{"id":4559,"date":"2026-01-10T21:14:57","date_gmt":"2026-01-10T12:14:57","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4559"},"modified":"2026-01-10T21:16:41","modified_gmt":"2026-01-10T12:16:41","slug":"is-your-odds-ratio-truly-accurate-a-guide-to-modified-poisson-regression-for-precise-risk-ratio-estimation","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/is-your-odds-ratio-truly-accurate-a-guide-to-modified-poisson-regression-for-precise-risk-ratio-estimation\/","title":{"rendered":"\u305d\u306e\u300c\u30aa\u30c3\u30ba\u6bd4\u300d\u3067\u5927\u4e08\u592b\u304b\uff1f\u30ea\u30b9\u30af\u6bd4\u3092\u6b63\u3057\u304f\u63a8\u5b9a\u3059\u308b\u300c\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u300d\u306e\u3059\u309d\u3081"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u300c\u5206\u6790\u306e\u7d50\u679c\u3001\u30ea\u30b9\u30af\u304c3\u500d\u306b\u306a\u3063\u305f\u300d<\/p>\n\n\n\n<p>\u3053\u3046\u3057\u305f\u5831\u544a\u3092\u8033\u306b\u3057\u305f\u969b\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u304c\u3042\u308b\u3002\u3082\u3057\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u7528\u3044\u3066\u305d\u306e\u6570\u5b57\u3092\u5c0e\u304d\u51fa\u3057\u305f\u306e\u3067\u3042\u308c\u3070\u3001\u5b9f\u306f\u30ea\u30b9\u30af\u3092\u904e\u5927\u8a55\u4fa1\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3060\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u533b\u5b66\u8ad6\u6587\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u6790\u306b\u304a\u3044\u3066\u91cd\u8981\u8996\u3055\u308c\u308b\u624b\u6cd5\u3001<span class=\"swl-marker mark_orange\">\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\uff08Modified Poisson Regression\uff09<\/span>\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u5fc5\u8981\u6027\u3068\u5b9f\u88c5\u65b9\u6cd5\u3092\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u300c\u30aa\u30c3\u30ba\u6bd4\u300d\u3068\u300c\u30ea\u30b9\u30af\u6bd4\u300d\u306e\u6df7\u540c\u3068\u3044\u3046\u843d\u3068\u3057\u7a74<\/h2>\n\n\n\n<p>\u300c0\u304b1\u304b\uff08\u30a4\u30d9\u30f3\u30c8\u306e\u767a\u751f\u6709\u7121\uff09\u300d\u3092\u6271\u3046\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u6700\u3082\u4e00\u822c\u7684\u306a\u624b\u6cd5\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u5f97\u3089\u308c\u308b\u6307\u6a19\u306f<span class=\"swl-marker mark_orange\">\u300c\u30aa\u30c3\u30ba\u6bd4\uff08Odds Ratio\uff09\u300d<strong>\u3067\u3042\u308a\u3001\u79c1\u305f\u3061\u304c\u76f4\u611f\u7684\u306b\u7406\u89e3\u3057\u305f\u3044<\/strong>\u300c\u30ea\u30b9\u30af\u6bd4\uff08Relative Risk\uff09\u300d<\/span>\u3068\u306f\u6027\u8cea\u304c\u7570\u306a\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a4\u30d9\u30f3\u30c8\u767a\u751f\u7387\u304c\u4f4e\u3044\u5834\u5408\uff08\u76ee\u5b895%\u4ee5\u4e0b\uff09<\/strong>: \u30aa\u30c3\u30ba\u6bd4\u3068\u30ea\u30b9\u30af\u6bd4\u306f\u8fd1\u4f3c\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30d9\u30f3\u30c8\u767a\u751f\u7387\u304c\u9ad8\u3044\u5834\u5408<\/strong>: \u30aa\u30c3\u30ba\u6bd4\u306f\u30ea\u30b9\u30af\u6bd4\u3088\u308a\u3082<span class=\"swl-marker