{"id":30,"date":"2024-06-03T21:19:48","date_gmt":"2024-06-03T12:19:48","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-imputation-in-ezr\/"},"modified":"2024-11-20T00:29:14","modified_gmt":"2024-11-19T15:29:14","slug":"multiple-imputation-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-imputation-in-ezr\/","title":{"rendered":"EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n<p>EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3044\u305f\u3044\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u305f\u3089\u3088\u3044\u304b<\/p>\n\n\n\n<p>EZR \u306b\u306f\u3001\u591a\u91cd\u4ee3\u5165\u306e\u30e1\u30cb\u30e5\u30fc\u306f\u306a\u3044\u304c\u3001R \u30b9\u30af\u30ea\u30d7\u30c8\u67a0\u306b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u3044\u3066\u3044\u304f\u65b9\u6cd5\u3067\u5b9f\u884c\u3067\u304d\u308b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u6b20\u640d\u5024\uff08\u6b20\u6e2c\u5024\u3068\u540c\u3058\uff09\u304c\u3042\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3044\u3066\u3001\u63a8\u5b9a\u5024\u306b\u30d0\u30a4\u30a2\u30b9\u304c\u304b\u304b\u308b\u3068\u8a00\u308f\u308c\u3066\u304a\u308a\u3001\u6b20\u640d\u5024\u3092\u88dc\u5b8c\u3057\u3066\u89e3\u6790\u3092\u3057\u305f\u3044\u3068\u3044\u3046\u8981\u671b\u306f\u591a\u3044<\/p>\n\n\n\n<p>\u6b20\u640d\u5024\u3092\u88dc\u5b8c\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001\u73fe\u5728\u4e3b\u6d41\u306a\u306e\u304c\u3001\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>EZR \u3067\u884c\u3046\u65b9\u6cd5\u3092\u77e5\u308a\u305f\u3044\u4eba\u306f\u591a\u3044<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u30012024 \u5e74 6 \u6708 1 \u65e5\u73fe\u5728\u3001EZR \u306e\u30e1\u30cb\u30e5\u30fc\u3067\u5b9f\u884c\u306f\u3067\u304d\u306a\u3044<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001EZR \u306e R \u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u3001R \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u304f\u3053\u3068\u3067\u3001EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3059\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"EZR-\u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3046\u6e96\u5099\">EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3046\u6e96\u5099<\/h2>\n\n\n\n<p>EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u307e\u305a\u6e96\u5099\u304c\u5fc5\u8981\u3067\u3042\u308b<\/p>\n\n\n\n<p>EZR \u3092\u8d77\u52d5\u3057\u305f\u5f8c\u3001\u4ee5\u4e0b\u306e\u4e00\u884c\u3092 R \u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u66f8\u304f\uff08\u3082\u3057\u304f\u306f\u3001\u4ee5\u4e0b\u3092\u30b3\u30d4\u30da\u3059\u308b\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">install.packages<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"mice\"<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1002\" height=\"992\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200426.png\" alt=\"\" class=\"wp-image-779\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200426.png 1002w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200426-300x297.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200426-150x150.png 150w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200426-768x760.png 768w\" sizes=\"(max-width: 1002px) 100vw, 1002px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>mice \u3068\u3044\u3046\u306e\u304c\u3001R \u306e\u591a\u91cd\u4ee3\u5165\u6cd5\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u540d\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u305d\u306e mice \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u308f\u306a\u3044\u3068\u3044\u3051\u306a\u3044<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u30011 \u56de\u3060\u3051\u3067\u3088\u3044<\/p>\n\n\n\n<p>\u3053\u306e 1 \u884c\u300cinstall.packages(&#8220;mice&#8221;)\u300d\u3092\u66f8\u3044\u305f\u5f8c\u3001\u305d\u306e\u884c\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u304a\u3044\u305f\u307e\u307e\u306b\u3057\u3066\u3001\u5b9f\u884c\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\uff08\u3042\u308b\u3044\u306f\u30ad\u30fc\u30dc\u30fc\u30c9\u306e Ctrl \u3068 R \u3092\u62bc\u3059\uff09\u3068\u5b9f\u884c\u3055\u308c\u308b<\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7a93\u304c\u51fa\u73fe\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"203\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200508-203x1024.png\" alt=\"\" class=\"wp-image-781\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200508-203x1024.png 203w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501200508.png 238w\" sizes=\"(max-width: 203px) 100vw, 203px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>Japan (Yonezawa) \u3092\u9078\u629e\u3057\u3066\u3001OK \u3092\u30af\u30ea\u30c3\u30af\u3059\u308b<\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001mice \u30d1\u30c3\u30b1\u30fc\u30b8\u304c PC \u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3059\u308b<\/p>\n\n\n\n<p>\u6b21\u306b\u3001\u4ee5\u4e0b\u306e 1 \u884c\u3092\u66f8\u3044\u3066\u3001\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>mice<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u306f\u3001mice \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u547c\u3073\u51fa\u3059\u6307\u4ee4\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3053\u306e library \u306f\u3001EZR \u3092\u8d77\u52d5\u3057\u3066 mice \u3092\u4f7f\u3044\u305f\u3044\u3068\u304d\u306f\u6bce\u56de\u3001mice \u3092\u4f7f\u3046\u524d\u306b\u30011 \u56de\u3060\u3051\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<p>EZR \u304c\u8d77\u52d5\u3057\u3066\u3044\u308b\u9593\u306f\u3001\u4ee5\u5f8c\u306f\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3001\u305d\u3046\u3044\u3046\u6307\u4ee4\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u591a\u91cd\u4ee3\u5165\u6cd5\u306e\u6e96\u5099\u304c\u6574\u3063\u305f<\/p>\n\n\n\n<div id=\"biost-328294070\" 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\" id=\"\u591a\u91cd\u4ee3\u5165\u3067\u91cd\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5\">\u591a\u91cd\u4ee3\u5165\u3067\u91cd\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u5909\u6570\u304c\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u591a\u5909\u91cf\u7dda\u5f62\u56de\u5e30\u3001\u3044\u308f\u3086\u308b\u91cd\u56de\u5e30\u5206\u6790\u306e\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b R \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u304f\u304b\u7d39\u4ecb\u3059\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u30a8\u30af\u30bb\u30eb\u306a\u3069\u304b\u3089\u3001\u6b20\u640d\u5024\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3092 EZR \u306b\u53d6\u308a\u8fbc\u3080<\/p>\n\n\n\n<p>\u53d6\u308a\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\u304c Dataset \u3067\u3042\u308b\u3068\u3059\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u30c7\u30fc\u30bf\u578b\u306e\u78ba\u8a8d\u3068\u5909\u66f4\u65b9\u6cd5\">\u30c7\u30fc\u30bf\u578b\u306e\u78ba\u8a8d\u3068\u5909\u66f4\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u88dc\u5b8c\u306e\u524d\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u30c7\u30fc\u30bf\u306e\u578b\u304c\u9069\u5207\u306b\u306a\u3063\u3066\u3044\u308b\u3068 mice \u304c\u81ea\u52d5\u3067\u88dc\u5b8c\u65b9\u6cd5\u3092\u9078\u3093\u3067\u304f\u308c\u308b<\/p>\n\n\n\n<p>\u30a2\u30af\u30c6\u30a3\u30d6\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 \u2192 \u5909\u6570\u306e\u64cd\u4f5c \u2192 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u3092\u4e00\u89a7\u3059\u308b\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u578b\u3092\u78ba\u8a8d\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"868\" height=\"340\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240622155315.png\" alt=\"\" class=\"wp-image-782\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240622155315.png 868w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240622155315-300x118.