{"id":4492,"date":"2025-12-30T15:44:30","date_gmt":"2025-12-30T06:44:30","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4492"},"modified":"2026-01-01T09:47:22","modified_gmt":"2026-01-01T00:47:22","slug":"plotting-multiple-roc-curves-in-one-graph-using-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/plotting-multiple-roc-curves-in-one-graph-using-r\/","title":{"rendered":"R\u3067\u5b9f\u8df5\uff1a3\u3064\u4ee5\u4e0a\u306eROC\u66f2\u7dda\u30921\u3064\u306e\u30b0\u30e9\u30d5\u306b\u307e\u3068\u3081\u308b\u624b\u6cd5"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u533b\u7642\u7d71\u8a08\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u6bd4\u8f03\u3059\u308b\u969b\u3001<span class=\"swl-marker mark_orange\">ROC\u66f2\u7dda\uff08\u53d7\u4fe1\u8005\u52d5\u4f5c\u7279\u6027\u66f2\u7dda\uff09<\/span>\u30921\u3064\u306e\u30b0\u30e9\u30d5\u306b\u91cd\u306d\u3066\u63cf\u753b\u3059\u308b\u3053\u3068\u306f\u3001\u8996\u899a\u7684\u306a\u8a55\u4fa1\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001R\u306e\u6a19\u6e96\u7684\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3042\u308b<code>pROC<\/code>\u3092\u7528\u3044\u30011\u672c\u304b\u30893\u672c\u3001\u3055\u3089\u306b\u306f\u305d\u308c\u4ee5\u4e0a\u306eROC\u66f2\u7dda\u3092\u540c\u4e00\u30b0\u30e9\u30d5\u4e0a\u306b\u63cf\u753b\u3059\u308b\u624b\u9806\u3092\u8a73\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\">ROC\u66f2\u7dda\u306e\u57fa\u790e\u77e5\u8b58<\/h2>\n\n\n\n<p>ROC\u66f2\u7dda\u306f\u3001\u5224\u5225\u30e2\u30c7\u30eb\u306e\u95be\u5024\u3092\u5909\u5316\u3055\u305b\u305f\u969b\u306e\u300c\u611f\u5ea6\uff08Sensitivity\uff09\u300d\u3068\u300c1-\u7279\u7570\u5ea6\uff081-Specificity\uff09\u300d\u306e\u8ecc\u8de1\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u3082\u306e\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7e26\u8ef8\uff08\u611f\u5ea6\uff09\uff1a<\/strong> \u967d\u6027\u306e\u3082\u306e\u3092\u6b63\u3057\u304f\u967d\u6027\u3068\u5224\u5b9a\u3059\u308b\u5272\u5408\u3002<\/li>\n\n\n\n<li><strong>\u6a2a\u8ef8\uff081-\u7279\u7570\u5ea6\uff09\uff1a<\/strong> \u9670\u6027\u306e\u3082\u306e\u3092\u8aa4\u3063\u3066\u967d\u6027\u3068\u5224\u5b9a\u3057\u3066\u3057\u307e\u3046\u5272\u5408\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30b0\u30e9\u30d5\u304c\u5de6\u4e0a\u9685\u306b\u8fd1\u3051\u308c\u3070\u8fd1\u3044\u307b\u3069\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306f\u512a\u79c0\u3067\u3042\u308b\u3002\u3053\u306e\u66f2\u7dda\u306e\u4e0b\u5074\u306e\u9762\u7a4d\u3092<strong>AUC<\/strong>\uff08Area Under the Curve\uff09\u3068\u547c\u3073\u3001\u3053\u306e\u5024\u304c1\u306b\u8fd1\u3044\u307b\u3069\u9ad8\u7cbe\u5ea6\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3059\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\">\u4e8b\u524d\u6e96\u5099\uff1a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<p>ROC\u66f2\u7dda\u3092\u6271\u3046\u305f\u3081\u306e\u5f37\u529b\u306a\u30d1\u30c3\u30b1\u30fc\u30b8 <code>pROC<\/code> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u8aad\u307f\u8fbc\u3080\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u521d\u56de\u306e\u307f\uff09\ninstall.packages(\"pROC\")\n\n# \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f\nlibrary(pROC)\n<\/code><\/pre>\n\n\n\n<p>\u4eca\u56de\u306f\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u4ed8\u5c5e\u3057\u3066\u3044\u308b\u7df4\u7fd2\u7528\u30c7\u30fc\u30bf <code>aSAH<\/code>\uff08\u304f\u3082\u819c\u4e0b\u51fa\u8840\u306e\u30c7\u30fc\u30bf\uff09\u3092\u4f7f\u3044\u30013\u3064\u306e\u4e88\u6e2c\u6307\u6a19\uff08s100b, ndka, wfns\uff09\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-1279781719\" 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\">\u57fa\u672c\uff1aROC\u66f2\u7dda\u30921\u672c\u3060\u3051\u66f8\u304f<\/h2>\n\n\n\n<p>\u307e\u305a\u306f\u57fa\u672c\u306e1\u672c\u3067\u3042\u308b\u3002<code>roc()<\/code> \u95a2\u6570\u3067\u30c7\u30fc\u30bf\u3092\u8a08\u7b97\u3057\u3001<code>plot()<\/code> \u3067\u63cf\u753b\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30c7\u30fc\u30bf\u306e\u6e96\u5099\uff08\u4f8b\uff1as100b\u3068\u3044\u3046\u6307\u6a19\u3067\u7d50\u679c\u3092\u4e88\u6e2c\uff09\ndata(aSAH)\nroc1 &lt;- roc(aSAH$outcome, aSAH$s100b)\n\n# \u63cf\u753b\nplot(roc1, col=\"blue\", main=\"ROC\u66f2\u7dda\")\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-2.png\" alt=\"\" class=\"wp-image-4496\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-2.png 800w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-2-300x225.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-2-768x576.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>\u203b \u3053\u3053\u3067\u306f\u3001<code>roc()<\/code> \u95a2\u6570\u3067ROC\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3001\u305d\u308c\u3092 <code>plot()<\/code> \u306b\u6e21\u3059\u3068\u3044\u3046\u57fa\u672c\u306e\u6d41\u308c\u3092\u7406\u89e3\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<h2 class=\"wp-block-heading\">\u5fdc\u7528\uff1a2\u672c\u306eROC\u66f2\u7dda\u3092\u91cd\u306d\u308b<\/h2>\n\n\n\n<p>2\u672c\u76ee\u3092\u91cd\u306d\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u30012\u56de\u76ee\u306eplot\u95a2\u6570\u3067 <strong><code>add = TRUE<\/code><\/strong> \u3068\u3044\u3046\u5f15\u6570\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 2\u672c\u76ee\u306e\u8a08\u7b97\uff08ndka\u3068\u3044\u3046\u5225\u306e\u6307\u6a19\uff09\nroc2 &lt;- roc(aSAH$outcome, aSAH$ndka)\n\n# 1\u672c\u76ee\u3092\u63cf\u753b\uff08\u51e1\u4f8b\u306e\u305f\u3081\u306b\u5c11\u3057\u4f59\u767d\u3092\u610f\u8b58\uff09\nplot(roc1, col=\"blue\", main=\"ROC\u66f2\u7dda\u306e\u6bd4\u8f03\")\n\n# 2\u672c\u76ee\u3092\u91cd\u306d\u308b\nplot(roc2, col=\"red\", add = TRUE)\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-1.png\" alt=\"\" class=\"wp-image-4495\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-1.png 800w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-1-300x225.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-1-768x576.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>\u203b add = TRUE \u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u65b0\u3057\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u73fe\u5728\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u30b0\u30e9\u30d5\u306e\u4e0a\u306b\u91cd\u306d\u66f8\u304d\u3092\u884c\u3046\u3002\u3053\u308c\u3092\u5fd8\u308c\u308b\u3068\u30011\u672c\u76ee\u306e\u30b0\u30e9\u30d5\u304c\u6d88\u3048\u3066\u65b0\u3057\u3044\u30b0\u30e9\u30d5\u306b\u4e0a\u66f8\u304d\u3055\u308c\u3066\u3057\u307e\u3046\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3042\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\">\u672c\u984c\uff1a3\u672c\u4ee5\u4e0a\u306eROC\u66f2\u7dda\u30921\u3064\u306b\u307e\u3068\u3081\u308b<\/h2>\n\n\n\n<p>3\u672c\u4ee5\u4e0a\u306b\u306a\u3063\u3066\u3082\u3001\u57fa\u672c\u306f\u300c2\u672c\u76ee\u4ee5\u964d\u306b <code>add = TRUE<\/code> \u3092\u7e70\u308a\u8fd4\u3059\u300d\u3060\u3051\u3067\u3042\u308b\u3002\u6700\u5f8c\u306b<span class=\"swl-marker mark_orange\">\u51e1\u4f8b\uff08Legend\uff09<\/span>\u3092\u4ed8\u3051\u3001\u3069\u306e\u8272\u304c\u3069\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u304b\u3092\u660e\u793a\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 3\u672c\u306e\u30c7\u30fc\u30bf\u3092\u6e96\u5099\nroc1 &lt;- roc(aSAH$outcome, aSAH$s100b)\nroc2 &lt;- roc(aSAH$outcome, aSAH$ndka)\nroc3 &lt;- roc(aSAH$outcome, aSAH$wfns)\n\n# 1\u672c\u76ee\uff1a\u30b0\u30e9\u30d5\u306e\u67a0\u7d44\u307f\u3068\u6700\u521d\u306e\u66f2\u7dda\u3092\u4f5c\u6210\nplot(roc1, col=\"blue\", lwd=2, main=\"3\u3064\u306e\u30e2\u30c7\u30eb\u6bd4\u8f03\")\n\n# 2\u672c\u76ee\u4ee5\u964d\u3092\u91cd\u306d\u308b\nplot(roc2, col=\"red\",  lwd=2, add=TRUE)\nplot(roc3, col=\"green\", lwd=2, add=TRUE)\n\n# \u51e1\u4f8b\u3092\u8ffd\u52a0\u3057\u3066\u5206\u304b\u308a\u3084\u3059\u304f\nlegend(\"bottomright\", \n       legend = c(\"S100B\", \"NDKA\", \"WFNS\"), \n       col = c(\"blue\", \"red\", \"green\"), \n       lwd = 2)\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1013\" height=\"709\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-4.png\" alt=\"\" class=\"wp-image-4498\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-4.png 1013w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-4-300x210.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-4-768x538.png 768w\" sizes=\"(max-width: 1013px) 100vw, 1013px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u3055\u3089\u306b\u898b\u6804\u3048\u3092\u826f\u304f\u3059\u308b\u30b3\u30c4<\/h2>\n\n\n\n<p>\u5b9f\u52d9\u3084\u8ad6\u6587\u306b\u63b2\u8f09\u3059\u308b\u5834\u5408\u3001\u8996\u8a8d\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u4ee5\u4e0b\u306e\u8a2d\u5b9a\u3092\u63a8\u5968\u3059\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AUC\u3092\u8868\u793a\u3059\u308b\uff1a<\/strong> <code>print.auc = TRUE<\/code> \u3092\u4f7f\u3046\u3068\u3001\u30b0\u30e9\u30d5\u5185\u306b\u6570\u5024\u3092\u8868\u793a\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>\u7dda\u3092\u592a\u304f\u3059\u308b\uff1a<\/strong> <code>lwd = 2<\/code> \u306a\u3069\u3067\u8996\u8a8d\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b(\u4e0a\u8a18\u3067\u3059\u3067\u306b\u7d44\u307f\u8fbc\u307f\u6e08\u307f)\u3002<\/li>\n\n\n\n<li><strong>\u683c\u5b50\u7dda\u3092\u5165\u308c\u308b\uff1a<\/strong> <code>grid = TRUE<\/code> \u3067\u5024\u304c\u8aad\u307f\u53d6\u308a\u3084\u3059\u304f\u306a\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6570\u5024\u8868\u793a\u3092\u542b\u3081\u305f\u4f8b\nplot(roc1, col=\"blue\", lwd=2, print.auc=TRUE, print.auc.y=0.3, grid=TRUE, main=\"3\u3064\u306e\u30e2\u30c7\u30eb\u6bd4\u8f03\")\nplot(roc2, col=\"red\",  