mark_orange\">\u5927\u304d\u306a\u5024\uff08\u904e\u5927\u8a55\u4fa1\uff09<\/span>\u3092\u793a\u3059\u6027\u8cea\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30a4\u30d9\u30f3\u30c8\u304c\u983b\u7e41\u306b\u767a\u751f\u3059\u308b\u30c7\u30fc\u30bf\u306b\u304a\u3044\u3066\u3001\u300c\u30ea\u30b9\u30af\u304c2\u500d\u300d\u3068\u4f1d\u3048\u308b\u3079\u304d\u5834\u9762\u3067\u3001\u30aa\u30c3\u30ba\u6bd4\u3092\u7528\u3044\u308b\u3068\u300c4\u500d\u300d\u3068\u3044\u3063\u305f\u8a87\u5f35\u3055\u308c\u305f\u7d50\u679c\u3092\u62db\u304f\u30ea\u30b9\u30af\u304c\u3042\u308b\u306e\u3060\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"699\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5-1024x699.png\" alt=\"\" class=\"wp-image-4560\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5-1024x699.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5-300x205.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5-768x524.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5.png 1128w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ea\u30b9\u30af\u6bd4\u3092\u6c42\u3081\u308b\u624b\u6cd5\u306e\u6bd4\u8f03<\/h2>\n\n\n\n<p>\u30ea\u30b9\u30af\u6bd4\u3092\u76f4\u63a5\u63a8\u5b9a\u3057\u305f\u3044\u5834\u5408\u3001\u5019\u88dc\u3068\u306a\u308b3\u3064\u306e\u624b\u6cd5\u306e\u7279\u6027\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u624b\u6cd5<\/strong><\/td><td><strong>\u63a8\u5b9a\u6307\u6a19<\/strong><\/td><td><strong>\u8a08\u7b97\u306e\u5b89\u5b9a\u6027<\/strong><\/td><td><strong>\u7279\u5fb4<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/strong><\/td><td>\u30aa\u30c3\u30ba\u6bd4<\/td><td>\u25ce \u975e\u5e38\u306b\u5b89\u5b9a<\/td><td>\u5b9a\u756a\u3060\u304c\u3001\u767a\u751f\u7387\u304c\u9ad8\u3044\u3068\u30ea\u30b9\u30af\u6bd4\u304b\u3089\u4e56\u96e2\u3059\u308b\u3002<\/td><\/tr><tr><td><strong>\u5bfe\u6570\u4e8c\u9805\u56de\u5e30<\/strong><\/td><td>\u30ea\u30b9\u30af\u6bd4<\/td><td>\u25b3 \u4e0d\u5b89\u5b9a<\/td><td>\u7406\u8ad6\u7684\u306b\u81ea\u7136\u3060\u304c\u3001\u53ce\u675f\u4e0d\u5168\uff08\u30a8\u30e9\u30fc\uff09\u304c\u8d77\u304d\u3084\u3059\u3044\u3002<\/td><\/tr><tr><td><strong>\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30<\/strong><\/td><td><strong>\u30ea\u30b9\u30af\u6bd4<\/strong><\/td><td><strong>\u25cb \u5b89\u5b9a<\/strong><\/td><td><strong>\u8a08\u7b97\u304c\u5b89\u5b9a\u3057\u3066\u304a\u308a\u3001\u304b\u3064\u30ea\u30b9\u30af\u6bd4\u3092\u6b63\u3057\u304f\u51fa\u305b\u308b\u3002<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5b9f\u52d9\u306b\u304a\u3044\u3066\u3001\u8a08\u7b97\u306e\u5b89\u5b9a\u6027\u3068\u89e3\u91c8\u306e\u5bb9\u6613\u3055\u3092\u4e21\u7acb\u3067\u304d\u308b\u306e\u304c\u3001<strong>\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30<\/strong>\u306e\u6700\u5927\u306e\u5f37\u307f\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-3597943640\" 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\">\u306a\u305c\u300c\u4fee\u6b63\u300d\u304c\u5fc5\u8981\u306a\u306e\u304b\uff08\u5206\u6563\u306e\u904e\u5927\u8a55\u4fa1\uff09<\/h2>\n\n\n\n<p>\u672c\u6765\u3001\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306f\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf\uff08\u4ef6\u6570\uff09\u3092\u6271\u3046\u305f\u3081\u306e\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002\u3053\u308c\u3092\u4e8c\u5024\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u5185\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u300c\u8aa4\u89e3\u300d\u304c\u751f\u3058\u308b\u3002<\/p>\n\n\n\n<p>\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306e\u6027\u8cea\u4e0a\u3001\u30e2\u30c7\u30