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240622155315-768x301.png 768w\" sizes=\"(max-width: 868px) 100vw, 868px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u9023\u7d9a\u30c7\u30fc\u30bf\u306f num\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff08\u9806\u5e8f\u306a\u3057\uff09\u306f Factor\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff08\u9806\u5e8f\u3042\u308a\uff09\u306f Ord.factor \u306b\u306a\u3063\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u88dc\u5b8c\u65b9\u6cd5\u304c\u9078\u3070\u308c\u308b<\/p>\n\n\n\n<p>\u9069\u5207\u306a\u30c7\u30fc\u30bf\u578b\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30a2\u30af\u30c6\u30a3\u30d6\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 \u2192 \u5909\u6570\u306e\u64cd\u4f5c\u306e\u4e2d\u306e<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u56e0\u5b50\u3042\u308b\u3044\u306f\u6587\u5b57\u5217\u3068\u3057\u3066\u6271\u308f\u308c\u3066\u3044\u308b\u6570\u5024\u3092\u9023\u7d9a\u5909\u6570\u306b\u5909\u63db\u3059\u308b<\/p><\/li>\n\n\n\n<li><p>\u9023\u7d9a\u5909\u6570\u3092\u56e0\u5b50\u306b\u5909\u63db\u3059\u308b<\/p><\/li>\n\n\n\n<li><p>\u56e0\u5b50\u6c34\u6e96\u3092\u518d\u9806\u5e8f\u5316\u3059\u308b<\/p><\/li>\n<\/ul>\n\n\n\n<p>\u3092\u7528\u3044\u3066\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u578b\u306b\u5909\u66f4\u3059\u308b<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u306b\u81ea\u52d5\u3067\u9069\u7528\u3055\u308c\u308b pmm\uff08\u4e88\u6e2c\u5e73\u5747\u30de\u30c3\u30c1\u30f3\u30b0\uff09\u306f\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306b\u3082\u9069\u7528\u3067\u304d\u3001\u5168\u30c7\u30fc\u30bf\u306b pmm \u3092\u9069\u7528\u3059\u308b\u306e\u304c\u3088\u3044<\/p>\n\n\n\n<p>\u6b21\u7bc0\u3067\u8a2d\u5b9a\u65b9\u6cd5\u3092\u793a\u3059<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u88dc\u5b8c\u65b9\u6cd5\">\u88dc\u5b8c\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u305d\u3053\u3067\u3001R \u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u4ee5\u4e0b\u306e\u4e00\u884c\u3092\u66f8\u3044\u3066\u3001\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">mice<\/span><span class=\"synSpecial\">(<\/span>Dataset<span class=\"synSpecial\">,<\/span> m<span class=\"synStatement\">=<\/span><span class=\"synConstant\">100<\/span><span class=\"synSpecial\">,<\/span> maxit<span class=\"synStatement\">=<\/span><span class=\"synConstant\">10<\/span><span class=\"synSpecial\">,<\/span> method=\"pmm\", seed<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u3001imp \u306f\u591a\u91cd\u4ee3\u5165\u3057\u305f\u5f8c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u3001m \u306f\u591a\u91cd\u4ee3\u5165\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u6570\u3001maxit \u306f\u6700\u5927\u53cd\u5fa9\u56de\u6570\u3001method \u306f\u88dc\u5b8c\u65b9\u6cd5\uff08pmm \u306f\u4e88\u6e2c\u5e73\u5747\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u793a\u3059\uff09\u3001seed \u306f\u518d\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30e9\u30f3\u30c0\u30e0\u5909\u6570\u306e\u30b7\u30fc\u30c9\uff08\u7a2e\uff09\u3092\u6307\u5b9a\u3057\u305f\u3082\u306e<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u6570\u306f\u3001m = 100 \u3068\u3057\u305f<\/p>\n\n\n\n<p>100 \u304b\u3089 1000 \u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u6b32\u3057\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6570\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u3082\u53c2\u7167\u306e\u3053\u3068<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/01\/20220128201801-300x300.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-many-imputed-datasets-needed-in-muliple-imputation\/\">\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u5fc5\u8981\u306a\u88dc\u5b8c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u6570<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u6b20\u6e2c\u5024\u304c\u3042\u3063\u305f\u5834\u5408\u3001\u5bfe\u51e6\u3059\u308b\u65b9\u6cd5\u304c\u3044\u304f\u3064\u304b\u3042\u308b\u3002 \u305d\u306e\u3046\u3061\u306e\u4e00\u3064\u304c\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u3042\u308b\u3002 \u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u4f5c\u6210\u3059\u3079\u304d\u6b20\u6e2c\u5024\u88dc\u5b8c\u30c7\u30fc\u30bf\u306e\u6570\u306f\u3044\u304f\u3064\u304c\u3088\u3044\u306e\u304b\uff1f \u591a\u91cd\u4ee3\u5165\u6cd5&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n\n\n\n\n<p>Fraction of Missing Information (FMI) \u3068\u3044\u3046\u5024\u306e 100 \u500d\u3092\u63a8\u5968\u3057\u3066\u3044\u308b\u8ad6\u6587\u3082\u3042\u308b<\/p>\n\n\n\n<p><a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/sim.4067\">Multiple imputation using chained equations: Issues and guidance for practice<\/a><\/p>\n\n\n\n<p>maxit \u306f\u3001\u6700\u5927\u53cd\u5fa9\u56de\u6570\u306e\u610f\u5473\u3060\u304c\u300110 \u304b\u3089 20 \u56de\u306f\u884c\u3046\u3068\u3055\u308c\u308b<\/p>\n\n\n\n<p>\u88dc\u5b8c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e00\u3064\u306b\u304a\u3051\u308b\u4ee3\u5165\u5024\u3092\u6c7a\u3081\u308b\u8a08\u7b97\u306f\u3001\u521d\u671f\u5024\u3092\u6c7a\u3081\u3066\u3001\u8a08\u7b97\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u53ce\u675f\u3055\u305b\u3066\u3044\u304f\u3068\u3044\u3046\u65b9\u6cd5\u3092\u53d6\u308b\u305f\u3081\u3001\u53cd\u5fa9\u8a08\u7b97\u306e\u56de\u6570\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u63a8\u5968\u306e\u6700\u4f4e\u9650\u306e 10 \u3068\u3059\u308b\uff08\u305f\u3060\u3057\u3001\u4e0b\u8a18\u306e\u30b9\u30af\u30b7\u30e7\u3067\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u307e\u307e\uff085 \u306b\u306a\u3063\u3066\u3044\u308b\uff09\u3067\u3042\u308b\u306e\u3067\u3001\u305d\u306e\u70b9\u3054\u7559\u610f\u3092\uff09<\/p>\n\n\n\n<p>method \u306f\u524d\u7bc0\u3067\u8aac\u660e\u3057\u305f\u3068\u304a\u308a\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u307b\u304b\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306b\u3082\u9069\u7528\u3067\u304d\u308b\u65b9\u6cd5\u3067\u3001\u6700\u9069\u306a\u88dc\u5b8c\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u307e\u305f\u3001seed \u306f\u3001\u3053\u3053\u3067\u306f\u30011 \u3068\u3057\u305f\u304c\u3001\u4f55\u3067\u3082\u3088\u3044<\/p>\n\n\n\n<p>\u901a\u5e38\u306f\u3001\u6b63\u306e\u6574\u6570\u306b\u3059\u308b\uff08\u4f8b\uff1a1, 12, 123, 1234 \u306a\u3069\uff09<\/p>\n\n\n\n<p>\u51fa\u529b\u7a93\u306b\u4f55\u3084\u3089\u305f\u304f\u3055\u3093\u51fa\u3066\u304f\u308b\u304c\u3001\u591a\u91cd\u88dc\u5b8c\u3055\u308c\u305f\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u5909\u6570\u540d\u306e\u4e00\u89a7\u3068\u3044\u3046\u3060\u3051\u306a\u306e\u3067\u3001\u6c17\u306b\u3057\u306a\u3044<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"941\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191055-941x1024.png\" alt=\"\" class=\"wp-image-783\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191055-941x1024.png 941w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191055-276x300.png 276w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191055-768x836.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191055.png 1103w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u591a\u91cd\u88dc\u5b8c\u3057\u305f 100 \u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306a\u308b\u591a\u91cd\u4ee3\u5165\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 imp \u304c\u3067\u304d\u305f<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u30013 \u756a\u76ee\u306e\u88dc\u5b8c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5148\u982d\u90e8\u5206\u306e\u307f\u5c11\u3057\u898b\u3066\u307f\u308b\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u4e00\u884c\u3092\u66f8\u304f\u3068\u898b\u3089\u308c\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">head<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">complete<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synConstant\">3<\/span><span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u3001head \u306f\u5148\u982d\u306e 6 \u884c\u3092\u8868\u793a\u3059\u308b\u6307\u4ee4\u3001complete \u306f\u3001\u88dc\u5b8c\u3057\u305f\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3059\u6307\u4ee4\u3001 3 \u306f\u30013 \u756a\u76ee\u306e\u88dc\u5b8c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6307\u5b9a\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"941\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601190958-941x1024.png\" alt=\"\" class=\"wp-image-784\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601190958-941x1024.png 941w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601190958-276x300.png 276w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601190958-768x836.