{"id":1831,"date":"2025-07-13T21:12:41","date_gmt":"2025-07-13T12:12:41","guid":{"rendered":"https:\/\/info.zanet.biz\/?p=1831"},"modified":"2025-07-13T21:12:42","modified_gmt":"2025-07-13T12:12:42","slug":"r%e3%81%aemeta-metafor%e3%83%91%e3%83%83%e3%82%b1%e3%83%bc%e3%82%b8%e3%81%a7%e3%83%a1%e3%82%bf%e3%82%a2%e3%83%8a%e3%83%aa%e3%82%b7%e3%82%b9%e3%82%92%e5%ae%9f%e8%a1%8c%e3%81%99%e3%82%8b%ef%bc%9apredic","status":"publish","type":"post","link":"https:\/\/info.zanet.biz\/?p=1831","title":{"rendered":"R\u306emeta, metafor\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3059\u308b\uff1aPrediction Interval\u3082\u51fa\u529b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">R\u306esource()\u95a2\u6570\u3092\u4f7f\u3046\u3068\u3001\u30a6\u30a7\u30d6\u30b5\u30fc\u30d0\u30fc\u306b\u7f6e\u3044\u305fR\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u76f4\u63a5\u8aad\u307f\u8fbc\u3093\u3067\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306f1\u884c\u3067\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3092R\u306e\u30a8\u30c7\u30a3\u30bf\u30fc\u306b\u66f8\u304d\u8fbc\u3093\u3067\u5b9f\u884c\u3059\u308b\u3068\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306e\u30c7\u30fc\u30bf\u3092\u5909\u6570exdat\u306b\u683c\u7d0d\u3057\u3001source()\u95a2\u6570\u306b\u66f8\u304b\u308c\u3066\u3044\u308bURL\u304b\u3089meta_lo_meta.R\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066R\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u306f\u3001\u5909\u6570exdat\u306b\u5bfe\u3059\u308b\u51e6\u7406\u304c\u8a18\u8ff0\u3055\u308c\u3066\u304a\u308a\u3001meta\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5229\u7528\u3057\u3066\u3001\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3057\u3001Forest plot\u3001Funnel plot\u3092\u4f5c\u6210\u3059\u308bR\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u8a18\u8ff0\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u3092R\u3067\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u6563\u9006\u6570\u6cd5\u306b\u3088\u308b\u30e9\u30f3\u30c0\u30e0\u52b9\u679c\u30e2\u30c7\u30eb\u306e\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3067\u3001\u7814\u7a76\u9593\u306e\u5206\u6563\u306e\u8a08\u7b97\u306b\u306fRestricted Maximum Likelihood\uff08REML)\u6cd5\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>exdat = read.table(\"clipboard\", sep = \"\\t\", header = TRUE);source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/meta_lo_meta.R\");<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092Excel\u3067\u7528\u610f\u3057\u3001Excel\u30b7\u30fc\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001meta\u3042\u308b\u3044\u306fmetafor\u3067\u51e6\u7406\u3067\u304d\u308b\u5f62\u5f0f\u306breformat\u3057\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u30b3\u30d4\u30fc\u3059\u308b\u64cd\u4f5c\u3092JavaScript\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u306a\u304a\u3001Mac\u306e\u5834\u5408\u306f\u3001exdat = read.table(&#8220;clipborad&#8221;, sep=&#8221;\\t&#8221;, header = TRUE)\u306e\u90e8\u5206\u3092\u4ee5\u4e0b\u306e\u69d8\u306b\u66f8\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u3064\u307e\u308a\u3001&#8221;clipboard&#8221;\u3092pipe(&#8220;pbpaste&#8221;)\u306b\u66f8\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>exdat=read.delim(pipe(\"pbpaste\"),sep=\"\\t\",header=TRUE);source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/meta_lo_meta.R\");<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Excel\u30d5\u30a1\u30a4\u30eb\u3092\u30c9\u30e9\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u3059\u308b\u3053\u3068\u3067\u3001\u5404\u30b7\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u306e\u30b7\u30fc\u30c8\u540d\u306e\u4e00\u89a7\u304b\u3089\u30b7\u30fc\u30c8\u3092\u9078\u629e\u3057\u3001Reformat Data\u3067meta\u3042\u308b\u3044\u306fmetafor\u3067\u51e6\u7406\u3067\u304d\u308b\u5f62\u5f0f\u306breformat\u3059\u308b\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306b\u3001\u4e0a\u8a18\u306eR\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u9078\u629e\u3059\u308b\u30d1\u30cd\u30eb\u3092\u8a2d\u5b9a\u3057\u305f\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002Reformat Data from Excel and Do Meta-analysis URL: <a href=\"https:\/\/stat.zanet.biz\/sr\/drop_ex_cb.htm\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/stat.zanet.biz\/sr\/drop_ex_cb.htm<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"340\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1024x340.png\" alt=\"\" class=\"wp-image-1832\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1024x340.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-300x100.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-768x255.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1536x510.