{"id":4490,"date":"2025-12-30T14:34:19","date_gmt":"2025-12-30T05:34:19","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4490"},"modified":"2025-12-30T14:34:20","modified_gmt":"2025-12-30T05:34:20","slug":"evaluation-metrics-for-logistic-regression-from-confusion-matrix-to-roc-curve-and-youden-index","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/evaluation-metrics-for-logistic-regression-from-confusion-matrix-to-roc-curve-and-youden-index\/","title":{"rendered":"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\uff1a\u6df7\u540c\u884c\u5217\u304b\u3089ROC\u66f2\u7dda\u3001Youden Index\u307e\u3067"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u5f8c\u3001\u591a\u304f\u306e\u521d\u5fc3\u8005\u306f\u300c\u6b63\u89e3\u7387\uff08Accuracy\uff09\u300d\u306e\u307f\u3092\u898b\u3066\u30e2\u30c7\u30eb\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3057\u304c\u3061\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u5206\u985e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6b63\u89e3\u7387\u306e\u307f\u3092\u6307\u6a19\u3068\u3059\u308b\u3053\u3068\u306f\u3001\u6642\u3068\u3057\u3066\u91cd\u5927\u306a\u5224\u65ad\u30df\u30b9\u3092\u62db\u304f\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u591a\u89d2\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u5fc5\u9808\u3068\u306a\u308b\u300c\u6df7\u540c\u884c\u5217\u300d\u306e\u6982\u5ff5\u304b\u3089\u3001\u81e8\u5e8a\u533b\u5b66\u3068\u3082\u5bc6\u63a5\u306b\u95a2\u308f\u308b\u300c\u611f\u5ea6\u30fb\u7279\u7570\u5ea6\u300d\u3001\u305d\u3057\u3066\u6700\u9069\u306a\u95be\u5024\u3092\u6c7a\u5b9a\u3059\u308b\u300cYouden Index\u300d\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u5168\u3066\u306e\u8a55\u4fa1\u306e\u57fa\u76e4\u300c\u6df7\u540c\u884c\u5217\u300d<\/h2>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u8a55\u4fa1\u3092\u7406\u89e3\u3059\u308b\u4e0a\u3067\u3001\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c<span class=\"swl-marker mark_orange\">\u300c\u6df7\u540c\u884c\u5217\uff08Confusion Matrix\uff09\u300d<\/span>\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4e88\u6e2c\u5024\u3068\u5b9f\u969b\u306e\u6b63\u89e3\u5024\u3092\u30af\u30ed\u30b9\u96c6\u8a08\u3057\u305f\u8868\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>TP\uff08True Positive\uff1a\u771f\u967d\u6027\uff09<\/strong>: \u5b9f\u969b\u306e\u967d\u6027\u3092\u3001\u6b63\u3057\u304f\u300c\u967d\u6027\u300d\u3068\u4e88\u6e2c\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>TN\uff08True Negative\uff1a\u771f\u9670\u6027\uff09<\/strong>: \u5b9f\u969b\u306e\u9670\u6027\u3092\u3001\u6b63\u3057\u304f\u300c\u9670\u6027\u300d\u3068\u4e88\u6e2c\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>FP\uff08False Positive\uff1a\u507d\u967d\u6027\uff09<\/strong>: \u5b9f\u969b\u306f\u9670\u6027\u3060\u304c\u3001\u8aa4\u3063\u3066\u300c\u967d\u6027\u300d\u3068\u4e88\u6e2c\u3057\u305f\uff08<strong>\u7a7a\u632f\u308a<\/strong>\uff09\u3002<\/li>\n\n\n\n<li><strong>FN\uff08False Negative\uff1a\u507d\u9670\u6027\uff09<\/strong>: \u5b9f\u969b\u306f\u967d\u6027\u3060\u304c\u3001\u8aa4\u3063\u3066\u300c\u9670\u6027\u300d\u3068\u4e88\u6e2c\u3057\u305f\uff08<strong>\u898b\u9003\u3057<\/strong>\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5206\u6790\u306e\u76ee\u7684\u304c\u300c\u7a7a\u632f\u308a\u306e\u56de\u907f\u300d\u306a\u306e\u304b\u300c\u898b\u9003\u3057\u306e\u9632\u6b62\u300d\u306a\u306e\u304b\u306b\u3088\u3063\u3066\u3001\u6ce8\u8996\u3059\u3079\u304d\u6307\u6a19\u306f\u6c7a\u5b9a\u7684\u306b\u7570\u306a\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3b\u8981\u6307\u6a19\u306e\u5b9a\u7fa9\u3068\u5206\u91ce\u306b\u3088\u308b\u547c\u79f0\u306e\u9055\u3044<\/h2>\n\n\n\n<p>\u6df7\u540c\u884c\u5217\u304b\u3089\u5c0e\u304d\u51fa\u3055\u308c\u308b\u6307\u6a19\u306b\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u6587\u8108\u3068\u81e8\u5e8a\u533b\u5b66\uff08\u75ab\u5b66\uff09\u306e\u6587\u8108\u3067\u7570\u306a\u308b\u547c\u79f0\u304c\u7528\u3044\u3089\u308c\u308b\u3082\u306e\u304c\u3042\u308b\u3002\u6df7\u4e71\u3092\u907f\u3051\u308b\u305f\u3081\u3001\u305d\u308c\u3089\u3092\u5bfe\u6bd4\u3055\u305b\u3066\u6574\u7406\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6307\u6a19\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09<\/strong><\/td><td><strong>\u81e8\u5e8a\u533b\u5b66\u3067\u306e\u547c\u79f0<\/strong><\/td><td><strong>\u5b9a\u7fa9\u3068\u610f\u5473<\/strong><\/td><td><strong>\u8a08\u7b97\u5f0f<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u6b63\u89e3\u7387 (Accuracy)<\/strong><\/td><td>\u6b63\u8a3a\u7387<\/td><td>\u5168\u30c7\u30fc\u30bf\u306e\u3046\u3061\u3001\u4e88\u6e2c\u304c\u7684\u4e2d\u3057\u305f\u5272\u5408<\/td><td>$\\frac{TP + TN}{TP + TN + FP + FN}$<\/td><\/tr><tr><td><strong>\u9069\u5408\u7387 (Precision)<\/strong><\/td><td><strong>\u967d\u6027\u53cd\u5fdc\u7684\u4e2d\u7387<\/strong><\/td><td>\u300c\u967d\u6027\u300d\u3068\u4e88\u6e2c\u3057\u305f\u4e2d\u3067\u3001\u771f\u306b\u967d\u6027\u3067\u3042\u3063\u305f\u5272\u5408<\/td><td>$\\frac{TP}{TP + FP}$<\/td><\/tr><tr><td><strong>\u518d\u73fe\u7387 (Recall)<\/strong><\/td><td><strong>\u611f\u5ea6 (Sensitivity)<\/strong><\/td><td>\u5b9f\u969b\u306e\u300c\u967d\u6027\u300d\u306e\u3046\u3061\u3001\u6b63\u3057\u304f\u691c\u51fa\u3067\u304d\u305f\u5272\u5408<\/td><td>$\\frac{TP}{TP + FN}$<\/td><\/tr><tr><td><strong>\u7279\u7570\u5ea6 (Specificity)<\/strong><\/td><td>\u7279\u7570\u5ea6<\/td><td>\u5b9f\u969b\u306e\u300c\u9670\u6027\u300d\u306e\u3046\u3061\u3001\u6b63\u3057\u304f\u9670\u6027\u3068\u5224\u5b9a\u3067\u304d\u305f\u5272\u5408<\/td><td>$\\frac{TN}{TN + FP}$<\/td><\/tr><tr><td><strong>F1\u30b9\u30b3\u30a2<\/strong><\/td><td>&#8211;<\/td><td>\u9069\u5408\u7387\u3068\u518d\u73fe\u7387\u306e\u8abf\u548c\u5e73\u5747\u3002\u4e21\u8005\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b<\/td><td>$\\frac{2 \\cdot \\text{Precision} \\cdot \\text{Recall}}{\\text{Precision} + \\text{Recall}}$<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u7279\u306b<span class=\"swl-marker mark_orange\">\u300c\u518d\u73fe\u7387\uff08\u611f\u5ea6\uff09\u300d\u306f\u3001\u75c5\u6c17\u306e\u898b\u9003\u3057\u3092\u9632\u3050\u80fd\u529b\u3092\u6307\u3057\u3001\u300c\u9069\u5408\u7387\uff08\u967d\u6027\u53cd\u5fdc\u7684\u4e2d\u7387\uff09\u300d\u306f\u8a3a\u65ad\u304c\u4e0b\u3055\u308c\u305f\u969b\u306e\u4fe1\u983c\u5ea6\u3092\u6307\u3059<\/span>\u3002\u3053\u306e\u9055\u3044\u3092\u660e\u78ba\u306b\u533a\u5225\u3059\u308b\u3053\u3068\u304c\u809d\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