{"id":129,"date":"2023-02-21T23:02:19","date_gmt":"2023-02-21T14:02:19","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-imputation-for-fine-gray-regression-in-r\/"},"modified":"2024-09-01T09:48:09","modified_gmt":"2024-09-01T00:48:09","slug":"multiple-imputation-for-fine-gray-regression-in-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/multiple-imputation-for-fine-gray-regression-in-r\/","title":{"rendered":"R \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3092\u5b9f\u884c\u3057\u305f\u5f8c\u306b Fine-Gray \u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u6b20\u6e2c\u5024\u3092\u88dc\u5b8c\u3057\u3001Fine-Gray \u56de\u5e30 \u3092\u5b9f\u65bd\u3059\u308b\u65b9\u6cd5<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\">\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf<\/h2>\n\n\n\n<p>\u7af6\u5408\u30ea\u30b9\u30af\u3092\u542b\u3080\u30a4\u30d9\u30f3\u30c8\u5909\u6570\u3001\u6642\u9593\u5909\u6570\u3001\u7740\u76ee\u3057\u305f\u3044\u5909\u6570\u3001\u4ea4\u7d61\u56e0\u5b50\u3092\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3068\u3059\u308b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7af6\u5408\u30ea\u30b9\u30af\u3092\u542b\u3080\u30a4\u30d9\u30f3\u30c8\u5909\u6570\uff1aCompRisk<\/li>\n\n\n\n<li>\u6642\u9593\u5909\u6570\uff1aDaysFPS<\/li>\n\n\n\n<li>\u7740\u76ee\u3057\u305f\u3044\u5909\u6570\uff1aPS34<\/li>\n\n\n\n<li>\u4ea4\u7d61\u56e0\u5b50\uff1aAge, CR12<\/li>\n<\/ul>\n\n\n\n<p>\u6b20\u6e2c\u5024\u306e\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001PS34 \u306b 1 \u4f8b\u3060\u3051\u6b20\u6e2c\u5024\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1002\" height=\"145\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212658.png\" alt=\"\" class=\"wp-image-1038\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212658.png 1002w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212658-300x43.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212658-768x111.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<h2 class=\"wp-block-heading\" id=\"Fine-Gray-\u56de\u5e30-\u3092\u5b9f\u65bd\u3057\u305f\u7d50\u679c\">Fine-Gray \u56de\u5e30 \u3092\u5b9f\u65bd\u3057\u305f\u7d50\u679c<\/h2>\n\n\n\n<p>EZR \u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3001Fine-Gray \u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"674\" height=\"740\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212814.png\" alt=\"\" class=\"wp-image-1040\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212814.png 674w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221212814-273x300.png 273w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u5b9f\u884c\u3057\u305f\u7d50\u679c\u306f\u3053\u3061\u3089<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"954\" height=\"530\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221213046.png\" alt=\"\" class=\"wp-image-1041\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221213046.png 954w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221213046-300x167.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221213046-768x427.png 768w\" sizes=\"(max-width: 954px) 100vw, 954px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u8d64\u67a0\u90e8\u5206\u304c\u3001\u7d50\u679c\u306e\u30e1\u30a4\u30f3\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u9ec4\u8272\u30cf\u30a4\u30e9\u30a4\u30c8\u306e\u3088\u3046\u306b\u30011 cases omitted due to missing values \u3068\u3042\u3063\u3066\u3001\u6b20\u640d\u5024\u306e\u305f\u3081\u306b 1 \u4f8b\u9664\u5916\u3057\u3066\u3044\u308b\u3068\u3042\u308b<\/p>\n\n\n\n<div id=\"biost-116013843\" 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=\"\u6b20\u6e2c\u5024\u3092\u591a\u91cd\u4ee3\u5165\u3059\u308b\u65b9\u6cd5\">\u6b20\u6e2c\u5024\u3092\u591a\u91cd\u4ee3\u5165\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p>R \u306e mice \u30d1\u30c3\u30b1\u30fc\u30b8\u306e mice() \u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u6b20\u6e2c\u5024\u3092\u591a\u91cd\u4ee3\u5165\u3059\u308b<\/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> <span class=\"synComment\"># \u307e\u3060\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3044\u5834\u5408<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>mice<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u3092 dat \u3068\u3059\u308b<\/p>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u306f imp \u3068\u3059\u308b<\/p>\n\n\n\n<p>\u518d\u73fe\u6027\u3092\u6301\u305f\u305b\u308b\u305f\u3081\u306b\u3001seed = 123 \u3068\u30bb\u30c3\u30c8\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>dat <span class=\"synStatement\">&lt;-<\/span> ALL_RIC\nimp <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">mice<\/span><span class=\"synSpecial\">(<\/span>dat<span class=\"synSpecial\">,<\/span> seed<span class=\"synStatement\">=<\/span><span class=\"synConstant\">123<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>imp \u306e\u4e2d\u306f\u30015 \u306e\u591a\u91cd\u4ee3\u5165\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306a\u3063\u3066\u3044\u308b<\/p>\n\n\n\n<p>pmm \u3068\u3044\u3046\u65b9\u6cd5\u3067 PS34 \u304c\u591a\u91cd\u4ee3\u5165\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"526\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221220341-1024x526.png\" alt=\"\" class=\"wp-image-1042\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221220341-1024x526.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221220341-300x154.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221220341-768x394.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221220341.png 1147w\" 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>PS34 \u306e\u6b20\u6e2c\u5024\u306e\u90e8\u5206\uff08\u75c7\u4f8b\u756a\u53f7 21 \uff09\u306b\u4ee3\u5165\u3055\u308c\u305f\u5024\u306f\u30014 \u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f 0 \u3067\u30011 \u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3060\u3051 1 \u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"224\" height=\"140\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221223034.png\" alt=\"\" class=\"wp-image-1043\" title=\"\"\/><\/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\u3057\u305f\u30c7\u30fc\u30bf\u3067-Fine-Gray-\u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5\">\u591a\u91cd\u4ee3\u5165\u3057\u305f\u30c7\u30fc\u30bf\u3067 Fine-Gray \u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u591a\u91cd\u4ee3\u5165\u3057\u305f\u30c7\u30fc\u30bf\u3067 Fine-Gray \u56de\u5e30\u3092\u884c\u3046\u305f\u3081\u306b\u3001adjustedCurves \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3046<\/p>\n\n\n\n<p>FGR_MI() \u95a2\u6570\u3092\u4f7f\u3046\u305f\u3081\u306b\u3001prodlim \u30d1\u30c3\u30b1\u30fc\u30b8\u306e Hist() \u95a2\u6570\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">install.packages<\/span><span class=\"synSpecial\">(<\/span> <span class=\"synIdentifier\">c<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">'adjustedCurves'<\/span><span class=\"synSpecial\">,<\/span> <span class=\"synConstant\">'prodlim'<\/span><span class=\"synSpecial\">)<\/span> <span class=\"synSpecial\">)<\/span> <span class=\"synComment\"># \u307e\u3060\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3044\u5834\u5408<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>adjustedCurves<span class=\"synSpecial\">)<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>prodlim<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>FGR_MI() \u95a2\u6570\u3067\u89e3\u6790\u3059\u308b<\/p>\n\n\n\n<p>\u30a4\u30d9\u30f3\u30c8\u5909\u6570\u306f\u3001\u5024\u304c 0, 1, 2 \u3068\u306a\u3063\u3066\u3044\u3066\u30011 \u304c\u89e3\u6790\u3057\u305f\u3044\u30a4\u30d9\u30f3\u30c8\uff08 cause=1 \uff09\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>model.fgr <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">FGR_MI<\/span><span class=\"synSpecial\">(<\/span>mids<span class=\"synStatement\">=<\/span>imp<span class=\"synSpecial\">,<\/span> formula<span class=\"synStatement\">=<\/span><span class=\"synIdentifier\">Hist<\/span><span class=\"synSpecial\">(<\/span>DaysPFS<span class=\"synSpecial\">,<\/span> CompRisk<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">~<\/span> Age <span class=\"synStatement\">+<\/span> CR12 <span class=\"synStatement\">+<\/span> PS34<span class=\"synSpecial\">,<\/span> cause<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">)<\/span>\nmodel.fgr\n<\/code><\/pre>\n\n\n\n<p>\u7d50\u679c\u3092\u8868\u793a\u3059\u308b\u3068 1 \u304b\u3089 5 \u307e\u3067 5 \u3064\u306e\u89e3\u6790\u7d50\u679c\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<p>1 \u3068 2 \u306e\u5148\u982d\u307e\u3067<\/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\/2023\/02\/20230221221626-941x1024.png\" alt=\"\" class=\"wp-image-1044\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221626-941x1024.png 941w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221626-276x300.png 276w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221626-768x836.