eb\u306f\u300c\u5206\u6563\u306f\u5e73\u5747\u306b\u7b49\u3057\u3044\u300d\u3068\u4eee\u5b9a\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u4e8c\u5024\u30c7\u30fc\u30bf\uff08\u30d9\u30eb\u30cc\u30fc\u30a4\u5206\u5e03\uff09\u306e\u5b9f\u969b\u306e\u5206\u6563\u306f\u3001\u6570\u5b66\u7684\u306b\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306e\u60f3\u5b9a\u3088\u308a\u3082\u5fc5\u305a\u5c0f\u3055\u304f\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u901a\u5e38\u306e\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3092\u305d\u306e\u307e\u307e\u9069\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u300c\u30c7\u30fc\u30bf\u304c\u60f3\u5b9a\u4ee5\u4e0a\u306b\u30d0\u30e9\u3064\u3044\u3066\u3044\u308b\u300d\u3068\u5224\u65ad\u3057\u3001<strong>\u6a19\u6e96\u8aa4\u5dee\uff08\u4fe1\u983c\u533a\u9593\uff09\u3092\u4e0d\u5f53\u306b\u5927\u304d\u304f\u898b\u7a4d\u3082\u3063\u3066\u3057\u307e\u3046<\/strong>\u3002\u3053\u306e\u8aa4\u89e3\u3092\u89e3\u304d\u3001\u6a19\u6e96\u8aa4\u5dee\u3092\u9069\u5207\u306a\u5024\u306b\u88dc\u6b63\u3059\u308b\u305f\u3081\u306b\u300c\u4fee\u6b63\u300d\u304c\u5fc5\u8981\u3068\u306a\u308b\u306e\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\">\u30b5\u30f3\u30c9\u30a4\u30c3\u30c1\u63a8\u5b9a\u6cd5\u306f\u300c\u4ed5\u7acb\u3066\u76f4\u3057\u306e\u30d4\u30f3\u7559\u3081\u300d<\/h2>\n\n\n\n<p>\u3053\u306e\u4fee\u6b63\u306b\u7528\u3044\u3089\u308c\u308b\u6280\u8853\u304c<span class=\"swl-marker mark_orange\">\u300c\u30b5\u30f3\u30c9\u30a4\u30c3\u30c1\u63a8\u5b9a\u6cd5\uff08\u30ed\u30d0\u30b9\u30c8\u6a19\u6e96\u8aa4\u5dee\uff09\u300d<\/span>\u3067\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u3044\u308f\u3070\u300c\u65e2\u88fd\u54c1\u306e\u30b9\u30fc\u30c4\u3092\u3001\u5b9f\u969b\u306e\u4f53\u578b\u306b\u5408\u308f\u305b\u3066\u30d4\u30f3\u7559\u3081\u3067\u88dc\u6b63\u3059\u308b\u300d\u3088\u3046\u306a\u4f5c\u696d\u3060\u3002<\/p>\n\n\n\n<ul start=\"1\" class=\"wp-block-list\">\n<li><strong>\u30d1\u30f3\uff08\u30e2\u30c7\u30eb\u306e\u4eee\u5b9a\uff09<\/strong>: \u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u3068\u3044\u3046\u65e2\u88fd\u54c1\u306e\u578b\u7d19\u3002<\/li>\n\n\n\n<li><strong>\u5177\uff08\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\uff09<\/strong>: \u76ee\u306e\u524d\u306b\u3042\u308b\u73fe\u5b9f\u306e\u30d0\u30e9\u30c4\u30ad\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30f3\u30c9\u30a4\u30c3\u30c1<\/strong>: \u578b\u7d19\uff08\u30d1\u30f3\uff09\u3067\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\uff08\u5177\uff09\u3092\u631f\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5b9f\u614b\u306b\u5373\u3057\u305f\u6b63\u78ba\u306a\u6a19\u6e96\u8aa4\u5dee\u3092\u7b97\u51fa\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u88dc\u6b63\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u300c\u52d8\u9055\u3044\u300d\u304c\u6b63\u3055\u308c\u3001\u4fe1\u983c\u533a\u9593\u306f\u9069\u5207\u306b\u5f15\u304d\u7de0\u307e\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\">R\u306b\u3088\u308b\u5b9f\u88c5<\/h2>\n\n\n\n<p>R\u8a00\u8a9e\u3067\u306f\u3001\u6a19\u6e96\u7684\u306a <code>glm<\/code> \u95a2\u6570\u3068\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5bb9\u6613\u306b\u5b9f\u88c5\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\nif (!require(\"sandwich\")) install.packages(\"sandwich\")\nif (!require(\"lmtest\")) install.packages(\"lmtest\")\nlibrary(sandwich)\nlibrary(lmtest)\n\n# 0. \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\nset.seed(123)\nn &lt;- 500\n# \u66dd\u9732\u3042\u308a(1)\u30fb\u306a\u3057(0)\u3092\u534a\u5206\u305a\u3064\nexposure &lt;- rbinom(n, 1, 0.5)\n# \u5e74\u9f62\uff08\u5171\u5909\u91cf\uff09\nage &lt;- rnorm(n, 50, 10)\n\n# \u30ea\u30b9\u30af\uff08\u78ba\u7387\uff09\u3092\u8a08\u7b97\uff1a\u66dd\u9732\u304c\u3042\u308b\u3068\u30ea\u30b9\u30af\u304c2\u500d\u306b\u306a\u308b\u8a2d\u5b9a\n# (\u30d9\u30fc\u30b9\u30e9\u30a4\u30f325% \u2192 \u66dd\u9732\u3042\u308a\u306750%\u7a0b\u5ea6\u306b\u306a\u308b\u3088\u3046\u306b\u8abf\u6574)\np &lt;- 0.25 * exp(log(2) * exposure + 0.01 * (age - 50))\np &lt;- pmin(p, 0.9) # \u78ba\u7387\u306f1\u3092\u8d85\u3048\u306a\u3044\u3088\u3046\u306b\noutcome &lt;- rbinom(n, 1, p)\n\ndf &lt;- data.frame(outcome, exposure, age)\n\n# 1. \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\uff08family = poisson(link = \"log\") \u3092\u6307\u5b9a\uff09\nmodel &lt;- glm(outcome ~ exposure + age, data = df, family = poisson(link = \"log\"))\nsummary(model)$coef\n\n# 2. \u30ed\u30d0\u30b9\u30c8\u6a19\u6e96\u8aa4\u5dee\u306b\u3088\u308b\u4fee\u6b63\uff08\u30b5\u30f3\u30c9\u30a4\u30c3\u30c1\u63a8\u5b9a\uff09\n# type = \"HC0\" \u304c\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306b\u304a\u3051\u308b\u6a19\u6e96\u7684\u306a\u6307\u5b9a\nres &lt;- coeftest(model, vcov = vcovHC(model, type = \"HC0\"))\nprint(res) # SE\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b\n\n# 3. \u6307\u6570\u95a2\u6570\u306b\u304b\u3051\u3066\u30ea\u30b9\u30af\u6bd4\uff08RR\uff09\u3068\u4fe1\u983c\u533a\u9593\u3092\u7b97\u51fa\nRR_results &lt;- exp(cbind(RR = coef(model), confint.default(model, vcov = vcovHC(model, type = \"HC0\"))))\nprint(\"--- \u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u7d50\u679c (\u30ea\u30b9\u30af\u6bd4) ---\")\nprint(RR_results)<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> # 1. \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\uff08family = poisson(link = \"log\") \u3092\u6307\u5b9a\uff09\n> summary(model)$coef\n               Estimate  Std. Error   z value     Pr(>|z|)\n(Intercept) -2.18856558 0.406003661 -5.390507 7.025917e-08\nexposure     0.77196171 0.156385251  4.936282 7.962592e-07\nage          0.01460124 0.007536578  1.937384 5.269848e-02\n\n\n> # 2. \u30ed\u30d0\u30b9\u30c8\u6a19\u6e96\u8aa4\u5dee\u306b\u3088\u308b\u4fee\u6b63\uff08\u30b5\u30f3\u30c9\u30a4\u30c3\u30c1\u63a8\u5b9a\uff09\n> print(res) # SE\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b\n\nz test of coefficients:\n\n              Estimate Std. Error z value  Pr(>|z|)    \n(Intercept) -2.1885656  0.3074785 -7.1178 1.097e-12 ***\nexposure     0.7719617  0.1277737  6.0416 1.526e-09 ***\nage          0.0146012  0.0056927  2.5649   0.01032 *  \n---\nSignif. codes:  0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018.