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601190958.png 1103w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3082\u3068\u3082\u3068\u3001\u6b20\u640d\u5024\u304c\u3042\u3063\u305f\u6700\u521d\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u898b\u6bd4\u3079\u3066\u307f\u308b\u3068\u3001\u78ba\u304b\u306b\u6b20\u640d\u5024\u304c\u88dc\u5b8c\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<p>3 \u756a\u76ee\u3067\u306f\u306a\u304f\u30011 \u3068\u304b\u3001 5 \u3068\u304b\u306e\u6570\u5b57\u306b\u3057\u3066\u307f\u308b\u3068\u3001\u307b\u304b\u306e\u6570\u5b57\u3067\u88dc\u5b8c\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u306e\u3067\u3001\u898b\u3066\u307f\u3066\u307b\u3057\u3044<\/p>\n\n\n\n<p>\u3067\u306f\u3001\u6b20\u640d\u5024\u304c\u88dc\u5b8c\u3055\u308c\u305f 100 \u500b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u3069\u3046\u3084\u3063\u3066\u8a08\u7b97\u3059\u308b\u304b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8a08\u7b97\u65b9\u6cd5\">\u8a08\u7b97\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u8a08\u7b97\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u884c\u3046<\/p>\n\n\n\n<p>2 \u884c\u76ee\u306e\u6700\u5f8c\u306e\u30ab\u30c3\u30b3\u307e\u3067\u9078\u629e\u3057\u3066\u3001\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u6d3b\u7528\u3057\u3066\u3001\u5909\u6570\u540d\u3092\u7f6e\u304d\u63db\u3048\u3066\u6d3b\u7528\u3057\u3066\u307b\u3057\u3044<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>lm_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>Sales <span class=\"synStatement\">~<\/span> Income <span class=\"synStatement\">+<\/span> Population <span class=\"synStatement\">+<\/span> Price <span class=\"synStatement\">+<\/span> Age <span class=\"synStatement\">+<\/span> Education<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u3053\u3067\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>lm_imp \u306f\u3001\u8a08\u7b97\u7d50\u679c\u306b\u3064\u3051\u308b\u540d\u524d\u306a\u306e\u3067\u3001\u4f55\u3067\u3082\u3088\u3044\uff08\u305f\u3060\u3057\u3001\u534a\u89d2\u82f1\u5b57\u5148\u982d\u306e\u534a\u89d2\u82f1\u6570\u306e\u307f\u304c\u304a\u3059\u3059\u3081\u3002\u6587\u5b57\u306f _ \u3068 . \u304c\u4f7f\u3048\u308b\uff09<\/li>\n\n\n\n<li>with \u306f \u6b21\u306b\u66f8\u3044\u3066\u3042\u308b\u3001\u3053\u3053\u3067\u306f imp \u3068\u3044\u3046\u540d\u524d\u306e\u591a\u91cd\u88dc\u5b8c\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3046\u95a2\u6570<\/li>\n\n\n\n<li>lm \u306f\u3001\u5358\u56de\u5e30\u3001\u91cd\u56de\u5e30\u3092\u884c\u3046\u95a2\u6570<\/li>\n\n\n\n<li>Sales \u4ee5\u964d\u306f\u3001\u56de\u5e30\u306e\u30e2\u30c7\u30eb\u5f0f\u3067\u3001~ \u306e\u5de6\u5074\u304c\u76ee\u7684\u5909\u6570\u3001\u53f3\u5074\u304c\u8aac\u660e\u5909\u6570\u3067\u3001+ \u3067\u3064\u306a\u3050\uff08\u8a18\u53f7\u306f\u3059\u3079\u3066\u534a\u89d2\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u3067\u3042\u308b<\/p>\n\n\n\n<p>with \u3068 lm \u3068\u3044\u3046\u95a2\u6570\u540d\u306f\u5909\u66f4\u305b\u305a\u3001\u534a\u89d2\u30ab\u30c3\u30b3\u3084\u534a\u89d2\u30ab\u30f3\u30de\u306e\u69cb\u9020\u306f\u305d\u306e\u307e\u307e\u306b\u3001\u5909\u6570\u540d\u306f\u3001\u3054\u81ea\u5206\u306e\u5909\u6570\u540d\u306b\u7f6e\u304d\u63db\u3048\u3066\u3001\u8a66\u3057\u3066\u307f\u3066\u307b\u3057\u3044<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7d71\u5408\u65b9\u6cd5\">\u7d71\u5408\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u8a08\u7b97\u7d50\u679c\u306f\u3001100 \u500b\u306e\u88dc\u5b8c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8a08\u7b97\u3055\u308c\u305f\u3001100 \u500b\u306e\u7d50\u679c\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u3092\u7d71\u5408\u3057\u3066\u3001\u7d50\u679c\u3092\u8868\u793a\u3055\u305b\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>lm_imp<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u8d64\u67a0\u306e\u3088\u3046\u306b\u3001\u7d71\u5408\u3055\u308c\u305f\u4e00\u3064\u306e\u8a08\u7b97\u7d50\u679c\u304c\u51fa\u3066\u304f\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"941\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191234-941x1024.png\" alt=\"\" class=\"wp-image-785\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191234-941x1024.png 941w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191234-276x300.png 276w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191234-768x836.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191234.png 1103w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>estimate \uff08\u504f\u56de\u5e30\u4fc2\u6570\uff09\u306f\u3001term\uff08\u8aac\u660e\u5909\u6570\uff09\u304c\u30011 \u4e0a\u6607\u3057\u305f\u3068\u304d\u306e\u3001\u76ee\u7684\u5909\u6570\u306e\u63a8\u5b9a\u5024\u306e\u5909\u5316\u3092\u793a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u53f3\u7aef\u306e p.value \u304c P \u5024\u3067\u3001\u3053\u308c\u304c\u3001 0.05 \u672a\u6e80\u3067\u3042\u308c\u3070\u3001estimate \u304c 0 \u3068\u3044\u3046\u5e30\u7121\u4eee\u8aac\u304c\u68c4\u5374\u3055\u308c\u3066\u3001\u8aac\u660e\u5909\u6570\u304c 1 \u4e0a\u6607\u3057\u305f\u3068\u304d\u306e\u5909\u5316\u304c\u30bc\u30ed\u3067\u306f\u306a\u304f\u7d71\u8a08\u5b66\u7684\u306b\u610f\u5473\u304c\u3042\u308b\u3068\u8a00\u3048\u308b\u3053\u3068\u306b\u306a\u308b<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001e-01, e-02 \u3068\u3044\u3046\u306e\u306f\u3001\u00d7 10 \u306e \uff0d1\u4e57 \u3059\u306a\u308f\u3061 0.1 \u500d\u3001\u00d7 10 \u306e \uff0d 2 \u4e57 \u3059\u306a\u308f\u3061 0.01 \u500d\u3068\u3044\u3046\u610f\u5473\u306e\u79d1\u5b66\u7684\u8868\u73fe\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3053\u306e\u4f8b\u306e\u5834\u5408\u3001Age \u3068 Price \u3068 Income \u304c 0.05 \u672a\u6e80\u3067\u3042\u308a\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\u3067\u3042\u308b<\/p>\n\n\n\n<p>Intercept\uff08\u5207\u7247\uff09\u306f\u3001\u307b\u304b\u306e\u8aac\u660e\u5909\u6570\u304c 0 \u306e\u3068\u304d\u306e\u5e73\u5747\u5024\u3067\u3001\u3053\u306e P \u5024\u306b\u306f\u3001\u51fa\u529b\u3055\u308c\u3066\u3044\u308b\u304c\u6ce8\u76ee\u30fb\u89e3\u91c8\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u5143\u306e\u30c7\u30fc\u30bf\u306e\u7d50\u679c\u3068\u6bd4\u3079\u308b\u3068\u3001\u540c\u69d8\u306e\u7d50\u679c\u3067\u3042\u308b\u3053\u3068\u304c\u898b\u3066\u53d6\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"941\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501205403-941x1024.png\" alt=\"\" class=\"wp-image-786\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501205403-941x1024.png 941w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501205403-276x300.png 276w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501205403-768x836.