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221626.png 1103w\" sizes=\"(max-width: 941px) 100vw, 941px\" \/><\/figure>\n\n\n\n<p>5 \u306e\u7d50\u679c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717-1024x1024.png\" alt=\"\" class=\"wp-image-1045\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717-1024x1024.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717-150x150.png 150w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717-768x769.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221221717.png 1199w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u65b9\u6cd5\">\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p>\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306b\u5e73\u5747\u3068\u5206\u6563\u3092\u53d6\u308a\u51fa\u3059<\/p>\n\n\n\n<p>ests \u306b\u5e73\u5747\u5024\u3001vars \u306b\u5206\u6563\u3092\u683c\u7d0d\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ests <span class=\"synStatement\">&lt;-<\/span> <span class=\"synType\">list<\/span><span class=\"synSpecial\">()<\/span>\nvars <span class=\"synStatement\">&lt;-<\/span> <span class=\"synType\">list<\/span><span class=\"synSpecial\">()<\/span>\n<span class=\"synStatement\">for<\/span> <span class=\"synSpecial\">(<\/span>i <span class=\"synStatement\">in<\/span> <span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">5<\/span><span class=\"synSpecial\">)<\/span> <span class=\"synSpecial\">{<\/span>\nests<span class=\"synSpecial\">&#91;&#91;<\/span>i<span class=\"synSpecial\">]]<\/span> <span class=\"synStatement\">&lt;-<\/span> model.fgr<span class=\"synSpecial\">$<\/span>analyses<span class=\"synSpecial\">&#91;&#91;<\/span>i<span class=\"synSpecial\">]]$<\/span>crrFit<span class=\"synSpecial\">$<\/span>coef\nvars<span class=\"synSpecial\">&#91;&#91;<\/span>i<span class=\"synSpecial\">]]<\/span> <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">diag<\/span><span class=\"synSpecial\">(<\/span>model.fgr<span class=\"synSpecial\">$<\/span>analyses<span class=\"synSpecial\">&#91;&#91;<\/span>i<span class=\"synSpecial\">]]$<\/span>crrFit<span class=\"synSpecial\">$<\/span>var<span class=\"synSpecial\">)<\/span>\n<span class=\"synSpecial\">}<\/span>\nests\nvars\n<\/code><\/pre>\n\n\n\n<p>5 \u3064\u306e\u89e3\u6790\u7d50\u679c\u3092\u4e26\u3079\u3066\u307f\u308b\u3068\u30014 \u3064\u76ee\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3060\u3051\u7d50\u679c\u304c\u7570\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"565\" height=\"816\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221223001.png\" alt=\"\" class=\"wp-image-1046\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221223001.png 565w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221223001-208x300.png 208w\" sizes=\"(max-width: 565px) 100vw, 565px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u308c\u306f\u4e0a\u8a18\u3067\u30014 \u3064\u76ee\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3060\u3051 PS34 \u306b 1 \u304c\u4ee3\u5165\u3055\u308c\u3066\u3044\u305f\u3053\u3068\u3068\u9023\u52d5\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u6b21\u306b\u3001mitools \u30d1\u30c3\u30b1\u30fc\u30b8\u306e MIcombine() \u95a2\u6570\u3067\u3001\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b<\/p>\n\n\n\n<p>summary() \u3067\u304d\u308c\u3044\u306b\u51fa\u529b\u3057\u3001exp() \u3067\u5bfe\u6570\u304b\u3089\u771f\u6570\u306b\u5909\u63db\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synIdentifier\">MIcombine<\/span><span class=\"synSpecial\">(<\/span>ests<span class=\"synSpecial\">,<\/span> vars<span class=\"synSpecial\">)<\/span> <span class=\"synComment\"># \u7d50\u679c\u306e\u7d71\u5408<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">MIcombine<\/span><span class=\"synSpecial\">(<\/span>ests<span class=\"synSpecial\">,<\/span> vars<span class=\"synSpecial\">))<\/span> <span class=\"synComment\"># \u7d71\u5408\u3057\u305f\u7d50\u679c\u306e\u304d\u308c\u3044\u306a\u51fa\u529b<\/span>\nsummarized <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">MIcombine<\/span><span class=\"synSpecial\">(<\/span>ests<span class=\"synSpecial\">,<\/span> vars<span class=\"synSpecial\">))<\/span> <span class=\"synComment\"># \u51fa\u529b\u3092\u3044\u3063\u305f\u3093\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b<\/span>\nsummarized<span class=\"synSpecial\">&#91;<\/span><span class=\"synIdentifier\">c<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">3<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">)]<\/span> <span class=\"synComment\"># \u70b9\u63a8\u5b9a\u5024\u3068\u4fe1\u983c\u533a\u9593\u4e0b\u9650\u30fb\u4e0a\u9650\u306e\u307f\u629c\u304d\u51fa\u3057<\/span>\n<span