u6691\u3055\u300d\u3068\u3044\u3046\u5171\u901a\u8981\u56e0\uff08Confounder\uff09\u304c\u4e21\u65b9\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u305f\u3081\u3002\u300c\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u304c\u4e8b\u6545\u3092\u5897\u3084\u3059\u300d\u3068\u306f\u8a00\u3048\u306a\u3044\u3002\n <\/blockquote>\n\n <h2>\u6b74\u53f2\u7684\u80cc\u666f\uff1a\u7523\u696d\u754c\u306b\u3088\u308b\u300c\u7591\u5ff5\u300d\u306e\u5229\u7528<\/h2>\n <p>\n \u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u6df7\u540c\u306f\u3001\u610f\u56f3\u7684\u306b\u5229\u7528\u3055\u308c\u3066\u304d\u305f\u6b74\u53f2\u304c\u3042\u308b\u3002\u4ee3\u8868\u4f8b\u306f\u30bf\u30d0\u30b3\u696d\u754c\u3068\u77f3\u6cb9\u696d\u754c\u3002<br>\n <b>1960\u5e74\u4ee3\uff5e1980\u5e74\u4ee3\u3001\u7c73\u30bf\u30d0\u30b3\u4f01\u696d\u306f\u300c\u80ba\u304c\u3093\u3068\u306e\u56e0\u679c\u95a2\u4fc2\u306f\u8a3c\u660e\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u4e3b\u5f35\u3057\u7d9a\u3051\u305f\u3002<\/b>\u307e\u305f\u3001\u77f3\u6cb9\u696d\u754c\u3082\u6c17\u5019\u5909\u52d5\u5bfe\u7b56\u3092\u9045\u3089\u305b\u308b\u305f\u3081\u3001\u300cCO<sub>2<\/sub>\u6392\u51fa\u3068\u6e29\u6696\u5316\u306e\u76f8\u95a2\u306f\u3042\u308b\u304c\u3001\u56e0\u679c\u95a2\u4fc2\u304c\u4e0d\u660e\u78ba\u3060\u300d\u3068\u793e\u4f1a\u306b\u7591\u5ff5\u3092\u690d\u3048\u4ed8\u3051\u3066\u304d\u305f\u3002\n <\/p>\n <div class=\"attention\">\n <strong>\u6ce8\u610f\uff1a<\/strong><br>\n \u79d1\u5b66\u7684\u5408\u610f\u5f62\u6210\u304c\u9045\u308c\u3001\u898f\u5236\u3084\u653f\u7b56\u304c\u6570\u5341\u5e74\u5358\u4f4d\u3067\u5f8c\u9000\u3057\u305f\u4e8b\u4f8b\u306f\u591a\u3044\u3002\u3053\u3053\u3067\u300c\u76f8\u95a2\u3068\u56e0\u679c\u306e\u533a\u5225\u300d\u304c\u60aa\u7528\u3055\u308c\u305f\u3002\n <\/div>\n\n <h2>\u73fe\u4ee3AI\u3068\u56e0\u679c\u63a8\u8ad6\uff1a\u300c\u6279\u5224\u7684\u601d\u8003\u300d\u306eAI\u306f\u4e07\u80fd\u304b\uff1f<\/h2>\n <p>\n 2020\u5e74\u4ee3\u5f8c\u534a\u3001AI\u306e\u6025\u901f\u306a\u9032\u5316\u3068\u5171\u306b\u3001\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u300c\u56e0\u679c\u63a8\u8ad6\uff08Causal inference\uff09\u300d\u306e\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3057\u305f\u3002<br>\n \u7c73\u56fd\u3067\u306f\u30ea\u30b9\u30af\u30a2\u30bb\u30b9\u30e1\u30f3\u30c8\u5206\u91ce\u3067\u300cAI\u306b\u3088\u308b\u8ad6\u6587\u7cbe\u67fb\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u8907\u6570\u7acb\u3061\u4e0a\u304c\u308a\u3001\u7279\u306b\u6709\u5bb3\u7269\u8cea\u898f\u5236\u306e\u5206\u91ce\u3067\u300c\u76f8\u95a2\u3068\u56e0\u679c\u306e\u6df7\u540c\u300d\u3092AI\u304c\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b\u4ed5\u7d44\u307f\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u308b\u3002\n <\/p>\n <ul>\n <li>\u75ab\u5b66\u8ad6\u6587\u306e\u5be9\u67fb\u306bAI\u3092\u7528\u3044\u3001\u300c\u76f8\u95a2\u2192\u56e0\u679c\u300d\u306e\u8aa4\u8a8d\u3092\u6307\u6458\u3059\u308b<\/li>\n <li>\u7523\u696d\u754c\u304c\u8cc7\u91d1\u63d0\u4f9b\u3059\u308bAI\u30c4\u30fc\u30eb\u304c\u3001\u898f\u5236\u3092\u9045\u5ef6\u3055\u305b\u308b\u6839\u62e0\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u308b<\/li>\n <li>AI\u5be9\u67fb\u304c\u300c\u65b0\u305f\u306a\u30a4\u30a8\u30b9\u30fb\u30ce\u30fc\u5224\u5b9a\u88c5\u7f6e\u300d\u3068\u3057\u3066\u6feb\u7528\u3055\u308c\u308b\u30ea\u30b9\u30af<\/li>\n <\/ul>\n\n <h3>\u5b9f\u4f8b\uff1a\u7c73\u56fd\u5316\u5b66\u4f1a\u8b70\u6240(ACC)\u306b\u3088\u308bAI\u5be9\u67fb\u30c4\u30fc\u30eb<\/h3>\n <p>\n 2025\u5e74\u73fe\u5728\u3001ACC\u652f\u63f4\u306e\u3082\u3068\u958b\u767a\u3055\u308c\u305fAI\u30c4\u30fc\u30eb\u306f\u3001\u75ab\u5b66\u8ad6\u6587\u3092\u81ea\u52d5\u3067\u8aad\u307f\u8fbc\u307f\u3001\u56e0\u679c\u6027\u304c\u793a\u5506\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u6a5f\u68b0\u7684\u306b\u5224\u65ad\u3057\u307e\u3059\u3002<br>\n \u4e00\u898b\u3001\u79d1\u5b66\u7684\u53b3\u5bc6\u6027\u3092\u62c5\u4fdd\u3059\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u3001\u300c\u7523\u696d\u754c\u306b\u90fd\u5408\u3088\u304f\u7591\u5ff5\u3092\u5f37\u8abf\u3059\u308b\u300d\u61f8\u5ff5\u304c\u5b66\u8853\u754c\u304b\u3089\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n\n <h2>\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u306e\u5fdc\u7528\u3068\u554f\u984c\u70b9<\/h2>\n <h3>\u5fdc\u7528\u4f8b<\/h3>\n <ul>\n <li>\u516c\u5bb3\u30fb\u74b0\u5883\u6c5a\u67d3\u306b\u95a2\u3059\u308b\u30ea\u30b9\u30af\u8a55\u4fa1<\/li>\n <li>\u533b\u85ac\u54c1\u30fb\u30ef\u30af\u30c1\u30f3\u958b\u767a\u306b\u304a\u3051\u308b\u5b89\u5168\u6027\u5be9\u67fb<\/li>\n <li>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306e\u9700\u8981\u4e88\u6e2c\uff08\u76f8\u95a2\u30c7\u30fc\u30bf\u306e\u591a\u7528\uff09<\/li>\n <li>AI\u306b\u3088\u308b\u5b66\u8853\u8ad6\u6587\u67fb\u8aad\u652f\u63f4<\/li>\n <\/ul>\n <h3>\u554f\u984c\u70b9<\/h3>\n <ul>\n <li>AI\u306e\u30d0\u30a4\u30a2\u30b9\uff1a\u8cc7\u91d1\u63d0\u4f9b\u8005\u3084\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u504f\u308a\u306b\u3088\u308b\u300c\u7d50\u8ad6\u8a98\u5c0e\u300d<\/li>\n <li>\u79d1\u5b66\u7684\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u306e\u5f62\u9ab8\u5316\uff1a\u300c\u56e0\u679c\u300d\u3067\u306a\u3051\u308c\u3070\u5168\u3066\u4e0d\u6b63\u78ba\u3068\u898b\u306a\u3059\u6975\u7aef\u4e3b\u7fa9<\/li>\n <li>\u7814\u7a76\u73fe\u5834\u306e\u840e\u7e2e\uff1aAI\u5224\u5b9a\u3092\u6050\u308c\u3001\u300c\u65b0\u898f\u4eee\u8aac\u300d\u3084\u300c\u4e88\u5099\u7684\u767a\u898b\u300d\u304c\u57cb\u3082\u308c\u3084\u3059\u304f\u306a\u308b<\/li>\n <li>\u793e\u4f1a\u7684\u5408\u610f\u306e\u9045\u5ef6\uff1aAI\u3092\u76fe\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u653f\u7b56\u6c7a\u5b9a\u8005\u304c\u884c\u52d5\u3092\u63a7\u3048\u308b\u53e3\u5b9f\u306b\u4f7f\u308f\u308c\u308b<\/li>\n <\/ul>\n <blockquote>\n AI\u306e\u300c\u6279\u5224\u7684\u601d\u8003\u300d\u6a5f\u80fd\u304c\u5f37\u5316\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u771f\u5b9f\u3078\u306e\u5230\u9054\u304c\u52a0\u901f\u3059\u308b\u4e00\u65b9\u3001\u65e2\u5b58\u306e\u529b\u5b66\u3084\u5229\u6a29\u304c\u65b0\u305f\u306aAI\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u4f5c\u308a\u51fa\u3059\u5371\u967a\u6027\u3082\u5897\u5927\u3057\u3066\u3044\u308b\u3002\n <\/blockquote>\n\n <h2>AI\u502b\u7406\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8ad6\u70b9<\/h2>\n <ul>\n <li>AI\u306b\u3088\u308b\u8ad6\u6587\u8a55\u4fa1\u306e\u300c\u8aac\u660e\u8cac\u4efb\u300d<\/li>\n <li>AI\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u30fb\u30ed\u30b8\u30c3\u30af\u306e\u516c\u958b\u6027<\/li>\n <li>\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u306e\u5354\u8abf\u306b\u3088\u308b\u300c\u30bb\u30ab\u30f3\u30c9\u30aa\u30d4\u30cb\u30aa\u30f3AI\u300d\u306e\u5fc5\u8981\u6027<\/li>\n <li>AI\u30ac\u30d0\u30ca\u30f3\u30b9\uff1aAI\u304c\u793e\u4f1a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u30fb\u30ea\u30b9\u30af\u8a55\u4fa1\u306e\u4ed5\u7d44\u307f\u4f5c\u308a<\/li>\n <\/ul>\n <p>\n \u7279\u306b\u3001<span class=\"keyword\">AI\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u554f\u984c<\/span>\u3068\u3001<span class=\"keyword\">\u30d5\u30a1\u30f3\u30c7\u30a3\u30f3\u30b0\u30fb\u30d0\u30a4\u30a2\u30b9<\/span>\u306f\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u8ab2\u984c\u3067\u3059\u3002<br>\n \u3069\u3093\u306a\u306b\u6280\u8853\u7684\u306b\u512a\u308c\u3066\u3044\u3066\u3082\u3001\u305d\u306e\u30ed\u30b8\u30c3\u30af\u3084\u6839\u62e0\u3001\u8cc7\u91d1\u5143\u304c\u660e\u793a\u3055\u308c\u306a\u3051\u308c\u3070\u3001\u4fe1\u983c\u6027\u3082\u793e\u4f1a\u7684\u5408\u610f\u3082\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\n <\/p>\n\n <h2>\u73fe\u5834\u304b\u3089\u306e\u58f0\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n <ul>\n <li>\u300cAI\u306b\u5224\u5b9a\u3055\u305b\u308b\u3060\u3051\u3067\u306f\u771f\u7406\u306b\u305f\u3069\u308a\u7740\u3051\u306a\u3044\u3002\u6700\u7d42\u5224\u65ad\u306f\u4eba\u9593\u304c\u8cac\u4efb\u3092\u6301\u3064\u3079\u304d\u300d<\/li>\n <li>\u300c\u5229\u5bb3\u95a2\u4fc2\u8005\u306e\u591a\u3044\u5206\u91ce\u307b\u3069\u3001AI\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u306e\u591a\u5143\u5316\u30fb\u72ec\u7acb\u6027\u304c\u5fc5\u9808\u300d<\/li>\n <li>\u300c\u8aac\u660e\u53ef\u80fdAI\uff08XAI: eXplainable AI\uff09\u306e\u9032\u5316\u304c\u3001\u771f\u306e\u300e\u79d1\u5b66\u7684\u6279\u5224\u7cbe\u795e\u300f\u3092\u518d\u767a\u898b\u3059\u308b\u9375\u300d<\/li>\n <\/ul>\n <div class=\"attention\">\n <strong>\u5b9f\u8df5\u7684\u63d0\u6848\uff1a<\/strong><br>\n – AI\u5be9\u67fb\u30c4\u30fc\u30eb\u306e\u3059\u3079\u3066\u306b\u300c\u8cc7\u91d1\u63d0\u4f9b\u5143\u300d\u300c\u30ed\u30b8\u30c3\u30af\u958b\u793a\u300d\u3092\u7fa9\u52d9\u5316<br>\n – \u4e00\u3064\u306eAI\u5224\u5b9a\u306b\u4f9d\u5b58\u305b\u305a\u3001\u8907\u6570\u306e\u72ec\u7acbAI\u306b\u3088\u308b\u30af\u30ed\u30b9\u30c1\u30a7\u30c3\u30af\u3092\u6a19\u6e96\u5316<br>\n – AI\u3068\u4eba\u9593\u304c\u5171\u306b\u8b70\u8ad6\u3057\u300c\u6700\u7d42\u5408\u610f\u306f\u4eba\u9593\u306e\u8cac\u4efb\u300d\u3068\u3044\u3046\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u7b56\u5b9a\n <\/div>\n\n <h2>\u76f8\u95a2\u30fb\u56e0\u679c\u30fbAI\u502b\u7406\u306e\u95a2\u9023\u30ea\u30f3\u30af\u96c6<\/h2>\n <ul>\n <li>\n <a href=\"https:\/\/www.theguardian.com\/technology\/ng-interactive\/2025\/jun\/27\/tony-cox-epidemiology-risk-assessment-chatgpt-ai?utm_source=chatgpt.com\" target=\"_blank\">\n Inside a plan to use AI to amplify doubts about the dangers of pollutants\uff08Guardian, 2025\/6\/27\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/cacm.acm.org\/news\/causal-inference-makes-sense-of-ai\/?utm_source=chatgpt.com\" target=\"_blank\">\n Causal Inference Makes Sense of AI\uff08Communications of the ACM, 2024\/12\/9\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/www.spglobal.com\/en\/research-insights\/special-reports\/causal-ai-how-cause-and-effect-will-change-artificial-intelligence?utm_source=chatgpt.com\" target=\"_blank\">\n Causal AI: How cause and effect will change artificial intelligence\uff08S&P Global, 2025\u5e74\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/signalscv.com\/2025\/06\/stuart-frost-breaks-down-the-limitations-of-predictive-ai-and-how-causal-ai-fills-the-gap\/?utm_source=chatgpt.com\" target=\"_blank\">\n Stuart Frost Breaks Down the Limitations of Predictive AI and How Causal AI Fills the Gap\uff08SignalsCV, 2025\/6\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arpable.com\/artificial-intelligence\/explainable-ai-causal-ai\/?utm_source=chatgpt.com\" target=\"_blank\">\n XAI\u3068Causal AI\u3068\u306f\uff1f \u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9AI\u306e\u9650\u754c\u3092\u8d85\u3048\u308b\u6700\u65b0\u6280\u8853\uff08arpable.com, 2025\u5e743\u6708\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/www.sqat.jp\/tamatebako\/35412\/?utm_source=chatgpt.com\" target=\"_blank\">\n 2025\u5e74\u6625\u306eAI\u6700\u65b0\u52d5\u5411\uff1a\u751f\u6210AI\u306b\u5bfe\u3059\u308b\u653f\u5e9c\u6a5f\u95a2\u306e\u53d6\u308a\u7d44\u307f\uff08sqat.jp, 2025\u5e744\u6708\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/sonicviz.com\/2025\/02\/16\/the-state-of-causal-ai-in-2025\/?utm_source=chatgpt.com\" target=\"_blank\">\n The State of Causal AI in 2025: Summary with Open Source Projects\uff08sonicviz.com, 2025\/2\/16\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arxiv.org\/abs\/2502.05295?utm_source=chatgpt.com\" target=\"_blank\">\n GST-UNet: Spatiotemporal Causal Inference with Time\u2011Varying Confounders\uff08arXiv, 2025\/2\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arxiv.org\/abs\/2412.16691?utm_source=chatgpt.com\" target=\"_blank\">\n From Correlation to Causation: Understanding Climate Change through Causal Analysis and LLM Interpretations\uff08arXiv, 2024\/12\uff09\n <\/a>\n <\/li>\n <\/ul>\n\n\n <h2>\u7d50\u8ad6<\/h2>\n <p>\n AI\u304c\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u3092\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b\u6642\u4ee3\u306f\u3059\u3067\u306b\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002<br>\n \u4fbf\u5229\u3055\u3068\u5371\u3046\u3055\u304c\u8868\u88cf\u4e00\u4f53\u3067\u3042\u308b\u4ee5\u4e0a\u3001\u5358\u306a\u308b\u30c4\u30fc\u30eb\u306b\u7d42\u308f\u3089\u305b\u305a\u3001\u4f7f\u3044\u65b9\u3068\u502b\u7406\u30fb\u900f\u660e\u6027\u3053\u305d\u304c\u4eca\u5f8c\u306e\u6210\u5426\u3092\u5206\u3051\u308b\u3067\u3057\u3087\u3046\u3002<br>\n \u6700\u7d42\u7684\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u300cAI\u3067\u4f55\u304c\u5909\u308f\u308a\u3001\u3069\u3093\u306a\u793e\u4f1a\u7684\u30b3\u30b9\u30c8\u3068\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8\u304c\u751f\u3058\u308b\u304b\u300d\u3092\u51b7\u9759\u306b\u898b\u6975\u3081\u308b\u201c\u4eba\u9593\u306e\u5224\u65ad\u529b\u201d\u305d\u306e\u3082\u306e\u3067\u3059\u3002\n <\/p>\n\n <hr>\n <small>\uff08C\uff092025 – \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/small>\n<\/body>\n<\/html>\n\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3078\u306e\u61d0\u7591\u3068AI\u6642\u4ee3\u306e\u793e\u4f1a\u7684\u5f71\u97ff\u3000\u793e\u4f1a\u8a2d\u8a08\u3092\u8003\u3048\u308b \u306f\u3058\u3081\u306b \u300c\u76f8\u95a2\uff08Correlation\uff09\u300d\u3068\u300c\u56e0\u679c\uff08Causation\uff09\u300d\u306f\u3001\u79d1\u5b66\u30fb\u7d71\u8a08\u5b66\u30fbAI\u5206\u91ce\u3067\u5e38\u306b\u8b70\u8ad6\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c6\u30fc\u30de\u3067\u3059\u3002 \u30c7 […]<\/p>\n","protected":false},"author":1,"featured_media":1431,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,54,24],"tags":[],"class_list":["post-1428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-54","category-24"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/l5ckabl5ckabl5ck.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1428"}],"version-history":[{"count":3,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428\/revisions"}],"predecessor-version":[{"id":1432,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428\/revisions\/1432"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1431"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

$\"\"$ <\/div>\n\n\n\n \n \u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3078\u306e\u61d0\u7591\u3068AI\u6642\u4ee3\u306e\u793e\u4f1a\u7684\u5f71\u97ff\u3000\u793e\u4f1a\u8a2d\u8a08\u3092\u8003\u3048\u308b<\/title>\n <meta name=\"description\" content=\"AI\u6642\u4ee3\u306b\u304a\u3051\u308b\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3001\u305d\u306e\u6b74\u53f2\u7684\u80cc\u666f\u3001\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u306e\u5fdc\u7528\u3068\u30ea\u30b9\u30af\u3001AI\u502b\u7406\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8ad6\u70b9\u30928000\u6587\u5b57\u898f\u6a21\u3067\u5fb9\u5e95\u89e3\u8aac\u3002\">\n <style>\n body {font-family: \"MS \u30b4\u30b7\u30c3\u30af\", Consolas, monospace; background: #f8f8f8; color: #212121; line-height: 1.8; padding: 40px;}\n h1, h2, h3 {color: #18499d;}\n blockquote {border-left: 3px solid #18499d; margin: 1em 0; padding: 1em; background: #f1f5fb;}\n pre {background: #ececec; padding: 1em;}\n .keyword {color: #144ba1; font-weight: bold;}\n .attention {background: #ffefef; border: 1px solid #e57474; padding: 1em;}\n <\/style>\n<\/head>\n<body>\n\n\n <h2>\u306f\u3058\u3081\u306b<\/h2>\n <p>\n \u300c\u76f8\u95a2\uff08Correlation\uff09\u300d\u3068\u300c\u56e0\u679c\uff08Causation\uff09\u300d\u306f\u3001\u79d1\u5b66\u30fb\u7d71\u8a08\u5b66\u30fbAI\u5206\u91ce\u3067\u5e38\u306b\u8b70\u8ad6\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c6\u30fc\u30de\u3067\u3059\u3002<br>\n \u30c7\u30fc\u30bf\u3092\u6271\u3046\u73fe\u5834\u3067\u306f\u300cA\u3068B\u304c\u540c\u6642\u306b\u767a\u751f\u3059\u308b\uff1dA\u304cB\u3092\u5f15\u304d\u8d77\u3053\u3059\u300d\u3068\u601d\u3044\u8fbc\u307f\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u969b\u306f\u307e\u3063\u305f\u304f\u5225\u7269\u3067\u3059\u3002<br>\n \u3053\u306e\u533a\u5225\u3092\u66d6\u6627\u306b\u3059\u308b\u3053\u3068\u304c\u3001\u7814\u7a76\u30fb\u7523\u696d\u30fb\u653f\u6cbb\u30fb\u793e\u4f1a\u5168\u4f53\u306b\u3069\u308c\u307b\u3069\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u304d\u305f\u304b\u3001\u305d\u3057\u3066\u73fe\u4ee3\u306eAI\u304c\u3053\u306e\u554f\u984c\u306b\u3069\u3046\u5411\u304d\u5408\u3046\u304b\u3092\u3001\u672c\u7a3f\u3067\u5fb9\u5e95\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\n <\/p>\n\n <h2>\u57fa\u790e\u7528\u8a9e\u306e\u78ba\u8a8d\uff1a\u76f8\u95a2\u30fb\u56e0\u679c\u30fb\u6df7\u540c<\/h2>\n <ul>\n <li><span class=\"keyword\">\u76f8\u95a2\uff08Correlation\uff09<\/span>\uff1a\u4e8c\u3064\u306e\u5909\u6570\u304c\u540c\u6642\u306b\u5897\u6e1b\u3059\u308b\u306a\u3069\u3001\u7d71\u8a08\u7684\u306a\u95a2\u4fc2\u6027\u3092\u793a\u3059\u73fe\u8c61\u3002\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/li>\n <li><span class=\"keyword\">\u56e0\u679c\uff08Causation\uff09<\/span>\uff1a\u4e00\u65b9\u304c\u4ed6\u65b9\u3092\u76f4\u63a5\u7684\u306b\u5f15\u304d\u8d77\u3053\u3059\u95a2\u4fc2\u3002\u300cA\u304cB\u306e\u539f\u56e0\u3067\u3042\u308b\u300d\u3068\u8a00\u3044\u5207\u308c\u308b\u5834\u5408\u3002<\/li>\n <li><span class=\"keyword\">\u6df7\u540c\u8981\u56e0\uff08Confounding factor\uff09<\/span>\uff1a\u7b2c\u4e09\u306e\u8981\u7d20\u304cA\u3068B\u306b\u540c\u6642\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3057\u3001\u898b\u305b\u304b\u3051\u306e\u76f8\u95a2\u3084\u56e0\u679c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u3002<\/li>\n <\/ul>\n <blockquote>\n \u4f8b\uff1a\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u306e\u58f2\u4e0a\u3068\u6c34\u96e3\u4e8b\u6545\u306f\u590f\u306b\u5897\u52a0\u3059\u308b\u304c\u3001\u3053\u308c\u306f\u300c\u6691\u3055\u300d\u3068\u3044\u3046\u5171\u901a\u8981\u56e0\uff08Confounder\uff09\u304c\u4e21\u65b9\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u305f\u3081\u3002\u300c\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u304c\u4e8b\u6545\u3092\u5897\u3084\u3059\u300d\u3068\u306f\u8a00\u3048\u306a\u3044\u3002\n <\/blockquote>\n\n <h2>\u6b74\u53f2\u7684\u80cc\u666f\uff1a\u7523\u696d\u754c\u306b\u3088\u308b\u300c\u7591\u5ff5\u300d\u306e\u5229\u7528<\/h2>\n <p>\n \u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u6df7\u540c\u306f\u3001\u610f\u56f3\u7684\u306b\u5229\u7528\u3055\u308c\u3066\u304d\u305f\u6b74\u53f2\u304c\u3042\u308b\u3002\u4ee3\u8868\u4f8b\u306f\u30bf\u30d0\u30b3\u696d\u754c\u3068\u77f3\u6cb9\u696d\u754c\u3002<br>\n <b>1960\u5e74\u4ee3\uff5e1980\u5e74\u4ee3\u3001\u7c73\u30bf\u30d0\u30b3\u4f01\u696d\u306f\u300c\u80ba\u304c\u3093\u3068\u306e\u56e0\u679c\u95a2\u4fc2\u306f\u8a3c\u660e\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u4e3b\u5f35\u3057\u7d9a\u3051\u305f\u3002<\/b>\u307e\u305f\u3001\u77f3\u6cb9\u696d\u754c\u3082\u6c17\u5019\u5909\u52d5\u5bfe\u7b56\u3092\u9045\u3089\u305b\u308b\u305f\u3081\u3001\u300cCO<sub>2<\/sub>\u6392\u51fa\u3068\u6e29\u6696\u5316\u306e\u76f8\u95a2\u306f\u3042\u308b\u304c\u3001\u56e0\u679c\u95a2\u4fc2\u304c\u4e0d\u660e\u78ba\u3060\u300d\u3068\u793e\u4f1a\u306b\u7591\u5ff5\u3092\u690d\u3048\u4ed8\u3051\u3066\u304d\u305f\u3002\n <\/p>\n <div class=\"attention\">\n <strong>\u6ce8\u610f\uff1a<\/strong><br>\n \u79d1\u5b66\u7684\u5408\u610f\u5f62\u6210\u304c\u9045\u308c\u3001\u898f\u5236\u3084\u653f\u7b56\u304c\u6570\u5341\u5e74\u5358\u4f4d\u3067\u5f8c\u9000\u3057\u305f\u4e8b\u4f8b\u306f\u591a\u3044\u3002\u3053\u3053\u3067\u300c\u76f8\u95a2\u3068\u56e0\u679c\u306e\u533a\u5225\u300d\u304c\u60aa\u7528\u3055\u308c\u305f\u3002\n <\/div>\n\n <h2>\u73fe\u4ee3AI\u3068\u56e0\u679c\u63a8\u8ad6\uff1a\u300c\u6279\u5224\u7684\u601d\u8003\u300d\u306eAI\u306f\u4e07\u80fd\u304b\uff1f<\/h2>\n <p>\n 2020\u5e74\u4ee3\u5f8c\u534a\u3001AI\u306e\u6025\u901f\u306a\u9032\u5316\u3068\u5171\u306b\u3001\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u300c\u56e0\u679c\u63a8\u8ad6\uff08Causal inference\uff09\u300d\u306e\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3057\u305f\u3002<br>\n \u7c73\u56fd\u3067\u306f\u30ea\u30b9\u30af\u30a2\u30bb\u30b9\u30e1\u30f3\u30c8\u5206\u91ce\u3067\u300cAI\u306b\u3088\u308b\u8ad6\u6587\u7cbe\u67fb\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u8907\u6570\u7acb\u3061\u4e0a\u304c\u308a\u3001\u7279\u306b\u6709\u5bb3\u7269\u8cea\u898f\u5236\u306e\u5206\u91ce\u3067\u300c\u76f8\u95a2\u3068\u56e0\u679c\u306e\u6df7\u540c\u300d\u3092AI\u304c\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b\u4ed5\u7d44\u307f\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u308b\u3002\n <\/p>\n <ul>\n <li>\u75ab\u5b66\u8ad6\u6587\u306e\u5be9\u67fb\u306bAI\u3092\u7528\u3044\u3001\u300c\u76f8\u95a2\u2192\u56e0\u679c\u300d\u306e\u8aa4\u8a8d\u3092\u6307\u6458\u3059\u308b<\/li>\n <li>\u7523\u696d\u754c\u304c\u8cc7\u91d1\u63d0\u4f9b\u3059\u308bAI\u30c4\u30fc\u30eb\u304c\u3001\u898f\u5236\u3092\u9045\u5ef6\u3055\u305b\u308b\u6839\u62e0\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u308b<\/li>\n <li>AI\u5be9\u67fb\u304c\u300c\u65b0\u305f\u306a\u30a4\u30a8\u30b9\u30fb\u30ce\u30fc\u5224\u5b9a\u88c5\u7f6e\u300d\u3068\u3057\u3066\u6feb\u7528\u3055\u308c\u308b\u30ea\u30b9\u30af<\/li>\n <\/ul>\n\n <h3>\u5b9f\u4f8b\uff1a\u7c73\u56fd\u5316\u5b66\u4f1a\u8b70\u6240(ACC)\u306b\u3088\u308bAI\u5be9\u67fb\u30c4\u30fc\u30eb<\/h3>\n <p>\n 2025\u5e74\u73fe\u5728\u3001ACC\u652f\u63f4\u306e\u3082\u3068\u958b\u767a\u3055\u308c\u305fAI\u30c4\u30fc\u30eb\u306f\u3001\u75ab\u5b66\u8ad6\u6587\u3092\u81ea\u52d5\u3067\u8aad\u307f\u8fbc\u307f\u3001\u56e0\u679c\u6027\u304c\u793a\u5506\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u6a5f\u68b0\u7684\u306b\u5224\u65ad\u3057\u307e\u3059\u3002<br>\n \u4e00\u898b\u3001\u79d1\u5b66\u7684\u53b3\u5bc6\u6027\u3092\u62c5\u4fdd\u3059\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u304c\u3001\u300c\u7523\u696d\u754c\u306b\u90fd\u5408\u3088\u304f\u7591\u5ff5\u3092\u5f37\u8abf\u3059\u308b\u300d\u61f8\u5ff5\u304c\u5b66\u8853\u754c\u304b\u3089\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n <\/p>\n\n <h2>\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u3067\u306e\u5fdc\u7528\u3068\u554f\u984c\u70b9<\/h2>\n <h3>\u5fdc\u7528\u4f8b<\/h3>\n <ul>\n <li>\u516c\u5bb3\u30fb\u74b0\u5883\u6c5a\u67d3\u306b\u95a2\u3059\u308b\u30ea\u30b9\u30af\u8a55\u4fa1<\/li>\n <li>\u533b\u85ac\u54c1\u30fb\u30ef\u30af\u30c1\u30f3\u958b\u767a\u306b\u304a\u3051\u308b\u5b89\u5168\u6027\u5be9\u67fb<\/li>\n <li>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306e\u9700\u8981\u4e88\u6e2c\uff08\u76f8\u95a2\u30c7\u30fc\u30bf\u306e\u591a\u7528\uff09<\/li>\n <li>AI\u306b\u3088\u308b\u5b66\u8853\u8ad6\u6587\u67fb\u8aad\u652f\u63f4<\/li>\n <\/ul>\n <h3>\u554f\u984c\u70b9<\/h3>\n <ul>\n <li>AI\u306e\u30d0\u30a4\u30a2\u30b9\uff1a\u8cc7\u91d1\u63d0\u4f9b\u8005\u3084\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u504f\u308a\u306b\u3088\u308b\u300c\u7d50\u8ad6\u8a98\u5c0e\u300d<\/li>\n <li>\u79d1\u5b66\u7684\u30b3\u30f3\u30bb\u30f3\u30b5\u30b9\u306e\u5f62\u9ab8\u5316\uff1a\u300c\u56e0\u679c\u300d\u3067\u306a\u3051\u308c\u3070\u5168\u3066\u4e0d\u6b63\u78ba\u3068\u898b\u306a\u3059\u6975\u7aef\u4e3b\u7fa9<\/li>\n <li>\u7814\u7a76\u73fe\u5834\u306e\u840e\u7e2e\uff1aAI\u5224\u5b9a\u3092\u6050\u308c\u3001\u300c\u65b0\u898f\u4eee\u8aac\u300d\u3084\u300c\u4e88\u5099\u7684\u767a\u898b\u300d\u304c\u57cb\u3082\u308c\u3084\u3059\u304f\u306a\u308b<\/li>\n <li>\u793e\u4f1a\u7684\u5408\u610f\u306e\u9045\u5ef6\uff1aAI\u3092\u76fe\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u653f\u7b56\u6c7a\u5b9a\u8005\u304c\u884c\u52d5\u3092\u63a7\u3048\u308b\u53e3\u5b9f\u306b\u4f7f\u308f\u308c\u308b<\/li>\n <\/ul>\n <blockquote>\n AI\u306e\u300c\u6279\u5224\u7684\u601d\u8003\u300d\u6a5f\u80fd\u304c\u5f37\u5316\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u771f\u5b9f\u3078\u306e\u5230\u9054\u304c\u52a0\u901f\u3059\u308b\u4e00\u65b9\u3001\u65e2\u5b58\u306e\u529b\u5b66\u3084\u5229\u6a29\u304c\u65b0\u305f\u306aAI\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u4f5c\u308a\u51fa\u3059\u5371\u967a\u6027\u3082\u5897\u5927\u3057\u3066\u3044\u308b\u3002\n <\/blockquote>\n\n <h2>AI\u502b\u7406\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8ad6\u70b9<\/h2>\n <ul>\n <li>AI\u306b\u3088\u308b\u8ad6\u6587\u8a55\u4fa1\u306e\u300c\u8aac\u660e\u8cac\u4efb\u300d<\/li>\n <li>AI\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u30fb\u30ed\u30b8\u30c3\u30af\u306e\u516c\u958b\u6027<\/li>\n <li>\u7523\u696d\u754c\u30fb\u5b66\u8853\u754c\u306e\u5354\u8abf\u306b\u3088\u308b\u300c\u30bb\u30ab\u30f3\u30c9\u30aa\u30d4\u30cb\u30aa\u30f3AI\u300d\u306e\u5fc5\u8981\u6027<\/li>\n <li>AI\u30ac\u30d0\u30ca\u30f3\u30b9\uff1aAI\u304c\u793e\u4f1a\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u30fb\u30ea\u30b9\u30af\u8a55\u4fa1\u306e\u4ed5\u7d44\u307f\u4f5c\u308a<\/li>\n <\/ul>\n <p>\n \u7279\u306b\u3001<span class=\"keyword\">AI\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u554f\u984c<\/span>\u3068\u3001<span class=\"keyword\">\u30d5\u30a1\u30f3\u30c7\u30a3\u30f3\u30b0\u30fb\u30d0\u30a4\u30a2\u30b9<\/span>\u306f\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u8ab2\u984c\u3067\u3059\u3002<br>\n \u3069\u3093\u306a\u306b\u6280\u8853\u7684\u306b\u512a\u308c\u3066\u3044\u3066\u3082\u3001\u305d\u306e\u30ed\u30b8\u30c3\u30af\u3084\u6839\u62e0\u3001\u8cc7\u91d1\u5143\u304c\u660e\u793a\u3055\u308c\u306a\u3051\u308c\u3070\u3001\u4fe1\u983c\u6027\u3082\u793e\u4f1a\u7684\u5408\u610f\u3082\u5f97\u3089\u308c\u307e\u305b\u3093\u3002\n <\/p>\n\n <h2>\u73fe\u5834\u304b\u3089\u306e\u58f0\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n <ul>\n <li>\u300cAI\u306b\u5224\u5b9a\u3055\u305b\u308b\u3060\u3051\u3067\u306f\u771f\u7406\u306b\u305f\u3069\u308a\u7740\u3051\u306a\u3044\u3002\u6700\u7d42\u5224\u65ad\u306f\u4eba\u9593\u304c\u8cac\u4efb\u3092\u6301\u3064\u3079\u304d\u300d<\/li>\n <li>\u300c\u5229\u5bb3\u95a2\u4fc2\u8005\u306e\u591a\u3044\u5206\u91ce\u307b\u3069\u3001AI\u8a55\u4fa1\u30b7\u30b9\u30c6\u30e0\u306e\u591a\u5143\u5316\u30fb\u72ec\u7acb\u6027\u304c\u5fc5\u9808\u300d<\/li>\n <li>\u300c\u8aac\u660e\u53ef\u80fdAI\uff08XAI: eXplainable AI\uff09\u306e\u9032\u5316\u304c\u3001\u771f\u306e\u300e\u79d1\u5b66\u7684\u6279\u5224\u7cbe\u795e\u300f\u3092\u518d\u767a\u898b\u3059\u308b\u9375\u300d<\/li>\n <\/ul>\n <div class=\"attention\">\n <strong>\u5b9f\u8df5\u7684\u63d0\u6848\uff1a<\/strong><br>\n – AI\u5be9\u67fb\u30c4\u30fc\u30eb\u306e\u3059\u3079\u3066\u306b\u300c\u8cc7\u91d1\u63d0\u4f9b\u5143\u300d\u300c\u30ed\u30b8\u30c3\u30af\u958b\u793a\u300d\u3092\u7fa9\u52d9\u5316<br>\n – \u4e00\u3064\u306eAI\u5224\u5b9a\u306b\u4f9d\u5b58\u305b\u305a\u3001\u8907\u6570\u306e\u72ec\u7acbAI\u306b\u3088\u308b\u30af\u30ed\u30b9\u30c1\u30a7\u30c3\u30af\u3092\u6a19\u6e96\u5316<br>\n – AI\u3068\u4eba\u9593\u304c\u5171\u306b\u8b70\u8ad6\u3057\u300c\u6700\u7d42\u5408\u610f\u306f\u4eba\u9593\u306e\u8cac\u4efb\u300d\u3068\u3044\u3046\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u7b56\u5b9a\n <\/div>\n\n <h2>\u76f8\u95a2\u30fb\u56e0\u679c\u30fbAI\u502b\u7406\u306e\u95a2\u9023\u30ea\u30f3\u30af\u96c6<\/h2>\n <ul>\n <li>\n <a href=\"https:\/\/www.theguardian.com\/technology\/ng-interactive\/2025\/jun\/27\/tony-cox-epidemiology-risk-assessment-chatgpt-ai?utm_source=chatgpt.com\" target=\"_blank\">\n Inside a plan to use AI to amplify doubts about the dangers of pollutants\uff08Guardian, 2025\/6\/27\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/cacm.acm.org\/news\/causal-inference-makes-sense-of-ai\/?utm_source=chatgpt.com\" target=\"_blank\">\n Causal Inference Makes Sense of AI\uff08Communications of the ACM, 2024\/12\/9\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/www.spglobal.com\/en\/research-insights\/special-reports\/causal-ai-how-cause-and-effect-will-change-artificial-intelligence?utm_source=chatgpt.com\" target=\"_blank\">\n Causal AI: How cause and effect will change artificial intelligence\uff08S&P Global, 2025\u5e74\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/signalscv.com\/2025\/06\/stuart-frost-breaks-down-the-limitations-of-predictive-ai-and-how-causal-ai-fills-the-gap\/?utm_source=chatgpt.com\" target=\"_blank\">\n Stuart Frost Breaks Down the Limitations of Predictive AI and How Causal AI Fills the Gap\uff08SignalsCV, 2025\/6\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arpable.com\/artificial-intelligence\/explainable-ai-causal-ai\/?utm_source=chatgpt.com\" target=\"_blank\">\n