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240501205403.png 1103w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u306a\u306e\u3067\u3001\u4eca\u56de\u306e\u4f8b\u3067\u306f\u3001\u6b20\u640d\u5024\u304c\u3042\u308b\u5143\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u3092\u30e1\u30a4\u30f3\u306b\u3057\u3066\u3001\u591a\u91cd\u4ee3\u5165\u306e\u7d50\u679c\u3092\u30b5\u30d6\uff08\u611f\u5ea6\u89e3\u6790\uff09\u3068\u3044\u3046\u3075\u3046\u306b\u793a\u3057\u3066\u3044\u304f\u306e\u304c\u3088\u3044\u3068\u601d\u3046<\/p>\n\n\n\n<p>\u7570\u306a\u308b\u5834\u5408\u306f\u3001\u591a\u91cd\u4ee3\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30d0\u30a4\u30a2\u30b9\u304c\u53d6\u308a\u9664\u304b\u308c\u305f\u3068\u8003\u3048\u3066\u9032\u3081\u308b\u306e\u3082\u3088\u3044\u3060\u308d\u3046<\/p>\n\n\n\n<p>\u306a\u304a\u300195 \uff05\u4fe1\u983c\u533a\u9593\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b <code>conf.int = 0.95<\/code> \u3092\u52a0\u7b46\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>summary(pool(lm_imp), conf.int=0.95)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\u306e\u8a08\u7b97\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u30d7\u30fc\u30eb\u3057\u305f\u5f8c\u306b\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\u306f\u306a\u3044\u305f\u3081\u3001\u30d7\u30fc\u30eb\u3059\u308b\u524d\u306b\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/p>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u91cd\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u524d\u306b\u3001\u4ee3\u5165\u5f8c\u306b\u6a19\u6e96\u5316\u3057\u3066\u304a\u304f\u3068\u3001\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\u3068\u3057\u3066\u6c42\u307e\u308b<\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306e\u4ee3\u5165\u30bb\u30c3\u30c8\u3067\u8a08\u7b97\u3055\u308c\u305f\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\uff08\u6a19\u6e96\u5316\u3057\u305f\u76ee\u7684\u5909\u6570\u3068\u8aac\u660e\u5909\u6570\u3092\u4f7f\u7528\u3057\u3066\u8a08\u7b97\u3057\u305f\u504f\u56de\u5e30\u4fc2\u6570\uff09\u3092\u30d7\u30fc\u30eb\u3059\u308b\u3068\u3044\u3046\u6226\u7565\u3092\u3068\u308b\u3068\u3001\u7d71\u5408\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\u304c\u8a08\u7b97\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u6a19\u6e96\u5316\u30c7\u30fc\u30bf\u4f5c\u6210\u30b3\u30fc\u30c9\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>install.packages(\"dplyr\") # \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u4e00\u56de\u3060\u3051\nlibrary(dplyr)\n\nz_data &lt;- complete(imp, action = \"long\", include = TRUE) %&gt;%\n  group_by(.imp) %&gt;%  # \u5404\u4ee3\u5165\u30bb\u30c3\u30c8\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\n  mutate(across(where(is.numeric), ~ scale(.) %&gt;% as.vector)) %&gt;% # \u3059\u3079\u3066\u306e\u5909\u6570\u3092\u6a19\u6e96\u5316\n  ungroup()<\/code><\/pre>\n\n\n\n<p>\u4ee3\u5165\u30bb\u30c3\u30c8\u3054\u3068\u306b\u3001\u3059\u3079\u3066\u306e\u5909\u6570\u3092\u5909\u6570\u3054\u3068\u306b\u6a19\u6e96\u5316\u3059\u308b\uff08scale \u3068\u3044\u3046\u95a2\u6570\u304c\u6a19\u6e96\u5316\u306e\u95a2\u6570\uff09<\/p>\n\n\n\n<p>\u3044\u3063\u305f\u3093\u30ed\u30f3\u30b0\u5f62\u5f0f\u306b\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092 mids \u5f62\u5f0f\u306b\u623b\u3057\u305f\u3042\u3068\u306f\u3001\u578b\u3069\u304a\u308a\u306e\u3001\u89e3\u6790\u3001\u7d71\u5408\u3001\u7d50\u679c\u51fa\u529b\u306e\u9806\u756a\u3067\u9032\u3081\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6a19\u6e96\u5316\u6e08\u307f\u30c7\u30fc\u30bf\u3092mice\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u518d\u5909\u63db\nimp_z_data &lt;- as.mids(z_data)\n\nlm_imp_z &lt;- with(imp_z_data, lm(Sales ~ Income + Population + Price + Age + Education))\nsummary(pool(lm_imp_z), conf.int=0.95)<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3068\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"694\" height=\"152\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-31-235340.png\" alt=\"\" class=\"wp-image-3227\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-31-235340.png 694w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-31-235340-300x66.png 300w\" sizes=\"(max-width: 694px) 100vw, 694px\" \/><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001estimate \u3060\u3051\u306b\u7740\u76ee\u3059\u308b<\/p>\n\n\n\n<p>\u3053\u306e estimate \u304c\u7d71\u5408\u3055\u308c\u305f\u6a19\u6e96\u5316\u504f\u56de\u5e30\u4fc2\u6570\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u7d76\u5bfe\u5024\u304c\u5927\u304d\u3044\u8aac\u660e\u5909\u6570\u304c\u3001\u76f8\u5bfe\u7684\u306b\u5f71\u97ff\u529b\u304c\u5927\u304d\u3044\u8aac\u660e\u5909\u6570\u3068\u8a00\u3048\u308b<\/p>\n\n\n\n<p>P \u5024\u306f\u3001\u6a19\u6e96\u5316\u3057\u306a\u3044\u7d50\u679c\u3092\u4f7f\u3046\u3088\u3046\u306b\u3057\u3001\u3053\u3053\u3067\u51fa\u529b\u3055\u308c\u3066\u3044\u308b P \u5024\u306f\u6c17\u306b\u3057\u306a\u3044<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3092\u8aac\u660e\u5909\u6570\u306b\u4f7f\u3063\u3066\u3044\u308b\u5834\u5408<\/h4>\n\n\n\n<p>\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u304c\u8aac\u660e\u5909\u6570\u306b\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u8981\u6ce8\u610f<\/p>\n\n\n\n<p>\u4e8c\u5024\u306e\u5834\u5408\u306f\u30010 \u3068 1 \u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u554f\u984c\u306a\u3044<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001\u4e8b\u524d\u306b\u30c0\u30df\u30fc\u5909\u6570\u5316\u3057\u3066\u304a\u304f\u3068\u3088\u3044\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b<\/p>\n\n\n\n<p>3 \u30ab\u30c6\u30b4\u30ea\u4ee5\u4e0a\u306e\u5834\u5408\u306f\u3001\u3044\u307e\u306e\u3068\u3053\u308d\u3001\u3088\u3044\u89e3\u6c7a\u7b56\u304c\u601d\u3044\u3064\u304b\u306a\u3044<\/p>\n\n\n\n<p>\u6700\u521d\u304b\u3089 0, 1 \u306e\u30c0\u30df\u30fc\u5909\u6570\u306b\u5909\u63db\u3057\u3066\u304a\u3051\u3070\u3088\u3055\u305d\u3046\u3060\u304c\u3001\u591a\u91cd\u4ee3\u5165\u306e\u969b\u3001\u8907\u6570\u306e\u30c0\u30df\u30fc\u5909\u6570\u306e\u9023\u643a\u304c\u96e3\u3057\u3044<\/p>\n\n\n\n<p>\u8907\u6570\u306e\u30c0\u30df\u30fc\u5909\u6570\u3067\u540c\u3058\u75c7\u4f8b\u306b\u304a\u3044\u3066\u6b20\u6e2c\u304c\u751f\u3058\u3066\u3044\u308b\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u305d\u306e\u3046\u3061\u306e\u3069\u308c\u304b\u4e00\u3064\u306e\u30c0\u30df\u30fc\u5909\u6570\u306b 1 \u304c\u4ee3\u5165\u3055\u308c\u305f\u3089\u3001\u307b\u304b\u306e\u30c0\u30df\u30fc\u5909\u6570\u306b\u306f 0 \u304c\u4ee3\u5165\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u305d\u306e\u5236\u5fa1\u304c\u601d\u3044\u3064\u304b\u306a\u3044<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u591a\u91cd\u4ee3\u5165\u3092\u884c\u3044\u5171\u5206\u6563\u5206\u6790\u3092\u884c\u3046\u5834\u5408\">\u591a\u91cd\u4ee3\u5165\u3092\u884c\u3044\u5171\u5206\u6563\u5206\u6790\u3092\u884c\u3046\u5834\u5408<\/h2>\n\n\n\n<p>\u7fa4\u306e\u6bd4\u8f03\u3092\u80cc\u666f\u56e0\u5b50\u3067\u8abf\u6574\u3057\u305f\u591a\u5909\u91cf\u7dda\u5f62\u56de\u5e30\u3001\u3044\u308f\u3086\u308b\u5171\u5206\u6563\u5206\u6790\uff08\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3092\u30c0\u30df\u30fc\u5909\u6570\u306b\u3057\u305f\u91cd\u56de\u5e30\u5206\u6790\u3068\u540c\u3058\uff09\u306e\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b R \u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u304f\u304b\u7d39\u4ecb\u3059\u308b<\/p>\n\n\n\n<p>\u88dc\u5b8c\u65b9\u6cd5\u307e\u3067\u306f\u3001\u4e0a\u8a18\u3068\u540c\u4e00\u3067\u3042\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8a08\u7b97\u65b9\u6cd5\u3068\u7d71\u5408\u65b9\u6cd5\">\u8a08\u7b97\u65b9\u6cd5\u3068\u7d71\u5408\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u8a08\u7b97\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u4e00\u884c\u3092 R \u30b9\u30af\u30ea\u30d7\u30c8\u306b\u66f8\u304f<\/p>\n\n\n\n<p>\u5909\u6570\u540d\u306f\u3001\u5404\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u5909\u6570\u540d\u306b\u5909\u66f4\u3057\u3066\u307b\u3057\u3044<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ancova_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>Sales <span class=\"synStatement\">~<\/span> <span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>US1<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">+<\/span> Price <span class=\"synStatement\">+<\/span> Age <span class=\"synStatement\">+<\/span> Education<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>Sales \u306b\u95a2\u3057\u3066\u3001US1\uff08\u4e8c\u5024\u306e\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff09\u306e\u7fa4\u9593\u6bd4\u8f03\u3092\u3001Price\u3001Age\u3001Education \u306e\u5171\u5909\u91cf\u3067\u8abf\u6574\u3057\u305f\u5171\u5206\u6563\u5206\u6790\u3068\u3044\u3046\u5f0f\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u7d71\u5408\u65b9\u6cd5\u3082\u3001\u4e0a\u8a18\u3068\u540c\u69d8\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>ancova_imp<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u305d\u3046\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a08\u7b97\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"873\" height=\"170\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191629.png\" alt=\"\" class=\"wp-image-787\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191629.png 873w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191629-300x58.