class=\"synIdentifier\">exp<\/span><span class=\"synSpecial\">(<\/span>summarized<span class=\"synSpecial\">&#91;<\/span><span class=\"synIdentifier\">c<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">3<\/span><span class=\"synSpecial\">,<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">)])<\/span> <span class=\"synComment\"># \u70b9\u63a8\u5b9a\u5024\u3068\u4fe1\u983c\u533a\u9593\u306e\u771f\u6570\u3078\u306e\u5909\u63db<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u89e3\u6790\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"740\" height=\"742\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224721.png\" alt=\"\" class=\"wp-image-1047\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224721.png 740w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224721-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224721-150x150.png 150w\" sizes=\"(max-width: 740px) 100vw, 740px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3082\u3068\u306e\u89e3\u6790\u7d50\u679c\u3068\u6bd4\u3079\u308b\u3068\u3001\u5c11\u3057\u3060\u3051\u6570\u5024\u304c\u7570\u306a\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"954\" height=\"530\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224355.png\" alt=\"\" class=\"wp-image-1048\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224355.png 954w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224355-300x167.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/02\/20230221224355-768x427.png 768w\" sizes=\"(max-width: 954px) 100vw, 954px\" \/><\/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=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>R \u3067\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u6b20\u6e2c\u5024\u3092\u4ee3\u5165\u3057\u3066\u3001Fine-Gray \u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u30b5\u30a4\u30c8\">\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n\n\n\n<p><a href=\"https:\/\/rdrr.io\/github\/RobinDenz1\/adjustedCurves\/man\/FGR_MI.html\">FGR_MI: Fine &amp; Gray Model with Multiple Imputation in RobinDenz1\/adjustedCurves: Confounder-Adjusted Survival Curves and Cumulative Incidence Functions<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/thestatsgeek.com\/2020\/11\/02\/imputation-of-covariates-for-fine-gray-cumulative-incidence-modelling-with-competing-risks\/\">Imputation of covariates for Fine &amp; Gray cumulative incidence modelling with competing risks \u2013 The Stats Geek<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u304a\u3059\u3059\u3081\u66f8\u7c4d\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p>EZR\u516c\u5f0f\u30de\u30cb\u30e5\u30a2\u30eb<\/p>\n\n\n\n<div class=\"hatena-asin-detail\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"hatena-asin-detail-image-link\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51ouXcnW2-L._SL500_.jpg\" class=\"hatena-asin-detail-image\" alt=\"EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c\" title=\"EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c\"><\/a>\n<div class=\"hatena-asin-detail-info\">\n<p class=\"hatena-asin-detail-title\"><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\">EZR\u3067\u3084\u3055\u3057\u304f\u5b66\u3076\u7d71\u8a08\u5b66 \u6539\u8a023\u7248 \u301cEBM\u306e\u5b9f\u8df5\u304b\u3089\u81e8\u5e8a\u7814\u7a76\u307e\u3067\u301c<\/a><\/p>\n<ul class=\"hatena-asin-detail-meta\">\n<li><span class=\"hatena-asin-detail-label\">\u4f5c\u8005:<\/span><a href=\"https:\/\/d.hatena.ne.jp\/keyword\/%BF%C0%C5%C4%20%C1%B1%BF%AD\" class=\"keyword\">\u795e\u7530 \u5584\u4f38<\/a><\/li>\n<li>\u4e2d\u5916\u533b\u5b66\u793e<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" class=\"asin-detail-buy\" target=\"_blank\" rel=\"noopener\">Amazon<\/a><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u591a\u91cd\u4ee3\u5165\u6cd5\u3067\u6b20\u6e2c\u5024\u3092\u88dc\u5b8c\u3057\u3001Fine-Gray \u56de\u5e30 \u3092\u5b9f\u65bd\u3059\u308b\u65b9\u6cd5<\/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":[4,5,20,52],"tags":[],"class_list":["post-129","post","type-post","status-publish","format-standard","hentry","category-ezr","category-r","category-20","category-52"],"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\/129","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=129"}],"version-history":[{"count":2,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/129\/revisions"}],"predecessor-version":[{"id":1050,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/129\/revisions\/1050"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}