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1200x398.png 1200w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image.png 1546w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f31\uff0eReformat Data from Excel and Do Meta-analysis in R. <\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308bExcel\u30b7\u30fc\u30c8\u306b\u306fMinds\u306e\u8a55\u4fa1\u30b7\u30fc\u30c8\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3057\u3001label\u306e\u30ab\u30e9\u30e0\u3092\u542b\u3080\u4e00\u5b9a\u306e\u5f62\u5f0f\u306e\u30b7\u30fc\u30c8\u3092\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u3089\u306e\u4f8b\u3092\u542b\u3080Excel\u30d5\u30a1\u30a4\u30eb\u306f<a href=\"https:\/\/stat.zanet.biz\/useRs\/exc\/meta-analysis-sample-data.xlsx\" target=\"_blank\" rel=\"noreferrer noopener\">\u3053\u3061\u3089\u304b\u3089\u53f3\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a>\u3067\u304d\u307e\u3059\uff08\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u540d\u524d\u3092\u4ed8\u3051\u3066\u30ea\u30f3\u30af\u3092\u4fdd\u5b58\u3092\u9078\u629e\u3057\u307e\u3059\uff09\u3002Excel\u3067\u958b\u3044\u3066\u3001\u30c7\u30fc\u30bf\u90e8\u5206\u3092\u66f8\u304d\u63db\u3048\u3066\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u52b9\u679c\u6307\u6a19\u306e\u30bf\u30a4\u30d7\u306fExcel\u30b7\u30fc\u30c8\u4e2d\u3067\u6307\u5b9a\u3057\u307e\u3059\u3002RR, OR, RD, HR, MD, SMD\u3092\u53d6\u308a\u6271\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u3044\u65b9\u3067\u3059\u304c\u3001\u6700\u521d\u306bR\u3092\u8d77\u52d5\u3057\u3066\u304a\u304d\u307e\u3059\u3002\u305d\u3057\u3066\u4e0a\u8a18\u306eURL\u304b\u3089\u3001Reformat Data from Excel and Do Meta-analysis\u306e\u30da\u30fc\u30b8\u3092\u958b\u304d\u3001metafor\u3092\u4f7f\u3046\u304b\u3001meta\u3092\u4f7f\u3046\u304b\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">metafor\u3092\u9078\u629e\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u4e0a\u6bb5\u306e\u30c6\u30ad\u30b9\u30c8\u30a8\u30ea\u30a2\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>exdat = read.table(\"clipboard\", sep = \"\\t\", header = TRUE);source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/forest_metafor_bs2.R\");source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/add_pi_forest.R\");<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u53f3\u4e0a\u306eCopy &amp; Paste in R Editor\u306e\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001R\u306b\u623b\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u65b0\u3057\u3044\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u9078\u629e\u3057\u3066\u3001\u958b\u304b\u308c\u305fR\u30a8\u30c7\u30a3\u30bf\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"129\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-1024x129.png\" alt=\"\" class=\"wp-image-1834\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-1024x129.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-300x38.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-768x96.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-1536x193.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1-1200x151.png 1200w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-1.png 2040w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f32\uff0eR\u306e\u30a8\u30c7\u30a3\u30bf\u306b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u8cbc\u308a\u4ed8\u3051\uff08Ctr+V)\u305f\u72b6\u614b\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306b\u623b\u308a\u3001Excel\u30d5\u30a1\u30a4\u30eb\u3092\u53f3\u4e0b\u306eDrag and Drop your Excel.xlsx file here\u306e\u30d1\u30cd\u30eb\u306b\u30c9\u30e9\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u3057\u307e\u3059\u3002\u305d\u306e\u4e0a\u306e\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u306b\u30b7\u30fc\u30c8\u540d\u306e\u4e00\u89a7\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3057\u305f\u3044\u30b7\u30fc\u30c8\u540d\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"385\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-2.png\" alt=\"\" class=\"wp-image-1835\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-2.png 891w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-2-300x130.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-2-768x332.png 768w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f33\uff0eExcel\u30d5\u30a1\u30a4\u30eb\u3092\u30c9\u30e9\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u3057\u305f\u5f8c\u3001\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u306e\u30b7\u30fc\u30c8\u540d\u306e\u4e00\u89a7\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3044\u3066\u3001Reformat Data\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u4e0b\u306e\u30c6\u30ad\u30b9\u30c8\u30a8\u30ea\u30a2\u306b\u30ea\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u305f\u30c7\u30fc\u30bf\u304c\u8868\u793a\u3055\u308c\u3001\u540c\u6642\u306b\u30c7\u30fc\u30bf\u306f\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u30b3\u30d4\u30fc\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-1024x348.png\" alt=\"\" class=\"wp-image-1836\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-1024x348.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-300x102.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-768x261.