lwd=2, print.auc=TRUE, print.auc.y=0.2, add=TRUE)\nplot(roc3, col=\"green\", lwd=2, print.auc=TRUE, print.auc.y=0.4, add=TRUE)<\/code><\/pre>\n\n\n\n<p>\u203b <code>print.auc.y<\/code> \u306f\u3001AUC\u306e\u6570\u5024\u304c\u91cd\u306a\u3089\u306a\u3044\u3088\u3046\u8868\u793a\u3059\u308b\u9ad8\u3055\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u306e\u5f15\u6570\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1013\" height=\"709\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-7.png\" alt=\"\" class=\"wp-image-4501\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-7.png 1013w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-7-300x210.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-7-768x538.png 768w\" sizes=\"(max-width: 1013px) 100vw, 1013px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>R\u3067\u8907\u6570\u306eROC\u66f2\u7dda\u30921\u3064\u306e\u30b0\u30e9\u30d5\u306b\u307e\u3068\u3081\u308b\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><code>roc()<\/code> \u3067\u5404\u30e2\u30c7\u30eb\u306e\u30c7\u30fc\u30bf\uff08ROC\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\uff09\u3092\u4f5c\u6210\u3059\u308b\u3002<\/li>\n\n\n\n<li>1\u672c\u76ee\u3092 <code>plot()<\/code> \u95a2\u6570\u3067\u63cf\u753b\u3059\u308b\u3002<\/li>\n\n\n\n<li>2\u672c\u76ee\u4ee5\u964d\u306f <strong><code>add = TRUE<\/code><\/strong> \u3092\u4ed8\u52a0\u3057\u3066 <code>plot()<\/code> \u3092\u5b9f\u884c\u3059\u308b\u3002<\/li>\n\n\n\n<li><code>legend()<\/code> \u3067\u51e1\u4f8b\u3092\u6dfb\u3048\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u8907\u6570\u306e\u624b\u6cd5\u306e\u6027\u80fd\u5dee\u3092\u3072\u3068\u76ee\u3067\u6bd4\u8f03\u3067\u304d\u308b\u3002\u89e3\u6790\u306e\u76ee\u7684\u306b\u5fdc\u3058\u3066\u3001\u8272\u306e\u4f7f\u3044\u5206\u3051\u3084AUC\u5024\u306e\u8868\u793a\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3057\u3066\u3044\u305f\u3060\u304d\u305f\u3044\u3002<\/p>\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\/4jmd0gT\">\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\u00a0<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u533b\u7642\u7d71\u8a08\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u6bd4\u8f03\u3059\u308b\u969b\u3001ROC\u66f2\u7dda\uff08\u53d7\u4fe1\u8005\u52d5\u4f5c\u7279\u6027\u66f2\u7dda\uff09\u30921\u3064\u306e\u30b0\u30e9\u30d5\u306b\u91cd\u306d\u3066\u63cf\u753b\u3059\u308b\u3053\u3068\u306f\u3001\u8996\u899a\u7684\u306a\u8a55\u4fa1\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001R\u306e\u6a19\u6e96\u7684\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3042\u308bpRO [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4501,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[10],"tags":[],"class_list":["post-4492","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-roc"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-7.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4492","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=4492"}],"version-history":[{"count":3,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4492\/revisions"}],"predecessor-version":[{"id":4503,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4492\/revisions\/4503"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/4501"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}