{"id":4641,"date":"2026-08-04T21:49:45","date_gmt":"2026-08-04T12:49:45","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4641"},"modified":"2026-08-04T21:49:47","modified_gmt":"2026-08-04T12:49:47","slug":"exporting-regression-results-from-r-to-excel-stop-manual-entry-and-eliminate-errors","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/exporting-regression-results-from-r-to-excel-stop-manual-entry-and-eliminate-errors\/","title":{"rendered":"\u3010R\u8a00\u8a9e\u3011\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u3092Excel\u3078\u304d\u308c\u3044\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u65b9\u6cd5\uff01\u624b\u5165\u529b\u5352\u696d\u3067\u8ee2\u8a18\u30df\u30b9\u30bc\u30ed\u3078"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u7814\u7a76\u8005<\/strong>: R\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e <code>summary()<\/code> \u306e\u6570\u5024\u30921\u3064\u305a\u3064Excel\u306b\u624b\u5165\u529b\u3059\u308b\u306e\u304c\u5927\u5909\u3067\u3059\u3002\u76f4\u63a5\u30b3\u30d4\u30da\u3059\u308b\u30681\u3064\u306e\u30bb\u30eb\u306b\u56fa\u307e\u3063\u3066\u5d29\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u304c\u3001\u7c21\u5358\u306b\u7dba\u9e97\u306a\u8868\u306b\u3059\u308b\u65b9\u6cd5\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u7d71\u8a08ER<\/strong>: <code>summary()<\/code> \u306e\u51fa\u529b\u306f\u305f\u3060\u306e\u30d7\u30ec\u30fc\u30f3\u30c6\u30ad\u30b9\u30c8\u306a\u306e\u3067\u5d29\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u795e\u30d1\u30c3\u30b1\u30fc\u30b8 <code>broom::tidy()<\/code> \u3067\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5316\u3057\u3001<code>clipr::write_clip()<\/code> \u3092\u4f7f\u3048\u3070\u30011\u884c\u3067Excel\u306e\u30bb\u30eb\u306b\u3074\u3063\u305f\u308a\u5206\u304b\u308c\u305f\u72b6\u614b\u3067\u76f4\u63a5\u8cbc\u308a\u4ed8\u3051\u3067\u304d\u307e\u3059\u3088\uff01\u3055\u3063\u305d\u304f\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u81e8\u5e8a\u7814\u7a76\u3067\u5358\u5909\u91cf\u30fb\u591a\u5909\u91cf\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3084Cox\u6bd4\u4f8b\u30cf\u30b6\u30fc\u30c9\u5206\u6790\u3001\u7dda\u5f62\u56de\u5e30\u5206\u6790\u3092\u5b9f\u884c\u3057\u305f\u969b\u3001\u51fa\u529b\u3055\u308c\u305f\u56de\u5e30\u4fc2\u6570\u3084\u30aa\u30c3\u30ba\u6bd4\uff08OR\uff09\u3001p\u5024\u3092\u3069\u306e\u3088\u3046\u306bExcel\u3078\u8ee2\u8a18\u3057\u3066\u3044\u308b\u3060\u308d\u3046\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u3055\u304b\u3001<strong>R\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u3092\u898b\u3064\u3081\u306a\u304c\u3089\u30011\u6570\u5024\u305a\u3064\u624b\u5165\u529b\u3067Excel\u306e\u30bb\u30eb\u306b\u6253\u3061\u8fbc\u3093\u3067\u306f\u3044\u306a\u3044\u3060\u308d\u3046\u304b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c1.45\u300d\u300c0.048\u300d\u300c1.12-1.88\u300d\u3068\u3044\u3063\u305f\u6570\u5024\u3092\u624b\u4f5c\u696d\u3067\u8ee2\u8a18\u3059\u308b\u4f5c\u696d\u306f\u3001\u81a8\u5927\u306a\u6642\u9593\u304c\u304b\u304b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300cp = 0.048\u300d\u3092\u300c0.084\u300d\u3068\u6253\u3061\u9593\u9055\u3048\u308b\u3088\u3046\u306a\u81f4\u547d\u7684\u306a\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\uff08\u8ee2\u8a18\u30df\u30b9\uff09\u3092\u5f15\u304d\u8d77\u3053\u3059\u3002\u5b66\u5185\u767a\u8868\u306a\u3089\u307e\u3060\u3057\u3082\u3001\u8ad6\u6587\u63d0\u51fa\u5f8c\u306b\u30c7\u30fc\u30bf\u3068\u306e\u9f5f\u9f6c\u3092\u6307\u6458\u3055\u308c\u308c\u3070\u3001\u67fb\u8aad\u3067\u306e\u91cd\u5927\u306a\u4e0d\u4fe1\u611f\u306b\u3064\u306a\u304c\u3063\u3066\u3057\u307e\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u305d\u306e\u307e\u307e\u30b3\u30d4\u30fc\u3057\u3066Excel\u306b\u8cbc\u308a\u4ed8\u3051\u3088\u3046\u3068\u3057\u3066\u3082\u30011\u3064\u306e\u30bb\u30eb\u306b\u6587\u7ae0\u3054\u3068\u56fa\u307e\u3063\u3066\u5165\u529b\u3055\u308c\u3001\u8868\u3068\u3057\u3066\u6a5f\u80fd\u3057\u306a\u3044\u7d4c\u9a13\u3092\u3057\u305f\u65b9\u3082\u591a\u3044\u306f\u305a\u3060\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u624b\u5165\u529b\u3068\u8ee2\u8a18\u30df\u30b9\u304b\u3089\u5b8c\u5168\u306b\u89e3\u653e\u3055\u308c\u308b\u300cR\u306e\u89e3\u6790\u7d50\u679c\u3092\u4e00\u77ac\u3067Excel\u306e\u304d\u308c\u3044\u306a\u8868\uff08\u30bb\u30eb\u5206\u5272\u6e08\u307f\uff09\u306b\u51fa\u529b\u3059\u308b\u6c7a\u5b9a\u7248\u30c6\u30af\u30cb\u30c3\u30af\u300d\u3092\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u51e6\u7406\u3084\u8ee2\u8a18\u4f5c\u696d\u306a\u3069\u306e\u300c\u5185\u8077\u300d\u306b\u6642\u9593\u3092\u596a\u308f\u308c\u308b\u306e\u3092\u3084\u3081\u3001\u7814\u7a76\u306e\u672c\u8cea\u3067\u3042\u308b\u8003\u5bdf\u3084\u8ad6\u6587\u57f7\u7b46\u3078\u8cb4\u91cd\u306a\u6642\u9593\u3092\u6295\u8cc7\u3057\u3088\u3046\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305cR\u306e\u6a19\u6e96\u51fa\u529b <code>summary()<\/code> \u306fExcel\u306b\u305d\u306e\u307e\u307e\u8cbc\u308c\u306a\u3044\u306e\u304b\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R\u3067\u7dda\u5f62\u56de\u5e30\u3084\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3057\u305f\u969b\u3001\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u306e\u304c <code>summary()<\/code> \u95a2\u6570\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u51fa\u529b\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u30b3\u30d4\u30fc\u3057\u3066Excel\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u3068\u3001<strong>A\u5217\u306e1\u3064\u306e\u30bb\u30eb\u5185\u306b\u6587\u5b57\u5217\u5168\u4f53\u304c\u8a70\u3081\u8fbc\u307e\u308c\u3066\u5d29\u308c\u3066\u3057\u307e\u3046\u3002<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u4f8b\uff1a\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\nfit &lt;- glm(disease ~ age + sex + sbp, data = df, family = binomial)\nsummary(fit)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u304c\u8d77\u3053\u308b\u7406\u7531\u306f\u3001<code>summary()<\/code> \u306e\u51fa\u529b\u7d50\u679c\u304c\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\uff08\u8868\u5f62\u5f0f\uff09\u3067\u306f\u306a\u304f\u3001\u753b\u9762\u8868\u793a\u7528\u306b\u6574\u5f62\u3055\u308c\u305f\u300c\u305f\u3060\u306e\u30d7\u30ec\u30fc\u30f3\u30c6\u30ad\u30b9\u30c8\uff08\u30b9\u30da\u30fc\u30b9\u533a\u5207\u308a\u306e\u6587\u5b57\u5217\uff09\u300d\u3060\u304b\u3089\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Excel\u306b\u7dba\u9e97\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u305f\u3081\u306e\u6700\u5927\u306e\u9375\u306f\u3001\u300cR\u306e\u30e2\u30c7\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u3001\u4e00\u5ea6\u7dba\u9e97\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\uff08tbl \/ data.frame\uff09\u3078\u5909\u63db\u30fb\u69cb\u9020\u5316\u3059\u308b\u3053\u3068\u300d\u306b\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u89e3\u6790\u7d50\u679c\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u7dba\u9e97\u306b\u5909\u63db\u3059\u308b\u795e\u30d1\u30c3\u30b1\u30fc\u30b8 <code>broom<\/code><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8868\u5f62\u5f0f\uff08\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\uff09\u306b\u5909\u63db\u3059\u308b\u969b\u3001R\u30e6\u30fc\u30b6\u30fc\u306e\u6a19\u6e96\u3068\u306a\u3063\u3066\u3044\u308b\u306e\u304c <strong><code>broom<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8<\/strong> \u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><code>broom::tidy()<\/code> \u3067\u30e2\u30c7\u30eb\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4e00\u77ac\u3067\u8868\u5f62\u5f0f\u306b\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>broom<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u542b\u307e\u308c\u308b <code>tidy()<\/code> \u95a2\u6570\u306b\u30e2\u30c7\u30eb\uff08<code>fit<\/code>\uff09\u3092\u6e21\u3059\u3060\u3051\u3067\u3001\u96d1\u591a\u306a\u30b3\u30f3\u30bd\u30fc\u30eb\u51fa\u529b\u304c\u5217\u3054\u3068\u306b\u72ec\u7acb\u3057\u305f\u7f8e\u3057\u3044\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3078\u3068\u5909\u63db\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u8aad\u307f\u8fbc\u307f\nlibrary(tidyverse)\nlibrary(broom)\n\n# \u30e2\u30c7\u30eb\u7d50\u679c\u3092\u7dba\u9e97\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u5909\u63db\nres_df &lt;- tidy(fit)\nprint(res_df)\n\n# A tibble: 4 \u00d7 5\n#   term        estimate std.error statistic  p.value\n#   &lt;chr&gt;          &lt;dbl&gt;     &lt;dbl&gt;     &lt;dbl&gt;    &lt;dbl&gt;\n# 1 (Intercept)  -3.21      0.852      -3.77  0.00016\n# 2 age           0.0412    0.0125      3.30  0.00097\n# 3 sexMale       0.512     0.210       2.44  0.0147 \n# 4 sbp           0.0185    0.0062      2.98  0.0029\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30aa\u30c3\u30ba\u6bd4\u30fb\u30cf\u30b6\u30fc\u30c9\u6bd4\u306895%\u4fe1\u983c\u533a\u9593\u3092\u4e00\u62ec\u62bd\u51fa\u3059\u308b\u30aa\u30d7\u30b7\u30e7\u30f3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81e8\u5e8a\u7814\u7a76\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff08<code>glm<\/code>\uff09\u3084Cox\u56de\u5e30\uff08<code>coxph<\/code>\uff09\u3092\u884c\u3046\u5834\u5408\u3001\u56de\u5e30\u4fc2\u6570\uff08\u5bfe\u6570\u30aa\u30c3\u30ba\uff09\u306e\u307e\u307e\u3067\u306f\u306a\u304f\u3001\u300c\u30aa\u30c3\u30ba\u6bd4\uff08OR\uff09\u3084\u30cf\u30b6\u30fc\u30c9\u6bd4\uff08HR\uff09\u300d\u304a\u3088\u3073\u300c95%\u4fe1\u983c\u533a\u9593\uff0895% CI\uff09\u300d\u306e\u5f62\u3067\u53d6\u308a\u51fa\u3057\u305f\u3044\u30b1\u30fc\u30b9\u304c\u307b\u3068\u3093\u3069\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>tidy()<\/code> \u95a2\u6570\u306b\u4ee5\u4e0b\u306e2\u3064\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u6307\u6570\u5909\u63db\uff08<code>exp<\/code>\uff09\u3068\u4fe1\u983c\u533a\u9593\u306e\u7b97\u51fa\u3092\u4e00\u62ec\u3067\u5b9f\u884c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30aa\u30c3\u30ba\u6bd4\uff08OR\uff09\u306895%\u4fe1\u983c\u533a\u9593\u3092\u4e00\u62ec\u62bd\u51fa\nres_or &lt;- tidy(fit, exponentiate = TRUE, conf.int = TRUE)\nprint(res_or)\n\n#  term        estimate std.error statistic p.value conf.low conf.high\n#  &lt;chr&gt;          &lt;dbl&gt;     &lt;dbl&gt;     &lt;dbl&gt;   &lt;dbl&gt;    &lt;dbl&gt;     &lt;dbl&gt;\n#1 (Intercept)   0.0403    0.852      -3.77 0.00016   0.0071     0.203\n#2 age           1.04      0.0125      3.30 0.00097   1.02       1.07 \n#3 sexMale       1.67      0.210       2.44 0.0147    1.11       2.53 \n#4 sbp           1.02      0.0062      2.98 0.0029    1.01       1.03 \n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>exponentiate = TRUE<\/code>: \u56de\u5e30\u4fc2\u6570\u3092\u6307\u6570\u5909\u63db\u3057\u3001\u30aa\u30c3\u30ba\u6bd4\uff08OR\uff09\u3084\u30cf\u30b6\u30fc\u30c9\u6bd4\uff08HR\uff09\u3078\u81ea\u52d5\u5909\u63db\u3059\u308b\u3002<\/li>\n\n\n\n<li><code>conf.int = TRUE<\/code>: 95%\u4fe1\u983c\u533a\u9593\u306e\u4e0b\u9650\uff08<code>conf.low<\/code>\uff09\u3068\u4e0a\u9650\uff08<code>conf.high<\/code>\uff09\u3092\u8ffd\u52a0\u3067\u51fa\u529b\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3067\u3001\u30c7\u30fc\u30bf\u304c\u6574\u7136\u3068\u5206\u304b\u308c\u305f\u300cExcel\u306b\u6301\u3061\u8fbc\u3081\u308b\u6e96\u5099\u300d\u304c\u6574\u3063\u305f\u3002<\/p>\n\n\n\n<div id=\"biost-2387539070\" 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\">R\u306e\u89e3\u6790\u7d50\u679c\u3092Excel\u306b\u6d41\u3057\u8fbc\u30803\u3064\u306e\u5b9f\u8df5\u30c6\u30af\u30cb\u30c3\u30af<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u5909\u63db\u3057\u305f\u89e3\u6790\u7d50\u679c\u3092Excel\u3078\u6301\u3061\u8fbc\u3080\u306b\u306f\u3001\u76ee\u7684\u3084\u4f5c\u696d\u74b0\u5883\u306b\u5fdc\u3058\u3066\u4ee5\u4e0b\u306e3\u3064\u306e\u624b\u6cd5\u304b\u3089\u9078\u629e\u3059\u308b\u306e\u304c\u6700\u3082\u52b9\u7387\u7684\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u624b\u6cd51\uff1a\u3010\u6700\u901f\u3011<code>clipr::write_clip()<\/code> \u3067\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u3078\u76f4\u63a5\u30b3\u30d4\u30fc\uff08Ctrl+V\u3067\u8cbc\u308b\u3060\u3051\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u756a\u624b\u8efd\u3067\u30b9\u30d4\u30fc\u30c9\u91cd\u8996\u306e\u65b9\u6cd5\u304c\u3001<strong>R\u306e\u51fa\u529b\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u3078\u8ee2\u9001\u3059\u308b\u624b\u6cd5<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>clipr<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>write_clip()<\/code> \u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(clipr)\n\n# \u89e3\u6790\u7d50\u679c\u3092\u76f4\u63a5\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u30b3\u30d4\u30fc\nfit %&gt;% \n  tidy(exponentiate = TRUE, conf.int = TRUE) %&gt;% \n  write_clip()\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u305f\u3089\u3001\u305d\u306e\u307e\u307e\u958b\u304d\u3063\u3071\u306a\u3057\u306eExcel\u30b7\u30fc\u30c8\u306b\u5207\u308a\u66ff\u3048\u3001\u8cbc\u308a\u4ed8\u3051\u3092\u884c\u3044\u305f\u3044\u30bb\u30eb\u3067 <strong><code>Ctrl + V<\/code>\uff08Mac\u306a\u3089 <code>Cmd + V<\/code>\uff09<\/strong> \u3092\u62bc\u3059\u3060\u3051\u3067\u3088\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30bf\u30d6\u533a\u5207\u308a\u306e\u5f62\u5f0f\u3067\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u5165\u3063\u3066\u3044\u308b\u305f\u3081\u3001<strong>Excel\u306e\u5404\u30bb\u30eb\u3078\u5b8c\u74a7\u306b\u5206\u5272\u3055\u308c\u305f\u72b6\u614b\u3067\u4e00\u77ac\u3067\u8cbc\u308a\u4ed8\u3051\u304c\u5b8c\u4e86\u3059\u308b\u3002<\/strong>\u300c\u3061\u3087\u3063\u3068\u4e0b\u66f8\u304d\u306eExcel\u8868\u306b\u6570\u5024\u3092\u8cbc\u3063\u3066\u78ba\u8a8d\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u65e5\u5e38\u306e\u89e3\u6790\u4f5c\u696d\u306b\u304a\u3044\u3066\u6700\u9ad8\u901f\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u88dc\u8db3<\/strong>: \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3057\u305f\u304f\u306a\u3044\u5834\u5408\u306f\u3001Base R \u306e <code>write.table(res_or, \"clipboard\", sep = \"\\t\", row.names = FALSE)<\/code> \u3067\u3082\u540c\u69d8\u306e\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3042\u308b\uff08Windows\u63a8\u5968\uff09\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\u624b\u6cd52\uff1a\u3010\u78ba\u5b9f\u3011<code>openxlsx::write.xlsx()<\/code> \u3067Excel\u30d5\u30a1\u30a4\u30eb\uff08.xlsx\uff09\u306b\u76f4\u63a5\u51fa\u529b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u89e3\u6790\u7d50\u679c\u3092\u5358\u4f53\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u30fb\u4fdd\u7ba1\u3057\u305f\u3044\u5834\u5408\u3084\u3001\u518d\u73fe\u6027\u3092\u4fdd\u3061\u305f\u3044\u7814\u7a76\u30c7\u30fc\u30bf\u306e\u5834\u5408\u306f\u3001\u76f4\u63a5 <code>.xlsx<\/code> \u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u66f8\u304d\u51fa\u3059\u306e\u304c\u78ba\u5b9f\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>openxlsx<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>write.xlsx()<\/code> \u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(openxlsx)\n\n# \u89e3\u6790\u7d50\u679c\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5316\nres_df &lt;- tidy(fit, exponentiate = TRUE, conf.int = TRUE)\n\n# Excel\u30d5\u30a1\u30a4\u30eb\uff08.xlsx\uff09\u3068\u3057\u3066\u4fdd\u5b58\nwrite.xlsx(res_df, file = \"logistic_regression_results.xlsx\")\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u3059\u308b\u3068\u3001\u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306b\u6574\u7136\u3068\u3057\u305fExcel\u30d5\u30a1\u30a4\u30eb\u304c\u751f\u6210\u3055\u308c\u308b\u3002\u624b\u5165\u529b\u3092\u5b8c\u5168\u306b\u4ecb\u3055\u306a\u3044\u305f\u3081\u3001\u30c1\u30fc\u30e0\u5185\u3067\u306e\u30c7\u30fc\u30bf\u5171\u6709\u3084\u5c06\u6765\u306e\u89e3\u6790\u518d\u518d\u73fe\u6642\u306b\u3082\u4e0d\u6574\u5408\u304c\u8d77\u3053\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u624b\u6cd53\uff1a\u3010\u8ad6\u6587\u5b8c\u6210\u5f62\u3011<code>gtsummary<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u305d\u306e\u307e\u307e\u8ad6\u6587\u306b\u8f09\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u305f\u3060\u306e\u6570\u5024\u3092Excel\u306b\u9001\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8ad6\u6587\u306e Table 2 \u306b\u305d\u306e\u307e\u307e\u4f7f\u3048\u308b\u30ec\u30d9\u30eb\u3067\u7f8e\u3057\u304f\u30ec\u30a4\u30a2\u30a6\u30c8\u3055\u308c\u305f\u8868\u3092\u4f5c\u308a\u305f\u3044\u300d\u3068\u3044\u3046\u5834\u5408\u306b\u306f\u3001\u533b\u7642\u7d71\u8a08\u3067\u7d76\u5927\u306a\u652f\u6301\u3092\u5f97\u3066\u3044\u308b <strong><code>gtsummary<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8<\/strong> \u304c\u7b2c\u4e00\u9078\u629e\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>gtsummary::tbl_regression()<\/code> \u3092\u4f7f\u3046\u3068\u3001\u5909\u6570\u540d\u306e\u30e9\u30d9\u30eb\u8868\u793a\u3001\u53c2\u7167\u7fa4\uff08Reference\uff09\u306e\u81ea\u52d5\u633f\u5165\u3001p\u5024\u306e\u5c0f\u70b9\u6570\u5207\u308a\u6368\u3066\u51e6\u7406\u306a\u3069\u304c\u81ea\u52d5\u3067\u9069\u7528\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(gtsummary)\n\n# \u8ad6\u6587\u7528\u306e\u9ad8\u54c1\u8cea\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\ntable_output &lt;- fit %&gt;% \n  tbl_regression(exponentiate = TRUE) %&gt;% \n  add_global_p() # \u30b0\u30ed\u30fc\u30d0\u30ebp\u5024\u306e\u8ffd\u52a0\u306a\u3069\n\n# Excel\uff08\u307e\u305f\u306fWord\uff09\u3078\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\ntable_output %&gt;% \n  as_hux_table() %&gt;% \n  huxtable::quick_xlsx(\"Table2_Regression_Results.xlsx\")\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u65b9\u6cd5\u3092\u7528\u3044\u308c\u3070\u3001\u30d5\u30a9\u30f3\u30c8\u3084\u7f6b\u7dda\u306e\u6574\u3063\u305f\u300c\u307b\u307c\u8ad6\u6587\u63d0\u51fa\u5b8c\u6210\u5f62\u300d\u306e\u8868\u304c\u305d\u306e\u307e\u307eExcel\u5f62\u5f0f\u3067\u624b\u306b\u5165\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8ad6\u6587\u6295\u7a3f\u3092\u898b\u636e\u3048\u305f\u300c\u30aa\u30c3\u30ba\u6bd4 (95% CI)\u300d\u306e\u6587\u5b57\u5217\u4e00\u62ec\u6574\u5f62\u30c6\u30af\u30cb\u30c3\u30af<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u533b\u5b66\u8ad6\u6587\u306eTable 2\u306a\u3069\u3067\u306f\u3001\u300c\u30aa\u30c3\u30ba\u6bd4\uff08<code>estimate<\/code>\uff09\u300d\u300c\u4e0b\u9650\uff08<code>conf.low<\/code>\uff09\u300d\u300c\u4e0a\u9650\uff08<code>conf.high<\/code>\uff09\u300d\u304c\u5225\u3005\u306e\u5217\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u8868\u3088\u308a\u3082\u3001<strong><code>1.45 (1.12-1.88)<\/code> \u306e\u3088\u3046\u306b1\u3064\u306e\u5217\uff08\u6587\u5b57\u5217\uff09\u306b\u307e\u3068\u307e\u3063\u305f\u5f62\u5f0f<\/strong>\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Excel\u306b\u6d41\u3057\u8fbc\u3080\u524d\u306e\u6bb5\u968e\u3067\u3001R\u4e0a\u3067\u6570\u5024\u306e\u4e38\u3081\uff08\u56db\u6368\u4e94\u5165\uff09\u3068\u6587\u5b57\u5217\u7d50\u5408\u3092\u4e00\u62ec\u51e6\u7406\u3057\u3066\u304a\u304f\u3068\u3001\u8ee2\u8a18\u5f8c\u306e\u624b\u4f5c\u696d\u306b\u3088\u308b\u7de8\u96c6\u30b3\u30b9\u30c8\u304c\u5b8c\u5168\u306b\u30bc\u30ed\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(tidyverse)\nlibrary(broom)\nlibrary(clipr)\n\n# \u8ad6\u6587\u7528\u306b\u4e00\u62ec\u6574\u5f62\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\ntable_for_paper &lt;- fit %&gt;% \n  tidy(exponentiate = TRUE, conf.int = TRUE) %&gt;% \n  # \u5207\u7247\uff08Intercept\uff09\u3092\u9664\u5916\u3057\u305f\u3044\u5834\u5408\u306f\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\n  filter(term != \"(Intercept)\") %&gt;% \n  mutate(\n    # \u6570\u5024\u3092\u5c0f\u6570\u70b9\u4ee5\u4e0b2\u6841\uff08\u307e\u305f\u306f\u9069\u5b9c\uff09\u306b\u63c3\u3048\u308b\n    OR   = sprintf(\"%.2f\", estimate),\n    LCI  = sprintf(\"%.2f\", conf.low),\n    UCI  = sprintf(\"%.2f\", conf.high),\n    \n    # \"1.45 (1.12-1.88)\" \u306e\u5f62\u5f0f\u306b\u4e00\u62ec\u7d50\u5408\n    `OR (95% CI)` = str_c(OR, \" (\", LCI, \"-\", UCI, \")\"),\n    \n    # p\u5024\u306e\u6574\u5f62\uff080.001\u672a\u6e80\u306f \"&lt;0.001\" \u3068\u8868\u8a18\uff09\n    `p value` = ifelse(p.value &lt; 0.001, \"&lt;0.001\", sprintf(\"%.3f\", p.value))\n  ) %&gt;% \n  # \u5fc5\u8981\u306a\u5217\u3060\u3051\u3092\u62bd\u51fa\u3057\u3066\u6574\u5217\n  select(Variable = term, `OR (95% CI)`, `p value`)\n\n# \u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u3078\u30b3\u30d4\u30fc\uff08Excel\u3078\u5373\u8cbc\u308a\u4ed8\u3051\u53ef\u80fd\uff01\uff09\nwrite_clip(table_for_paper)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u51e6\u7406\u3092\u5b9f\u884c\u3057\u305f\u5f8c\u306bExcel\u3067 <code>Ctrl + V<\/code> \u3092\u62bc\u305b\u3070\u3001\u6295\u7a3f\u8ad6\u6587\u306b\u305d\u306e\u307e\u307e\u63b2\u8f09\u3067\u304d\u308b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08\u5909\u6570\u540d \/ OR (95% CI) \/ p value\uff09\u304c\u4e00\u77ac\u3067\u5b8c\u6210\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3010\u307e\u3068\u3081\u3011\u624b\u5165\u529b\u30bc\u30ed\u3067\u8ee2\u8a18\u30df\u30b9\u306e\u306a\u3044\u8ad6\u6587\u57f7\u7b46\u3078<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u300cR\u304b\u3089Excel\u3078\u76f4\u63a5\u6d41\u3057\u8fbc\u3080\u30d5\u30ed\u30fc\u300d\u3092\u4e00\u5ea6\u69cb\u7bc9\u3057\u3066\u3057\u307e\u3048\u3070\u3001\u624b\u5165\u529b\u306b\u983c\u3063\u3066\u3044\u305f\u5f93\u6765\u306e\u4f5c\u696d\u304c\u3044\u304b\u306b\u30ea\u30b9\u30af\u304c\u9ad8\u304f\u3001\u7121\u99c4\u306a\u6642\u9593\u3067\u3042\u3063\u305f\u304b\u306b\u6c17\u3065\u304f\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u901f\u3067\u78ba\u8a8d\u30fb\u4f5c\u696d\u3057\u305f\u3044\u6642<\/strong>:<code>tidy(fit, exponentiate = TRUE, conf.int = TRUE)<\/code> \u2794 <code>clipr::write_clip()<\/code> \u3067Excel\u3078\u8cbc\u308a\u4ed8\u3051<\/li>\n\n\n\n<li><strong>\u6210\u679c\u7269\u30fb\u4fdd\u5b58\u30c7\u30fc\u30bf\u3068\u3057\u305f\u3044\u6642<\/strong>:<code>openxlsx::write.xlsx()<\/code> \u3067 <code>.xlsx<\/code> \u30d5\u30a1\u30a4\u30eb\u66f8\u304d\u51fa\u3057<\/li>\n\n\n\n<li><strong>\u8ad6\u6587\u7528\u306e\u5b8c\u6210\u8868\u3092\u4f5c\u308a\u305f\u3044\u6642<\/strong>:<code>gtsummary::tbl_regression()<\/code> \u307e\u305f\u306f <code>sprintf()<\/code> \u306b\u3088\u308b\u4e00\u62ec\u6587\u5b57\u5217\u7d50\u5408<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u753b\u9762\u3092\u898b\u306a\u304c\u3089\u6253\u3061\u8fbc\u3080\u5185\u8077\u6642\u9593\u300d\u3092\u5b8c\u5168\u306b\u524a\u6e1b\u3057\u3001\u624b\u5165\u529b\u30df\u30b9\u306e\u6050\u6016\u304b\u3089\u89e3\u653e\u3055\u308c\u305f\u72b6\u614b\u3067\u3001\u7814\u7a76\u306e\u30c7\u30fc\u30bf\u8003\u5bdf\u3084\u8ad6\u6587\u57f7\u7b46\u3078\u96c6\u4e2d\u3057\u3066\u3044\u3053\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/amzn.to\/4pS2xg9\">\u3044\u3061\u3070\u3093\u3084\u3055\u3057\u3044\u3001\u533b\u7642\u7d71\u8a08\u3000\u6539\u8a02\u7248\u301c\u56f3\u89e3\u3067\u3059\u3093\u306a\u308a\u308f\u304b\u308b\u7d71\u8a08\u306e\u57fa\u672c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u8005: R\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u306e summary() \u306e\u6570\u5024\u30921\u3064\u305a\u3064Excel\u306b\u624b\u5165\u529b\u3059\u308b\u306e\u304c\u5927\u5909\u3067\u3059\u3002\u76f4\u63a5\u30b3\u30d4\u30da\u3059\u308b\u30681\u3064\u306e\u30bb\u30eb\u306b\u56fa\u307e\u3063\u3066\u5d29\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u304c\u3001\u7c21\u5358\u306b\u7dba\u9e97\u306a\u8868\u306b\u3059\u308b [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4642,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_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},"jetpack_post_was_ever_published":false},"categories":[5],"tags":[],"class_list":["post-4641","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-r"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/08\/R\u56de\u5e30\u5206\u6790\u306e\u7d50\u679c\u3092Excel\u3078-scaled.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4641","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=4641"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4641\/revisions"}],"predecessor-version":[{"id":4643,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4641\/revisions\/4643"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/4642"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4641"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4641"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4641"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}