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240601191629-768x150.png 768w\" sizes=\"(max-width: 873px) 100vw, 873px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>factor(US1)[T.1] \u3068\u3044\u3046\u306e\u306f\u3001US1 \u306e 0 \u3092\u53c2\u7167\u30ab\u30c6\u30b4\u30ea\u3068\u3057\u3066\u30011 \u306e\u63a8\u5b9a\u5024\u304c\u8a08\u7b97\u3055\u308c\u3066\u3044\u308b\u3068\u8aad\u3080\uff08US1 \u304c 0 \u3068 1 \u306e\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306e\u5834\u5408\uff09<\/p>\n\n\n\n<p>Price\u3001Age\u3001Education \u3092\u8abf\u6574\u3057\u3066\u3082\u3001US \u3068\u305d\u308c\u4ee5\u5916\u3067 Sales \u306e\u5e73\u5747\u5024\u306e\u5dee\u306f\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\u3068\u89e3\u91c8\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u306a\u304a\u300195 % \u4fe1\u983c\u533a\u9593\u304c\u5fc5\u8981\u3067\u3042\u308c\u3070\u3001conf.int = 0.95 \u3092\u52a0\u7b46\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>summary(pool(ancova_imp), conf.int=0.95)<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u591a\u91cd\u4ee3\u5165\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u5834\u5408\">\u591a\u91cd\u4ee3\u5165\u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u5834\u5408<\/h2>\n\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u5834\u5408\u306f\u3001glm \u95a2\u6570\u3092\u4f7f\u3046<\/p>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u307e\u3067\u306f\u3001\u4e0a\u8a18\u3068\u540c\u3058\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u3001\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">mice<\/span><span class=\"synSpecial\">(<\/span>Dataset<span class=\"synSpecial\">,<\/span> m<span class=\"synStatement\">=<\/span><span class=\"synConstant\">100<\/span><span class=\"synSpecial\">,<\/span> maxit<span class=\"synStatement\">=<\/span><span class=\"synConstant\">10<\/span><span class=\"synSpecial\">,<\/span> method=\"pmm\", seed<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u6587\u5b57\u30c7\u30fc\u30bf\u306e\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306f\u3001\u6570\u5024\uff08\u4f8b\u3048\u3070\u30010, 1\uff09\u306b\u7f6e\u304d\u63db\u3048\u3066\u304a\u304f\u307b\u3046\u304c\u30b9\u30e0\u30fc\u30ba\u3068\u601d\u3046<\/p>\n\n\n\n<p>\u89e3\u6790\u306f\u3001\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>glm_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">glm<\/span><span class=\"synSpecial\">(<\/span>event <span class=\"synStatement\">~<\/span> exposure <span class=\"synStatement\">+<\/span> age <span class=\"synStatement\">+<\/span> sex<span class=\"synSpecial\">,<\/span> family<span class=\"synStatement\">=<\/span>binomial<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>~ \u306e\u5de6\u5074\u306b\u76ee\u7684\u5909\u6570\u3001\u53f3\u5074\u306b\u8aac\u660e\u5909\u6570\u3092\u7f6e\u304f<\/p>\n\n\n\n<p>family=binomial \u304c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u6307\u5b9a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b\u3068\u3001\u7d71\u5408\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pooled_glm <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>glm_imp<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span>pooled_glm<span class=\"synSpecial\">,<\/span> exponentiate<span class=\"synStatement\">=<\/span><span class=\"synConstant\">TRUE<\/span><span class=\"synSpecial\">,<\/span> conf.int<span class=\"synStatement\">=<\/span><span class=\"synConstant\">0.95<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>estimate \u304c \u30aa\u30c3\u30ba\u6bd4\u3067\u30012.5 %, 97.5 % \u304c 95 % \u4fe1\u983c\u533a\u9593\u306e\u4e0b\u9650\u3068\u4e0a\u9650\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"951\" height=\"141\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131230.png\" alt=\"\" class=\"wp-image-788\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131230.png 951w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131230-300x44.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131230-768x114.png 768w\" sizes=\"(max-width: 951px) 100vw, 951px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3082\u3068\u3082\u3068\u306e\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3001\u65b9\u5411\u6027\u306f\u540c\u3058\u3060\u304c\u3001\u5c11\u3005\u9055\u3046\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"677\" height=\"145\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602140652.png\" alt=\"\" class=\"wp-image-789\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602140652.png 677w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602140652-300x64.png 300w\" sizes=\"(max-width: 677px) 100vw, 677px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u591a\u91cd\u4ee3\u5165\u3092\u884c\u3044-Cox-\u56de\u5e30\u3092\u884c\u3046\u5834\u5408\">\u591a\u91cd\u4ee3\u5165\u3092\u884c\u3044 Cox \u56de\u5e30\u3092\u884c\u3046\u5834\u5408<\/h2>\n\n\n\n<p>Cox \u56de\u5e30\uff08Cox \u306e\u6bd4\u4f8b\u30cf\u30b6\u30fc\u30c9\u30e2\u30c7\u30eb\u3068\u540c\u3058\uff09\u306e\u5834\u5408\u3082\u3001\u88dc\u5b8c\u30c7\u30fc\u30bf\u4f5c\u6210\u306f\u540c\u3058<\/p>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b R \u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u66f8\u3044\u3066\u3001\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">mice<\/span><span class=\"synSpecial\">(<\/span>Dataset<span class=\"synSpecial\">,<\/span> m<span class=\"synStatement\">=<\/span><span class=\"synConstant\">100<\/span><span class=\"synSpecial\">,<\/span> maxit<span class=\"synStatement\">=<\/span><span class=\"synConstant\">10<\/span><span class=\"synSpecial\">,<\/span> method=\"pmm\", seed<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u6b21\u306b\u3001with \u3068 coxph \u3092\u4f7f\u3063\u3066\u3001\u89e3\u6790\u3092\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>survival<span class=\"synSpecial\">)<\/span>\ncoxph_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">coxph<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">Surv<\/span><span class=\"synSpecial\">(<\/span>time<span class=\"synSpecial\">,<\/span> status01<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">~<\/span> age <span class=\"synStatement\">+<\/span> sex <span class=\"synStatement\">+<\/span> ph.ecog012 <span class=\"synStatement\">+<\/span> meal.cal <span class=\"synStatement\">+<\/span> wt.loss<span class=\"synSpecial\">))<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u7d71\u5408\u30fb\u7d50\u679c\u51fa\u529b\u3092\u884c\u3046<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pooled_cox <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>coxph_imp<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span>pooled_cox<span class=\"synSpecial\">,<\/span> exponentiate<span class=\"synStatement\">=<\/span><span class=\"synConstant\">TRUE<\/span><span class=\"synSpecial\">,<\/span> conf.int<span class=\"synStatement\">=<\/span><span class=\"synConstant\">0.95<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"182\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131934-1024x182.png\" alt=\"\" class=\"wp-image-790\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131934-1024x182.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131934-300x53.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131934-768x136.