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-1536x522.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3-1200x408.png 1200w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-3.png 1540w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f34\uff0eExcel\u30b7\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u306e\u30ea\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u307e\u307e\u3001R\u306b\u623b\u308a\u3001\u5148\u307b\u3069\u306e1\u884c\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306b\u30ab\u30fc\u30bd\u30eb\u304c\u7f6e\u304b\u308c\u305f\u72b6\u614b\u3067\u3001\u5b9f\u884c\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u3082\u3057\u3001\u9014\u4e2d\u3067\u30b3\u30d4\u30fc\u64cd\u4f5c\u3092\u5225\u306e\u5bfe\u8c61\u3067\u884c\u3063\u305f\u3088\u3046\u306a\u5834\u5408\u306f\u3001Copy to Clipboard\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u540c\u3058\u64cd\u4f5c\u3092\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"533\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-1024x533.png\" alt=\"\" class=\"wp-image-1837\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-1024x533.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-300x156.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-768x400.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-1536x799.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-2048x1066.png 2048w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-4-1200x624.png 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f35\uff0eR\u3067metafor, forestplot\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3057\u305f\u7d50\u679c\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">R\u3067metafor, forestplot\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3057\u305f\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002\u4e88\u6e2c\u533a\u9593Prediction Interval\u3092\u542b\u307e\u306a\u3044Forest plot\u3001\u305d\u308c\u3092\u542b\u3080Forest plot\u3001\u304a\u3088\u3073Funnel plot\u304c\u4f5c\u6210\u3055\u308c\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u306f\u5404\u7814\u7a76\u306e\u52b9\u679c\u6307\u6a19\u306895%\u4fe1\u983c\u533a\u9593\u300195%\u4e88\u6e2c\u533a\u9593\u306e\u5024\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u307e\u307e\u3001\u5143\u306eExcel\u30b7\u30fc\u30c8\u306b\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306e\u30c7\u30fc\u30bf\u3092\u8cbc\u308a\u4ed8\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30d7\u30ed\u30c3\u30c8\u306f\u30b3\u30d4\u30fc\u3057\u3066Excel\u3001PowerPoint, Word\u306a\u3069\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001R\u306e\u30d5\u30a1\u30a4\u30eb\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306e\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3066\u3001Reformat Data from Excel and Do Meta-analysis \u306e\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3067\u3001meta\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306f\u3001Layout:\u30e1\u30cb\u30e5\u30fc\u304b\u3089Forest plot\u306e\u5f62\u5f0f\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"197\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5-1024x197.png\" alt=\"\" class=\"wp-image-1838\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5-1024x197.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5-300x58.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5-768x147.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5-1200x230.png 1200w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-5.png 1235w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f36\uff0emeta\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306f\u3001Layout:\u30e1\u30cb\u30e5\u30fc\u304b\u3089Forest plot\u306e\u5f62\u5f0f\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001RevMan5\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u306e\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"568\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-1024x568.png\" alt=\"\" class=\"wp-image-1839\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-1024x568.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-300x166.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-768x426.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-1536x852.