XAI\u3068Causal AI\u3068\u306f\uff1f \u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9AI\u306e\u9650\u754c\u3092\u8d85\u3048\u308b\u6700\u65b0\u6280\u8853\uff08arpable.com, 2025\u5e743\u6708\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/www.sqat.jp\/tamatebako\/35412\/?utm_source=chatgpt.com\" target=\"_blank\">\n 2025\u5e74\u6625\u306eAI\u6700\u65b0\u52d5\u5411\uff1a\u751f\u6210AI\u306b\u5bfe\u3059\u308b\u653f\u5e9c\u6a5f\u95a2\u306e\u53d6\u308a\u7d44\u307f\uff08sqat.jp, 2025\u5e744\u6708\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/sonicviz.com\/2025\/02\/16\/the-state-of-causal-ai-in-2025\/?utm_source=chatgpt.com\" target=\"_blank\">\n The State of Causal AI in 2025: Summary with Open Source Projects\uff08sonicviz.com, 2025\/2\/16\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arxiv.org\/abs\/2502.05295?utm_source=chatgpt.com\" target=\"_blank\">\n GST-UNet: Spatiotemporal Causal Inference with Time\u2011Varying Confounders\uff08arXiv, 2025\/2\uff09\n <\/a>\n <\/li>\n <li>\n <a href=\"https:\/\/arxiv.org\/abs\/2412.16691?utm_source=chatgpt.com\" target=\"_blank\">\n From Correlation to Causation: Understanding Climate Change through Causal Analysis and LLM Interpretations\uff08arXiv, 2024\/12\uff09\n <\/a>\n <\/li>\n <\/ul>\n\n\n <h2>\u7d50\u8ad6<\/h2>\n <p>\n AI\u304c\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u3092\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b\u6642\u4ee3\u306f\u3059\u3067\u306b\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002<br>\n \u4fbf\u5229\u3055\u3068\u5371\u3046\u3055\u304c\u8868\u88cf\u4e00\u4f53\u3067\u3042\u308b\u4ee5\u4e0a\u3001\u5358\u306a\u308b\u30c4\u30fc\u30eb\u306b\u7d42\u308f\u3089\u305b\u305a\u3001\u4f7f\u3044\u65b9\u3068\u502b\u7406\u30fb\u900f\u660e\u6027\u3053\u305d\u304c\u4eca\u5f8c\u306e\u6210\u5426\u3092\u5206\u3051\u308b\u3067\u3057\u3087\u3046\u3002<br>\n \u6700\u7d42\u7684\u306b\u91cd\u8981\u306a\u306e\u306f\u3001\u300cAI\u3067\u4f55\u304c\u5909\u308f\u308a\u3001\u3069\u3093\u306a\u793e\u4f1a\u7684\u30b3\u30b9\u30c8\u3068\u30d9\u30cd\u30d5\u30a3\u30c3\u30c8\u304c\u751f\u3058\u308b\u304b\u300d\u3092\u51b7\u9759\u306b\u898b\u6975\u3081\u308b\u201c\u4eba\u9593\u306e\u5224\u65ad\u529b\u201d\u305d\u306e\u3082\u306e\u3067\u3059\u3002\n <\/p>\n\n <hr>\n <small>\uff08C\uff092025 – \u682a\u5f0f\u4f1a\u793e\u30d3\u30fc\u30fb\u30ca\u30ec\u30c3\u30b8\u30fb\u30c7\u30b6\u30a4\u30f3<\/small>\n<\/body>\n<\/html>\n\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u76f8\u95a2\u300d\u3068\u300c\u56e0\u679c\u300d\u306e\u79d1\u5b66\u7684\u533a\u5225\u3078\u306e\u61d0\u7591\u3068AI\u6642\u4ee3\u306e\u793e\u4f1a\u7684\u5f71\u97ff\u3000\u793e\u4f1a\u8a2d\u8a08\u3092\u8003\u3048\u308b \u306f\u3058\u3081\u306b \u300c\u76f8\u95a2\uff08Correlation\uff09\u300d\u3068\u300c\u56e0\u679c\uff08Causation\uff09\u300d\u306f\u3001\u79d1\u5b66\u30fb\u7d71\u8a08\u5b66\u30fbAI\u5206\u91ce\u3067\u5e38\u306b\u8b70\u8ad6\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c6\u30fc\u30de\u3067\u3059\u3002 \u30c7 […]<\/p>\n","protected":false},"author":1,"featured_media":1431,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"saved_in_kubio":false,"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"vkexunit_cta_each_option":"","footnotes":""},"categories":[5,54,24],"tags":[],"class_list":["post-1428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-54","category-24"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/beeknowledge.co.jp\/wp-content\/uploads\/2025\/06\/l5ckabl5ckabl5ck.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1428"}],"version-history":[{"count":3,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428\/revisions"}],"predecessor-version":[{"id":1432,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/posts\/1428\/revisions\/1432"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=\/wp\/v2\/media\/1431"}],"wp:attachment":[{"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1428"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/beeknowledge.co.jp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}