-3727885441\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\">\u5224\u5225\u6027\u80fd\u3092\u53ef\u8996\u5316\u3059\u308b\u300cROC\u66f2\u7dda\u3068AUC\u300d<\/h2>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u300c0.8\u300d\u3068\u3044\u3063\u305f\u78ba\u7387\u5024\u3092\u51fa\u529b\u3059\u308b\u3002\u901a\u5e38\u306f0.5\u3092\u95be\u5024\u3068\u3057\u3066\u5206\u985e\u3092\u884c\u3046\u304c\u3001\u3053\u306e\u5883\u754c\u7dda\u3092\u52d5\u304b\u3059\u3053\u3068\u3067\u611f\u5ea6\u3068\u7279\u7570\u5ea6\u306f\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u95a2\u4fc2\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u95be\u5024\u306e\u5909\u5316\u306b\u4f9d\u5b58\u305b\u305a\u3001<strong>\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u306e\u5224\u5225\u6027\u80fd\uff08\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\uff09\u3092\u8a55\u4fa1\u3059\u308b\u306e\u304cROC\u66f2\u7dda<\/strong>\u304a\u3088\u3073<strong>AUC<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ROC\u66f2\u7dda<\/strong>: \u95be\u5024\u30920\u304b\u30891\u307e\u3067\u5909\u5316\u3055\u305b\u305f\u969b\u306e\u3001\u300c\u611f\u5ea6\u300d\u3068\u300c1\uff0d\u7279\u7570\u5ea6\uff08\u507d\u967d\u6027\u7387\uff09\u300d\u306e\u8ecc\u8de1\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u30b0\u30e9\u30d5\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>AUC\uff08Area Under the Curve\uff09<\/strong>: ROC\u66f2\u7dda\u4e0b\u306e\u9762\u7a4d\u3092\u6307\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>AUC\u306f0\u304b\u30891\u306e\u5024\u3092\u3068\u308a\u30011\u306b\u8fd1\u3044\u307b\u3069\u300c\u967d\u6027\u3068\u9670\u6027\u3092\u9069\u5207\u306b\u5206\u96e2\u3067\u304d\u308b\u80fd\u529b\uff08\u5224\u5225\u6027\u80fd\uff09\u300d\u304c\u9ad8\u3044\u3053\u3068\u3092\u793a\u3059\u3002\u3053\u308c\u306f\u3001\u7279\u5b9a\u306e\u95be\u5024\u8a2d\u5b9a\u306b\u5de6\u53f3\u3055\u308c\u306a\u3044\u30e2\u30c7\u30eb\u306e\u672c\u8cea\u7684\u306a\u5b9f\u529b\u3092\u8868\u3059\u6307\u6a19\u3068\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6700\u9069\u306a\u95be\u5024\u306e\u6c7a\u5b9a\u300cYouden Index\u300d<\/h2>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u5224\u5225\u6027\u80fd\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u306f\u3001\u5b9f\u904b\u7528\u306b\u304a\u3051\u308b\u300c\u6700\u9069\u306a\u5883\u754c\u7dda\uff08\u95be\u5024\uff09\u300d\u3092\u6c7a\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3053\u306e\u969b\u3001\u5ba2\u89b3\u7684\u306a\u6307\u6a19\u3068\u306a\u308b\u306e\u304c <strong>Youden Index\uff08\u30e6\u30fc\u30c7\u30f3\u6307\u6570\uff09<\/strong> \u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u8a08\u7b97\u5f0f\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>$$J = \\text{\u611f\u5ea6\uff08\u518d\u73fe\u7387\uff09} + \\text{\u7279\u7570\u5ea6} &#8211; 1$$<\/p>\n\n\n\n<p>ROC\u66f2\u7dda\u4e0a\u306b\u304a\u3044\u3066\u3001\u5de6\u4e0a\u9685\uff08\u611f\u5ea61\u3001\u7279\u7570\u5ea61\u306e\u70b9\uff09\u306b\u6700\u3082\u8fd1\u3044\u70b9\u304c\u3001\u3053\u306eYouden