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-2048x1136.png 2048w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-6-1200x666.png 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f37\uff0emeta\u3067RevMan5\u306eLayout\u306e\u4f8b\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e88\u6e2c\u533a\u9593\u3092\u542b\u3080Forest plot\u3068\u305d\u308c\u3092\u542b\u307e\u306a\u3044Forest plot\u3001Funnel plot\u304c\u4f5c\u6210\u3055\u308c\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u306f\u5404\u7814\u7a76\u306e\u52b9\u679c\u6307\u6a19\u306895%\u4fe1\u983c\u533a\u9593\u300195%\u4e88\u6e2c\u533a\u9593\u306e\u5024\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u306a\u304a\u3001meta\u3067\u306f\u7814\u7a76\u6570\u304c10\u4ef6\u4ee5\u4e0a\u306a\u3044\u3068\u3001Begg\u306e\u691c\u5b9a\u3001Egger\u306e\u691c\u5b9a\u306f\u5b9f\u884c\u3055\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">meta\u3067Layout\u3092JAMA\u306b\u3057\u305f\u5225\u306e\u30c7\u30fc\u30bf\u306e\u4f8b\u3067\u3059\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"509\" src=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-1024x509.png\" alt=\"\" class=\"wp-image-1840\" srcset=\"https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-1024x509.png 1024w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-300x149.png 300w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-768x382.png 768w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-1536x763.png 1536w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-2048x1018.png 2048w, https:\/\/info.zanet.biz\/wp\/wp-content\/uploads\/2025\/07\/image-7-1200x596.png 1200w\" sizes=\"auto, (max-width: 709px) 85vw, (max-width: 909px) 67vw, (max-width: 1362px) 62vw, 840px\" \/><figcaption class=\"wp-element-caption\">\u56f38\uff0emeta\u3067JAMA\u306eLayout\u306e\u4f8b\u3002<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u3092\u4ecb\u3057\u3066\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u306e\u3067\u3001\u9014\u4e2d\u3067\u5225\u306e\u5bfe\u8c61\u306b\u5bfe\u3057\u3066\u30b3\u30d4\u30fc\u64cd\u4f5c\u3092\u3059\u308b\u3068\u5165\u308c\u66ff\u308f\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">meta\u3067Layout\u3092RevMan5\u306b\u3059\u308b\u5834\u5408\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>exdat = read.table(\"clipboard\", sep = \"\\t\", header = TRUE);source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/meta_lo_revman.R\");<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">meta\u3067Layout\u3092JAMA\u306b\u3059\u308b\u5834\u5408\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>exdat = read.table(\"clipboard\", sep = \"\\t\", header = TRUE);source(\"https:\/\/stat.zanet.biz\/useRs\/scripts\/meta_lo_JAMA.R\");<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3044\u305a\u308c\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3082\u3001Mac\u306e\u5834\u5408\u306f\u3001&#8221;clipboard&#8221;\u3092pipe(&#8220;pbpaste&#8221;)\u306b\u66f8\u304d\u63db\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Reformat Data from Excel and Do Meta-analysis URL: <a href=\"https:\/\/stat.zanet.biz\/sr\/drop_ex_cb.htm\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/stat.zanet.biz\/sr\/drop_ex_cb.htm<\/a>\u3092\u4f7f\u3046\u5229\u70b9\u306f\u3001\u8907\u6570\u306e\u30b7\u30fc\u30c8\u3092\u542b\u3080Excel\u30d5\u30a1\u30a4\u30eb\u30921\u56de\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3068\u3001\u5404\u30b7\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u30bb\u30eb\u306e\u7bc4\u56f2\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u9023\u7d9a\u3057\u3066\u3001\u5b9f\u884c\u3067\u304d\u308b\u70b9\u3067\u3059\u3002\u76ca\u3068\u5bb3\u306e\u8907\u6570\u306e\u30a2\u30a6\u30c8\u30ab\u30e0\u306b\u5bfe\u3059\u308b\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u884c\u3046\u5834\u5408\u3001\u305d\u308c\u305e\u308c\u306e\u30a2\u30a6\u30c8\u30ab\u30e0\u306b\u5bfe\u3057\u3066\u3072\u3068\u3064\u306e\u30b7\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u304c\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u306b\u5bfe\u3059\u308b\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u7d9a\u3051\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R\u306esource()\u95a2\u6570\u3092\u4f7f\u3046\u3068\u3001\u30a6\u30a7\u30d6\u30b5\u30fc\u30d0\u30fc\u306b\u7f6e\u3044\u305fR\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u76f4\u63a5\u8aad\u307f\u8fbc\u3093\u3067\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306f1\u884c\u3067\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3092R\u306e\u30a8\u30c7\u30a3\u30bf\u30fc\u306b\u66f8\u304d\u8fbc\u3093\u3067\u5b9f\u884c\u3059\u308b &hellip; <a href=\"https:\/\/info.zanet.biz\/?p=1831\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;R\u306emeta, metafor\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3092\u5b9f\u884c\u3059\u308b\uff1aPrediction Interval\u3082\u51fa\u529b&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32,2],"tags":[],"class_list":["post-1831","post","type-post","status-publish","format-standard","hentry","category-statistics","category-sr"],"_links":{"self":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1831","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1831"}],"version-history":[{"count":5,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1831\/revisions"}],"predecessor-version":[{"id":1844,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/1831\/revisions\/1844"}],"wp:attachment":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1831"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1831"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1831"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}