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240603131934.png 1070w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u6b20\u6e2c\u304c\u3042\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"764\" height=\"189\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602174034.png\" alt=\"\" class=\"wp-image-791\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602174034.png 764w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/20240602174034-300x74.png 300w\" sizes=\"(max-width: 764px) 100vw, 764px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u50be\u5411\u306f\u540c\u3058\u3060\u304c\u3001\u5c11\u3057\u3060\u3051\u6570\u5024\u304c\u7570\u306a\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"t-\u691c\u5b9a\u3068\u304b\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u306f\u3069\u3046\u3084\u308b\u304b\">t \u691c\u5b9a\u3068\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u306f\u3069\u3046\u3084\u308b\u304b<\/h2>\n\n\n\n<p>t \u691c\u5b9a\u3084\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u3068\u547c\u3070\u308c\u3066\u3044\u308b\u30012 \u7fa4\u3084 3 \u7fa4\u4ee5\u4e0a\u306e\u5e73\u5747\u5024\u3084\u5272\u5408\u306e\u5358\u5909\u91cf\u6bd4\u8f03\u306f\u3069\u306e\u3088\u3046\u306b\u3059\u308c\u3070\u3088\u3044\u304b<\/p>\n\n\n\n<p>\u3068\u3044\u3063\u3066\u3082\u3001t \u691c\u5b9a\u3001\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u305d\u306e\u3082\u306e\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044<\/p>\n\n\n\n<p>\u5e73\u5747\u5024\u3067\u3042\u308c\u3070\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u5909\u6570\u4e00\u3064\u306e\u307f\u3092\u8aac\u660e\u5909\u6570\u306b\u3057\u305f\u3001\u56de\u5e30\u5206\u6790\u3092\u884c\u3048\u3070\u3001t \u691c\u5b9a\u7d71\u5408\u306e\u4ee3\u7528\u306b\u306a\u308b<\/p>\n\n\n\n<p>\u5272\u5408\u3067\u3042\u308c\u3070\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u5909\u6570\u4e00\u3064\u306e\u307f\u3092\u8aac\u660e\u5909\u6570\u306b\u3057\u305f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u5206\u6790\u3092\u884c\u3048\u3070\u3001\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u7d71\u5408\u306e\u4ee3\u7528\u306b\u306a\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e73\u5747\u5024\u306e\u5358\u5909\u91cf\u89e3\u6790<\/h3>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u5e73\u5747\u5024\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>mean_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>Sales <span class=\"synStatement\">~<\/span> <span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>US1<span class=\"synSpecial\">)))<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>mean_imp<span class=\"synSpecial\">), conf.int=0.95)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u305f\u3089\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u5909\u6570\u306e P \u5024\u3092\u78ba\u8a8d\u3059\u308b<\/p>\n\n\n\n<p>1.389241e-03 \u3068\u306a\u3063\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u3053\u308c\u306f\u30010.001389241 \u3068\u3044\u3046\u6570\u5024\u306e\u5225\u306e\u8868\u8a18\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"886\" height=\"193\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102536.png\" alt=\"\" class=\"wp-image-3186\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102536.png 886w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102536-300x65.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102536-768x167.png 768w\" sizes=\"(max-width: 886px) 100vw, 886px\" \/><\/figure>\n\n\n\n<p>\u7d71\u5408\u3057\u305f\u5e73\u5747\u5024\u3092\u51fa\u529b\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5c11\u3057\u3060\u3051\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5909\u5f62\u3059\u308b<\/p>\n\n\n\n<p>lm \u306e\u30ab\u30c3\u30b3\u5185\u306e ~ \uff08\u30c1\u30eb\u30c0\uff09\u306e\u53f3\u5074\u306e\u6700\u5f8c\u306b -1 \u304c\u8db3\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>mean_imp1 &lt;- with(imp, lm(Sales ~ factor(US1) -1))\nsummary(pool(mean_imp1, conf.int=0.95)<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"933\" height=\"183\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102927.png\" alt=\"\" class=\"wp-image-3187\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102927.png 933w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102927-300x59.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-102927-768x151.png 768w\" sizes=\"(max-width: 933px) 100vw, 933px\" \/><\/figure>\n\n\n\n<p>estimate \u306e 6.882301 \u3068 7.824877 \u304c\u305d\u308c\u305e\u308c\u3001US1=0 \u3068 US1=1 \u306e\u3068\u304d\u306e\u7d71\u5408\u5e73\u5747\u5024\u3067\u3042\u308b<\/p>\n\n\n\n<p>p.value \u306f\u3001\u7d71\u5408\u5e73\u5747\u5024\u304c 0 \u304b\u3069\u3046\u304b\u306e\u691c\u5b9a\u306a\u306e\u3067\u3001\u7fa4\u9593\u306e\u6709\u610f\u5dee\u306e P \u5024\u3067\u306f\u306a\u304f\u3001\u6c17\u306b\u3057\u306a\u304f\u3066\u3088\u3044<\/p>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>3 \u30ab\u30c6\u30b4\u30ea\u3067\u3082\u53c2\u7167\u30ab\u30c6\u30b4\u30ea\u3068\u306e\u5dee\u304c\u691c\u8a0e\u3067\u304d\u308b\uff08\u3053\u306e\u4f8b\u306e\u5834\u5408\u306f\u3001ShelveLoc = 1 \u304c\u53c2\u7167\u30ab\u30c6\u30b4\u30ea\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>multcomp_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with<\/span><span class=\"synSpecial\">(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">lm<\/span><span class=\"synSpecial\">(<\/span>Sales <span class=\"synStatement\">~<\/span> <span class=\"synIdentifier\">factor<\/span><span class=\"synSpecial\">(<\/span>ShelveLoc1<span class=\"synSpecial\">)))<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">pool<\/span><span class=\"synSpecial\">(<\/span>multcomp_imp<span class=\"synSpecial\">), conf.int=0.95)<\/span>\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"931\" height=\"230\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104312.png\" alt=\"\" class=\"wp-image-3188\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104312.png 931w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104312-300x74.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104312-768x190.png 768w\" sizes=\"(max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<p>\u3053\u3061\u3089\u3082\u7d71\u5408\u5e73\u5747\u5024\u3092\u8a08\u7b97\u3067\u304d\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>multcomp_imp1 &lt;- with(imp, lm(Sales ~ factor(ShelveLoc1) -1))\nsummary(pool(multcomp_imp1), conf.int=0.95)<\/code><\/pre>\n\n\n\n<p>estimate \u306e\u5217\u306e 5.580428, 7.302604, 10.191671 \u304c\u305d\u308c\u305e\u308c\u306e\u7fa4\u306e\u7d71\u5408\u5e73\u5747\u5024\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"938\" height=\"232\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104543.png\" alt=\"\" class=\"wp-image-3189\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104543.png 938w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104543-300x74.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-104543-768x190.png 768w\" sizes=\"(max-width: 938px) 100vw, 938px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5272\u5408\u306e\u5358\u5909\u91cf\u89e3\u6790<\/h3>\n\n\n\n<p>\u5272\u5408\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001exposure=0 \u3068 exposure=1 \u306e\u5404\u7fa4\u306e event \u306e\u5272\u5408\u306e\u6bd4\u8f03\u3092\u3001exposure \u3068 event \u306e\u30aa\u30c3\u30ba\u6bd4\u3068\u3044\u3046\u6307\u6a19\u3092\u7528\u3044\u3066\u884c\u304a\u3046\u3068\u3059\u308b\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>prop_imp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">with(<\/span>imp<span class=\"synSpecial\">,<\/span> <span class=\"synIdentifier\">glm(<\/span>event <span class=\"synStatement\">~<\/span> exposure<span class=\"synSpecial\">,<\/span> family<span class=\"synStatement\">=<\/span>binomial<span class=\"synSpecial\">))<\/span>\nsummary(pool(prop_imp), exponentiate=TRUE, conf.int=0.95)<\/code><\/pre>\n\n\n\n<p>exposure \u306e\u884c\u306e 0.04473540 \u304c\u7d71\u5408 P \u5024\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"952\" height=\"188\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-110920.png\" alt=\"\" class=\"wp-image-3191\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-110920.png 952w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-110920-300x59.