\u2019 0.1 \u2018 \u2019 1\n\n\n> # 3. \u6307\u6570\u95a2\u6570\u306b\u304b\u3051\u3066\u30ea\u30b9\u30af\u6bd4\uff08RR\uff09\u3068\u4fe1\u983c\u533a\u9593\u3092\u7b97\u51fa\n> print(\"--- \u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u7d50\u679c (\u30ea\u30b9\u30af\u6bd4) ---\")\n&#91;1] \"--- \u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306e\u7d50\u679c (\u30ea\u30b9\u30af\u6bd4) ---\"\n> print(RR_results)\n                   RR      2.5 %    97.5 %\n(Intercept) 0.1120774 0.05057398 0.2483756\nexposure    2.1640072 1.59273434 2.9401811\nage         1.0147084 0.99982984 1.0298083\n<\/code><\/pre>\n\n\n\n<p>\u30ed\u30d0\u30b9\u30c8\u6a19\u6e96\u8aa4\u5dee\u3067\u4fee\u6b63\u3092\u884c\u3046\u3068\u3001\u5e83\u3059\u304e\u308b\u3068\u52d8\u9055\u3044\u3057\u3066\u3044\u305f\u5206\u6563\u304c\u4fee\u6b63\u3055\u308c\u3066\u3001\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081\uff1a\u8aa0\u5b9f\u306a\u89e3\u6790\u304c\u4fe1\u983c\u3092\u751f\u3080<\/h2>\n\n\n\n<p>\u30aa\u30c3\u30ba\u6bd4\u306f\u5f37\u529b\u306a\u6307\u6a19\u3067\u3042\u308b\u304c\u3001\u4e07\u80fd\u3067\u306f\u306a\u3044\u3002\u7279\u306b\u30a4\u30d9\u30f3\u30c8\u767a\u751f\u7387\u304c10%\u3092\u8d85\u3048\u308b\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u306f\u3001\u30aa\u30c3\u30ba\u6bd4\u3092\u30ea\u30b9\u30af\u6bd4\u306e\u3088\u3046\u306b\u89e3\u91c8\u3059\u308b\u3053\u3068\u306f\u5371\u967a\u3092\u4f34\u3046\u3002<\/p>\n\n\n\n<p>\u300c\u30ea\u30b9\u30af\u304c\u4f55\u500d\u306b\u306a\u3063\u305f\u304b\u300d\u3092\u76f4\u611f\u7684\u304b\u3064\u6b63\u78ba\u306b\u5831\u544a\u3057\u305f\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u4fee\u6b63\u30dd\u30a2\u30bd\u30f3\u56de\u5e30\u306f\u6975\u3081\u3066\u6709\u52b9\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3002\u8a08\u7b97\u306e\u5b89\u5b9a\u6027\u3068\u8aa0\u5b9f\u306a\u63a8\u5b9a\u3002\u3053\u306e\u4e8c\u3064\u3092\u517c\u306d\u5099\u3048\u305f\u624b\u6cd5\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u306f\u3001\u5206\u6790\u8005\u3068\u3057\u3066\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u4e00\u52a9\u3068\u306a\u308b\u3060\u308d\u3046\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\/49u9H2j\">\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<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u5206\u6790\u306e\u7d50\u679c\u3001\u30ea\u30b9\u30af\u304c3\u500d\u306b\u306a\u3063\u305f\u300d \u3053\u3046\u3057\u305f\u5831\u544a\u3092\u8033\u306b\u3057\u305f\u969b\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u304c\u3042\u308b\u3002\u3082\u3057\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u7528\u3044\u3066\u305d\u306e\u6570\u5b57\u3092\u5c0e\u304d\u51fa\u3057\u305f\u306e\u3067\u3042\u308c\u3070\u3001\u5b9f\u306f\u30ea\u30b9\u30af\u3092\u904e\u5927\u8a55\u4fa1\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\u3089\u3060\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001\u533b\u5b66\u8ad6 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4560,"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":[86],"tags":[],"class_list":["post-4559","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-86"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-5.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4559","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=4559"}],"version-history":[{"count":2,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4559\/revisions"}],"predecessor-version":[{"id":4562,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4559\/revisions\/4562"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/4560"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4559"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4559"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4559"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}