Index\u304c\u6700\u5927\u3068\u306a\u308b\u30dd\u30a4\u30f3\u30c8\u3067\u3042\u308b\u3002\u3053\u306e\u70b9\u306b\u304a\u3051\u308b\u95be\u5024\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u898b\u9003\u3057\u3068\u7a7a\u632f\u308a\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u7d71\u8a08\u7684\u306b\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6\uff1a\u6307\u6a19\u306e\u4f7f\u3044\u5206\u3051\u6307\u91dd<\/h2>\n\n\n\n<p>\u5b9f\u52d9\u306b\u304a\u3051\u308b\u6307\u6a19\u9078\u629e\u306e\u57fa\u6e96\u3092\u4ee5\u4e0b\u306b\u307e\u3068\u3081\u308b\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u300c\u898b\u9003\u3057\u300d\u3092\u6700\u5c0f\u5316\u3057\u305f\u3044\u5834\u5408<\/strong>\uff08\u4f8b\uff1a\u91cd\u7be4\u306a\u75be\u60a3\u306e\u30b9\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\uff09\uff1a<span class=\"swl-marker mark_orange\">\u518d\u73fe\u7387\uff08\u611f\u5ea6\uff09\u3092\u6700\u512a\u5148<\/span>\u3057\u3001\u9ad8\u3044\u5024\u3092\u7dad\u6301\u3067\u304d\u308b\u95be\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u300c\u7a7a\u632f\u308a\u300d\u3092\u6700\u5c0f\u5316\u3057\u305f\u3044\u5834\u5408<\/strong>\uff08\u4f8b\uff1a\u91cd\u8981\u9867\u5ba2\u3078\u306e\u9650\u5b9a\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\uff09\uff1a<span class=\"swl-marker mark_orange\">\u9069\u5408\u7387\uff08\u967d\u6027\u53cd\u5fdc\u7684\u4e2d\u7387\uff09\u3092\u91cd\u8996<\/span>\u3057\u3001\u8aa4\u5224\u5b9a\u3092\u6291\u5236\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30e2\u30c7\u30eb\u9593\u306e\u7d14\u7c8b\u306a\u6027\u80fd\u6bd4\u8f03\u3092\u884c\u3044\u305f\u3044\u5834\u5408<\/strong>\uff1a<span class=\"swl-marker mark_orange\">AUC\u3092\u6bd4\u8f03<\/span>\u3057\u3001\u7279\u5b9a\u306e\u95be\u5024\u306b\u4f9d\u3089\u306a\u3044\u5224\u5225\u80fd\u529b\u306e\u9ad8\u3055\u3092\u8a55\u4fa1\u3059\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u8a55\u4fa1\u306f\u3001\u5358\u4e00\u306e\u6307\u6a19\u3067\u5b8c\u7d50\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3068\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u76ee\u7684\u306b\u7167\u3089\u3057\u5408\u308f\u305b\u3001\u9069\u5207\u306a\u6307\u6a19\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u89e3\u91c8\u3059\u308b\u3053\u3068\u304c\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3051\u308b\u8aa0\u5b9f\u306a\u614b\u5ea6\u3067\u3042\u308b\u3068\u8a00\u3048\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p><a href=\"https:\/\/amzn.to\/4jp4eyI\">\u8ab0\u3082\u6559\u3048\u3066\u304f\u308c\u306a\u304b\u3063\u305f\u3000\u533b\u7642\u7d71\u8a08\u306e\u4f7f\u3044\u5206\u3051\u301c\u8ff7\u3044\u3084\u3059\u3044\u89e3\u6790\u624b\u6cd5\u306e\u9078\u3073\u65b9\u304c\uff0cR\u3067\u5b9f\u611f\u3057\u306a\u304c\u3089\u308f\u304b\u308b\uff01<\/a><\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u305f\u5f8c\u3001\u591a\u304f\u306e\u521d\u5fc3\u8005\u306f\u300c\u6b63\u89e3\u7387\uff08Accuracy\uff09\u300d\u306e\u307f\u3092\u898b\u3066\u30e2\u30c7\u30eb\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3057\u304c\u3061\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u5206\u985e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6b63\u89e3\u7387\u306e\u307f\u3092\u6307\u6a19\u3068\u3059\u308b\u3053\u3068\u306f\u3001\u6642\u3068\u3057\u3066\u91cd\u5927\u306a\u5224\u65ad\u30df\u30b9\u3092\u62db\u304f\u3002 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