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-110920-768x152.png 768w\" sizes=\"(max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<p>exposure = 0 \u3068 exposure = 1 \u306b\u6709\u610f\u5dee\u3042\u308a\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>exposure = 0 \u3068 exposure = 1 \u306e\u305d\u308c\u305e\u308c\u306e\u5272\u5408\u3092\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u30e2\u30c7\u30eb\u306e\u63a8\u5b9a\u5024\u306f\u8a08\u7b97\u3055\u308c\u305f\u6570\u5024\u3092\u4f7f\u3063\u3066\u76f4\u63a5\u8a08\u7b97\u3059\u308b\u3068\u3001\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u3001exponentiate \u3057\u306a\u3044\u7d50\u679c\u3092\u51fa\u529b\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"950\" height=\"186\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135210.png\" alt=\"\" class=\"wp-image-3197\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135210.png 950w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135210-300x59.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135210-768x150.png 768w\" sizes=\"(max-width: 950px) 100vw, 950px\" \/><\/figure>\n\n\n\n<p>Intercept \u306e estimate \uff08\u30ed\u30b8\u30c3\u30c8\uff09\u3092\u5272\u5408\u306b\u5909\u63db\u3057\u305f\u3082\u306e\u304c\u3001exposure = 0 \u306e\u5272\u5408\u306e\u7d71\u5408\u63a8\u5b9a\u5024\uff08\u7d04 0.599\uff09\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"256\" height=\"72\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135429.png\" alt=\"\" class=\"wp-image-3198\"\/><\/figure>\n\n\n\n<p>Intercept \u3068 exposure[T.1] \u306e estimate \u3092\u8db3\u3057\u5408\u308f\u305b\u305f\uff08\u4eca\u56de\u306e\u5834\u5408\u306f exposure = 1 \u306e estimate \u304c\u8ca0\u306e\u5024\u306a\u306e\u3067\u5f15\u304d\u7b97\u306b\u306a\u3063\u3066\u3044\u308b\uff09\u30ed\u30b8\u30c3\u30c8\u3092\u5272\u5408\u306b\u5909\u63db\u3057\u305f\u3082\u306e\u304c\u3001exposure = 1 \u306e\u5272\u5408\u306e\u7d71\u5408\u63a8\u5b9a\u5024\uff08\u7d04 0.445\uff09\u3067\u3042\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"395\" height=\"67\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135552.png\" alt=\"\" class=\"wp-image-3199\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135552.png 395w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135552-300x51.png 300w\" sizes=\"(max-width: 395px) 100vw, 395px\" \/><\/figure>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5272\u5408\u306f\u3001\u6b20\u6e2c\u5024\u304c\u3042\u308b\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30af\u30ed\u30b9\u96c6\u8a08\u3057\u305f\u3068\u304d\u306e\u5272\u5408\u3068\u5927\u304d\u304f\u306f\u7570\u306a\u3089\u306a\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u308b\uff08exposure = 0 \u306f\u300161.0 \uff05\u3001exposure = 1 \u306f\u300144.9 %\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"534\" height=\"285\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135808.png\" alt=\"\" class=\"wp-image-3200\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135808.png 534w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-10-27-135808-300x160.png 300w\" sizes=\"(max-width: 534px) 100vw, 534px\" \/><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u30012 \u7fa4\u3067\u793a\u3057\u305f\u304c\u30013 \u7fa4\u4ee5\u4e0a\u3067\u3082\u540c\u69d8\u306b\u89e3\u6790\u3067\u304d\u308b\u3068\u601d\u3046<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">emmeans \u3092\u4f7f\u3063\u3066\u7d71\u5408\u5e73\u5747\u3084\u7d71\u5408\u5272\u5408\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>emmeans \u30d1\u30c3\u30b1\u30fc\u30b8\u306e emmeans \u95a2\u6570\u3092\u4f7f\u3046\u3068\u3001\u7d71\u5408\u5e73\u5747\u5024\u3084\u7d71\u5408\u5272\u5408\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u7d71\u5408 P \u5024\u3082\u6c42\u3081\u3089\u308c\u308b<\/p>\n\n\n\n<p>\u4e0a\u8a18\u306e\u4f8b\u3068\u306f\u7570\u306a\u308b\u304c\u3001\u307e\u305a\u3001t \u691c\u5b9a\u4ee3\u308f\u308a\u306e\u5358\u5909\u91cf\u56de\u5e30\u5206\u6790\u3092\u4ee5\u4e0b\u306b\u793a\u3059<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>imp.lm1 &lt;- with(imp, lm(A ~ Treat))\nsummary(pool(imp.lm1), conf.int=TRUE)\nlibrary(emmeans)\nemmeans(imp.lm1, specs=\"Treat\")\npairs(emmeans(imp.lm1, specs=\"Treat\"))<\/code><\/pre>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8 imp \u3092\u4f5c\u6210\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u306f\u3001\u4e00\u7dd2\u3067\u3042\u308b<\/p>\n\n\n\n<p>lm \u3092\u4f7f\u3063\u3066 t \u691c\u5b9a\u306e\u4ee3\u308f\u308a\u306b\u3059\u308b\u3068\u3053\u308d\u3082\u540c\u69d8\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001A \u3068\u3044\u3046\u9023\u7d9a\u30c7\u30fc\u30bf\u3092 Treat \u3042\u308a\u3001\u306a\u3057\u3067\u6bd4\u8f03\u3059\u308b t \u691c\u5b9a\u3068\u3059\u308b<\/p>\n\n\n\n<p>\u7d50\u679c\u51fa\u529b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> summary(pool(imp.lm1), conf.int=TRUE)\n         term  estimate std.error  statistic       df      p.value     2.5 %    97.5 %\n1 (Intercept) 52.748780  1.574748 33.4966539 116.0380 1.729354e-61 49.629805 55.867756\n2      Treat1 -1.383945  1.952216 -0.7089098 114.6822 4.798191e-01 -5.251023  2.483133\n\n> library(emmeans)\n> emmeans(imp.lm1, specs=\"Treat\")\n Treat emmean   SE  df lower.CL upper.CL\n 0       52.7 1.57 116     49.6     55.9\n 1       51.4 1.15 112     49.1     53.7\n\nConfidence level used: 0.95 \n\n> pairs(emmeans(imp.lm1, specs=\"Treat\"))\n contrast        estimate   SE  df t.ratio p.value\n Treat0 - Treat1     1.38 1.95 115   0.709  0.4798\n<\/code><\/pre>\n\n\n\n<p>emmeans \u3067 \u7d71\u5408\u5e73\u5747\u5024\u306895% \u4fe1\u983c\u533a\u9593\u3001pairs \u3067 \u7d71\u5408 P \u5024\u304c\u5f97\u3089\u308c\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u3067\u3001\u4e0a\u8a18\u306e -1 \u3092\u4f7f\u3046\u65b9\u6cd5\u3068\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> imp.lm1_1 &lt;- with(imp, lm(A ~ Treat -1))\n> summary(pool(imp.lm1_1), conf.int=TRUE)\n    term estimate std.error statistic       df      p.value    2.5 %   97.5 %\n1 Treat0 52.74878  1.574748  33.49665 116.0380 1.729354e-61 49.62980 55.86776\n2 Treat1 51.36484  1.153827  44.51693 112.0459 4.493632e-73 49.07869 53.65099<\/code><\/pre>\n\n\n\n<p>\u6b21\u306b\u3001\u7d71\u5408\u5272\u5408\u306e\u305f\u3081\u306b\u3001\u5358\u5909\u91cf\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u884c\u3046<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>imp.lm3 &lt;- with(imp, glm(Sex ~ Treat, family=binomial))\nsummary(pool(imp.lm3), conf.int=TRUE)\nemmeans(imp.lm3, specs=\"Treat\")<\/code><\/pre>\n\n\n\n<p>\u5358\u5909\u91cf\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u306f\u884c\u3046\u304c\u3001\u30aa\u30c3\u30ba\u6bd4\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u76ee\u7684\u3067\u306f\u306a\u3044\u306e\u3067\u3001exponentiate \u306f\u3057\u306a\u3044<\/p>\n\n\n\n<p>emmeans \u3067\u306e\u7d50\u679c\u306f\u3001\u5bfe\u6570\u30aa\u30c3\u30ba\u6bd4\uff08\u30ed\u30b8\u30c3\u30c8\uff09\u3067\u3042\u308b\u306e\u3067\u3001Intercept \u306e estimate \u3068\u3001Treat = 0 \u306e emmean \u304c\u540c\u4e00\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b\uff08\u7d04 0.147\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> imp.lm3 &lt;- with(imp, glm(Sex ~ Treat, family=binomial))\n> summary(pool(imp.lm3), conf.int=TRUE)\n         term   estimate std.error  statistic      df   p.value      2.5 %    97.5 %\n1 (Intercept)  0.1466035 0.3131866  0.4681027 116.038 0.6405892 -0.4736999 0.7669068\n2      Treat1 -0.3242847 0.3861594 -0.8397689 116.038 0.4027649 -1.0891194 0.4405501\n\n> emmeans(imp.lm3, specs=\"Treat\")\n Treat emmean    SE  df asymp.LCL asymp.UCL\n 0      0.147 0.313 Inf    -0.467     0.760\n 1     -0.178 0.226 Inf    -0.620     0.265\n\nResults are given on the logit (not the response) scale. \nConfidence level used: 0.95 <\/code><\/pre>\n\n\n\n<p>emmeans \u306e\u7d50\u679c\u306f\u3001\u4e0a\u8a18\u3067\u3082\u540c\u69d8\u306b\u8a08\u7b97\u3057\u305f\u3068\u304a\u308a\u3001Intercept \u3068 Treat1 \u306e estimate \u3092\u8db3\u3057\u305f\u6570\u304c\u3001Treat=1 \u306e emmean \u306b\u306a\u3063\u3066\u3044\u308b (-0.178)<\/p>\n\n\n\n<p>\u3053\u306e\u7d50\u679c\u304b\u3089\u3001\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3057\u3066\u3001plogis \u3068\u3044\u3046\u95a2\u6570\u3092\u9069\u7528\u3059\u308b\u3068\u3001\u5bfe\u6570\u30aa\u30c3\u30ba\u6bd4\u304c\u5272\u5408\u306b\u5909\u63db\u3055\u308c\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># summary()\u3067\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u5f62\u5f0f\u306b\u5909\u63db\nemmeans_summary &lt;- summary(imp.emmeans3)\n\n# emmean\uff08\u63a8\u5b9a\u5024\uff09\u3092 plogis \u3067\u5909\u63db\nemmeans_summary$prob &lt;- plogis(emmeans_summary$emmean)\n\n# \u4fe1\u983c\u533a\u9593\u3082\u5909\u63db\nemmeans_summary$prob_LCL &lt;- plogis(emmeans_summary$asymp.LCL)\nemmeans_summary$prob_UCL &lt;- plogis(emmeans_summary$asymp.UCL)\n\n# \u7d50\u679c\u3092\u78ba\u8a8d\nprint(emmeans_summary)<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3001\u51fa\u529b\u306e\u53f3\u534a\u5206\u306e prob, prob_LCL, prob_UCL \u304c\u5272\u5408\u306895% \u4fe1\u983c\u533a\u9593\u4e0b\u9650\u30fb\u4e0a\u9650\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> # \u7d50\u679c\u3092\u78ba\u8a8d\n> print(emmeans_summary)\n Treat emmean    SE  df asymp.LCL asymp.UCL  prob prob_LCL prob_UCL\n 0      0.147 0.313 Inf    -0.467     0.760 0.537    0.385    0.681\n 1     -0.178 0.226 Inf    -0.620     0.265 0.456    0.350    0.566\n\nResults are given on the logit (not the response) scale. \nConfidence level used: 0.95 <\/code><\/pre>\n\n\n\n<p>\u691c\u5b9a\u306f\u3001pairs \u3067\u8a08\u7b97\u3067\u304d\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pairs(emmeans(imp.lm3, specs=\"Treat\"))<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3001summary(pool)) \u3067\u51fa\u529b\u3057\u305f P \u5024\u3068\u307b\u307c\u540c\u69d8\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> pairs(emmeans(imp.lm3, specs=\"Treat\"))\n contrast        estimate    SE  df z.ratio p.value\n Treat0 - Treat1    0.324 0.386 Inf   0.840  0.4010\n\nResults are given on the log odds ratio (not the response) scale. <\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u88dc\u5b8c\u5024\u306f\u3069\u3046\u3084\u3063\u3066\u751f\u6210\u3057\u3066\u3044\u308b\u306e\u304b\">\u88dc\u5b8c\u5024\u306f\u3069\u3046\u3084\u3063\u3066\u751f\u6210\u3057\u3066\u3044\u308b\u306e\u304b<\/h2>\n\n\n\n<p>\u9023\u7d9a\u30c7\u30fc\u30bf\u3067\u3082\u3001\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3067\u3082\u3001\u4e88\u6e2c\u5e73\u5747\u30de\u30c3\u30c1\u30f3\u30b0\uff08predictive mean matching, PMM\uff09\u3068\u3044\u3046\u65b9\u6cd5\u3092\u4f7f\u3046\u3068\u3044\u3046\u8a71\u3092\u3057\u3066\u304d\u305f<\/p>\n\n\n\n<p>PMM \u306f\u3001\u7dda\u5f62\u56de\u5e30\uff08\u91cd\u56de\u5e30\uff09\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4ee3\u5165\u65b9\u6cd5\u3092\u57fa\u790e\u306b\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u3088\u308b\u4ee3\u5165\u65b9\u6cd5\u306f\u3001\u6b20\u640d\u5024\u3092\u9664\u3044\u305f\u5b8c\u5168\u30c7\u30fc\u30bf\u3067\u3001\u6b20\u640d\u5024\u3092\u542b\u3080\u9023\u7d9a\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u3059\u308b\u91cd\u56de\u5e30\u5f0f\u3092\u57fa\u306b\u3057\u3066\u3001\u88dc\u5b8c\u3059\u308b\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>PMM \u306f\u3001\u305d\u306e\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u8a08\u7b97\u3055\u308c\u308b\u300c\u6b20\u6e2c\u30c7\u30fc\u30bf\u306e\u4e88\u6e2c\u5024\u5019\u88dc\u300d\u3068\u3001\u5b9f\u969b\u306b\u89b3\u6e2c\u3055\u308c\u3066\u3044\u308b\u300c\u89b3\u6e2c\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u30c7\u30fc\u30bf\u304b\u3089\u306e\u4e88\u6e2c\u5024\u300d\u306e\u5dee\uff08\u8ddd\u96e2\uff09\u304c\u8fd1\u3044 K \u4eba\u3092\u9078\u3073\u3001\u305d\u306e\u4e2d\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u306b\u9078\u3093\u3060\u4eba\u306e\u89b3\u6e2c\u30c7\u30fc\u30bf\u3092\u88dc\u5b8c\u5024\u3068\u3059\u308b\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>K \u306f\u30015 \u304b\u3089 10 \u3068\u304b\u30013 \u304b\u3089 10 \u3068\u304b\u3001\u304c\u826f\u3044\u3068\u8a00\u308f\u308c\u3066\u304a\u308a\u3001mice \u306f\u30015 \u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u3066\u3001\u5909\u66f4\u306f\u4e0d\u8981\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u8a73\u7d30\u306f\u3001<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/jappstat\/46\/2\/46_67\/_article\/-char\/ja\/\">\u91ce\u9593 2017<\/a> \u53c2\u7167<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u3082\u3001\u3088\u3051\u308c\u3070\u53c2\u7167<\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/24903709\/\">Tuning multiple imputation by predictive mean matching and local residual draws<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u6cd5\u3092 EZR \u3067\u5b9f\u65bd\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u6cd5\u306f\u3001\u6b20\u640d\u5024\u306e\u591a\u91cd\u4ee3\u5165\u30fb\u89e3\u6790\u30fb\u7d71\u5408\u306e 3 \u30b9\u30c6\u30c3\u30d7\u304c\u4e00\u3064\u306b\u306a\u3063\u305f\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>mice \u30d1\u30c3\u30b1\u30fc\u30b8\u306e mice \u3068 pool \u3092\u4f7f\u3063\u3066\u5b9f\u65bd\u3059\u308b<\/p>\n\n\n\n<p>\u91cd\u56de\u5e30\u3001\u5171\u5206\u6563\u5206\u6790\uff08\u7fa4\u9593\u306e\u80cc\u666f\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u76ee\u7684\u306e\u91cd\u56de\u5e30\uff09\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3001Cox \u56de\u5e30\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3092\u8aac\u660e\u5909\u6570\u306b\u3057\u305f\u5358\u56de\u5e30\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u4f7f\u3048\u3070\u3001t \u691c\u5b9a\u3084\u30ab\u30a4\u4e8c\u4e57\u691c\u5b9a\u306e\u7d71\u5408\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u3053\u3068\u3082\u8aac\u660e\u3057\u305f<\/p>\n\n\n\n<p>\u4f55\u3089\u304b\u53c2\u8003\u306b\u306a\u308c\u3070\u5e78\u3044<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u53c2\u8003\u6587\u732e\">\u53c2\u8003\u6587\u732e<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.jstage.jst.go.jp\/article\/jappstat\/46\/2\/46_67\/_article\/-char\/ja\/\">\u9023\u9396\u65b9\u7a0b\u5f0f\u306b\u3088\u308b\u591a\u91cd\u4ee3\u5165\u6cd5<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.jstatsoft.org\/article\/view\/v045i03\">mice: Multivariate Imputation by Chained Equations in R | Journal of Statistical Software<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/24903709\/\">Tuning multiple imputation by predictive mean matching and local residual draws<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/abs\/10.1002\/sim.4067\">Multiple imputation using chained equations: Issues and guidance for practice<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>EZR \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u884c\u3044\u305f\u3044\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u305f\u3089\u3088\u3044\u304b EZR \u306b\u306f\u3001\u591a\u91cd\u4ee3\u5165\u306e\u30e1\u30cb\u30e5\u30fc\u306f\u306a\u3044\u304c\u3001R \u30b9\u30af\u30ea\u30d7\u30c8\u67a0\u306b\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u3044\u3066\u3044\u304f\u65b9\u6cd5\u3067\u5b9f\u884c\u3067\u304d\u308b<\/p>\n","protected":false},"author":2,"featured_media":0,"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":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[4,5,21,24,23,20],"tags":[],"class_list":["post-30","post","type-post","status-publish","format-standard","hentry","category-ezr","category-r","category-21","category-24","category-23","category-20"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/30","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=30"}],"version-history":[{"count":19,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/30\/revisions"}],"predecessor-version":[{"id":3306,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/30\/revisions\/3306"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=30"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=30"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=30"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}