{"id":302,"date":"2022-05-29T10:08:06","date_gmt":"2022-05-29T01:08:06","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/competing-risk-fine-gray-regression-iptw\/"},"modified":"2024-09-01T20:08:40","modified_gmt":"2024-09-01T11:08:40","slug":"competing-risk-fine-gray-regression-iptw","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/competing-risk-fine-gray-regression-iptw\/","title":{"rendered":"EZR \u3067 IPTW Fine-Gray \u56de\u5e30\u3092\u5b9f\u65bd\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>IPTW Fine-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=\"Fine-Gray-\u56de\u5e30\u3068\u306f\">Fine-Gray \u56de\u5e30\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>Fine-Gray \u56de\u5e30\u3068\u306f\u3001\u7af6\u5408\u30ea\u30b9\u30af\u304c\u3042\u308b\u5834\u5408\u306e\u591a\u5909\u91cf\u8abf\u6574\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4e00\u3064\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u4ee5\u4e0b\u3092\u3069\u3046\u305e\u3002<\/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\/2024\/08\/1920x1080-video-Excel-300x169.jpg\" 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\/competing-risk-regression-in-r\/\">R \u3067\u7af6\u5408\u30ea\u30b9\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u7af6\u5408\u30ea\u30b9\u30af\u56de\u5e30\u3068\u306f\u3001\u5171\u5909\u91cf\u8abf\u6574\u3092\u3057\u305f\u7af6\u5408\u30ea\u30b9\u30af\u5206\u6790\u306e\u65b9\u6cd5\u3002 \u7af6\u5408\u30ea\u30b9\u30af\u56de\u5e30\u306e\u524d\u306b\u7af6\u5408\u30ea\u30b9\u30af\u3068\u306f\uff1f \u7af6\u5408\u30ea\u30b9\u30af\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u3092\u53c2\u7167\u3002 \u7af6\u5408\u30ea\u30b9\u30af\u56de\u5e30\u306e\u7a2e\u985e \u7af6\u5408&#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<h2 class=\"wp-block-heading\" id=\"IPTW-\u3068\u306f\">IPTW \u3068\u306f\uff1f<\/h2>\n\n\n\n<p>IPTW \u3068\u306f\u3001\u9006\u78ba\u7387\u91cd\u307f\u3065\u3051\u3068\u3044\u3046\u610f\u5473\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3068\u306f\u3001\u9006\u78ba\u7387\u3068\u3044\u3046\u91cd\u307f\u3092\u4ed8\u3051\u3066\u56de\u5e30\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u3092\u8a00\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u91cd\u307f\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u30011\u4f8b\u306e\u4eba\u6570\u304c\u3001\u91cd\u307f\u306e\u5206\u3060\u3051\u304b\u3055\u307e\u3057\u3055\u308c\u305f\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u9006\u78ba\u7387\u3068\u3044\u3046\u306e\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u3061\u3089\u3082\u3069\u3046\u305e\u3002<\/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\/2024\/08\/1920x1080-video-Excel-300x169.jpg\" 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\/inverse-probability-of-treatment-weighting-linear-regression-in-ezr\/\">\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051 IPTW \u306e\u8aac\u660e\u3068 EZR \u3067\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3068\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3092\u7528\u3044\u3066\u3001\u4eba\u6570\u304c\u3042\u307e\u308a\u591a\u304f\u306a\u3044\u5c64\u3092\u539a\u304f\u3059\u308b\u65b9\u6cd5\u3067\u3001\u51e6\u65b9\u306e\u6709\u7121\u306e\u80cc\u666f\u3092\u305d\u308d\u3048\u308b\u65b9\u6cd5\u3067\u3042\u308b\u3002 \u91cd\u56de\u5e30\u3067\u7528\u3044\u308b\u65b9\u6cd5\u3002 \u9006\u78ba\u7387\u91cd\u307f&#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>\u50be\u5411\u30b9\u30b3\u30a2\u306f\u3001\u6cbb\u7642\u85ac\u306a\u3069\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u5909\u6570\u306e\u767a\u73fe\u78ba\u7387\u3092\u591a\u5909\u91cf\u3067\u63a8\u5b9a\u3057\u305f\u3082\u306e\u3002<\/p>\n\n\n\n<p>IPTW \u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092 $ p $ \u3068\u3057\u3066\u3001\u3042\u308b\u6cbb\u7642\u85ac\u3067\u6cbb\u7642\u3092\u53d7\u3051\u305f\u4eba\u306f $ 1\/p $ \u3001\u6cbb\u7642\u3092\u53d7\u3051\u306a\u304b\u3063\u305f\u4eba\u306f $ 1\/(1-p) $ \u3068\u3059\u308b\u91cd\u307f\u3092\u4ed8\u3051\u308b\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306f\u6cbb\u7642\u3092\u53d7\u3051\u305f\u306e\u306b\u3001\u50be\u5411\u30b9\u30b3\u30a2 $ p $ \u306f\u5c0f\u3055\u304f\u3001\u3042\u305f\u304b\u3082\u6cbb\u7642\u3092\u53d7\u3051\u306a\u304b\u3063\u305f\u4eba\u306e\u3088\u3046\u306a\u50be\u5411\u30b9\u30b3\u30a2\u3092\u6301\u3063\u3066\u3044\u308b\u4eba\u306f\u3001\u57fa\u672c\u7684\u306b\u306f\u5c11\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u9006\u6570\u3001\u3064\u307e\u308a\u5927\u304d\u3044\u91cd\u307f\u3092\u4e0e\u3048\u3066\u3001\u4eba\u6570\u3092\u591a\u304f\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u9006\u306b\u3001\u6cbb\u7642\u3092\u53d7\u3051\u3066\u3044\u306a\u3044\u306e\u306b\u3001\u50be\u5411\u30b9\u30b3\u30a2 $ p $ \u304c\u5927\u304d\u304f\u3001\u3042\u305f\u304b\u3082\u6cbb\u7642\u3092\u53d7\u3051\u305f\u4eba\u306e\u3088\u3046\u306a\u50be\u5411\u50be\u5411\u30b9\u30b3\u30a2\u3092\u6301\u3063\u3066\u3044\u308b\u4eba\u3082\u5c11\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u5834\u5408\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092\uff11\u304b\u3089\u5f15\u3044\u3066\u3001\u305d\u306e\u9006\u6570\u306e\u91cd\u307f\u3092\u4ed8\u3051\u3066\u3001\u4eba\u6570\u3092\u304b\u3055\u307e\u3057\u3059\u308b\u3002<\/p>\n\n\n\n<p>EZR\u3067\u306f\u3001\u3055\u3089\u306b\u6cbb\u7642\u3092\u53d7\u3051\u305f\u4eba\u3001\u53d7\u3051\u306a\u304b\u3063\u305f\u4eba\u306e\u5272\u5408\u3092\u305d\u308c\u305e\u308c\u306b\u304b\u3051\u305f\u3001\u5b89\u5b9a\u5316\u3092\u884c\u3063\u305f\u91cd\u307f\u3092\u8a08\u7b97\u3057\u3066\u304f\u308c\u308b\u3002<\/p>\n\n\n\n<div id=\"biost-1442271223\" 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=\"IPTW-Fine-Gray\u56de\u5e30-\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u30c7\u30fc\u30bf\u306e\u6e96\u5099\">IPTW Fine-Gray\u56de\u5e30 \u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h2>\n\n\n\n<p>EZR\u3067\u3001R\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u3063\u3066\u3001\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3092\u4f7f\u3063\u305fFine-Gray\u56de\u5e30\u304c\u5b9f\u65bd\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001timereg\u30d1\u30c3\u30b1\u30fc\u30b8\u306e comp.risk() \u95a2\u6570\u3092\u4f7f\u3046\u3068\u5b9f\u884c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<p><strong>\uff11\uff0etimereg\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/p>\n\n\n\n<p>EZR\u306eR\u30b9\u30af\u30ea\u30d7\u30c8\u753b\u9762\u306b install.packages(&#8220;timereg&#8221;) \u3068\u5165\u529b\u3057\u5b9f\u884c\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u51fa\u3066\u304d\u305f\u7a93\u5185\u306eJapan\u3092\u9078\u629e\u3057\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3002<\/p>\n\n\n\n<p><strong>\uff12\uff0etimereg\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u547c\u3073\u51fa\u3057<\/strong><\/p>\n\n\n\n<p>EZR\u306eR\u30b9\u30af\u30ea\u30d7\u30c8\u753b\u9762\u306b library(timereg) \u3068\u5165\u529b\u3057\u3001\u5b9f\u884c\u3002<\/p>\n\n\n\n<p><strong>\uff13\uff0e\u89e3\u6790\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u611f\u3058\u306bR\u30b9\u30af\u30ea\u30d7\u30c8\u7a93\u306b\u66f8\u3044\u3066\u5b9f\u884c<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>fg5 <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">comp.risk<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">Event<\/span><span class=\"synSpecial\">(<\/span>DaysDFS<span class=\"synSpecial\">,<\/span> CompRisk<span class=\"synSpecial\">)<\/span><span class=\"synStatement\">~<\/span><span class=\"synIdentifier\">const<\/span><span class=\"synSpecial\">(<\/span>Group1<span class=\"synSpecial\">),<\/span>\ndata<span class=\"synStatement\">=<\/span>Data3<span class=\"synSpecial\">,<\/span> cause<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">,<\/span> weights<span class=\"synStatement\">=<\/span>Data3<span class=\"synSpecial\">$<\/span>weight.ATE.GLM.4<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span>fg5<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u4f8b\u306e\u5834\u5408\u306f\u3001\u89b3\u5bdf\u6642\u9593\u5909\u6570\u304cDaysDFS\u3001\u7af6\u5408\u30a4\u30d9\u30f3\u30c8\u5909\u6570\u304cCompRisk\u3001\u6bd4\u8f03\u3057\u305f\u3044\u7fa4\u304cGroup1\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\u304cData3\u3001\u7af6\u5408\u30a4\u30d9\u30f3\u30c8\u306e\u3046\u3061\u4eca\u8a08\u7b97\u3057\u305f\u3044\u30a4\u30d9\u30f3\u30c8\u304c\uff11( cause=1)\u3001\u91cd\u307f\u304cData3\u306e\u4e2d\u306eweight.ATE.GLM.4\u3068\u3044\u3046\u8a2d\u5b9a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u8abf\u6574\u3057\u305f\u3044\u5909\u6570\u304c\u4ed6\u306b\u3082\u3042\u308b\u5834\u5408\u306f +const() \u3092\u5897\u3084\u3057\u3066\u3044\u304f\u3002<\/p>\n\n\n\n<p>~const(Group1)+const(Covariate1)+const(Covariate2) \u306a\u3069\u3068\u3044\u3046\u5177\u5408\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u306e\u91cd\u307f weight.ATE.GLM.4\uff08\u6700\u5f8c\u306e\u756a\u53f7\u306f\u5b9f\u884c\u3057\u305f\u72b6\u6cc1\u3067\u7570\u306a\u308b\u306e\u3067\u3001\u3042\u306a\u305f\u306e\u5b9f\u884c\u74b0\u5883\u3067\u306f\u7570\u306a\u308b\u3068\u601d\u3046\uff09 \u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u7528\u3044\u3066\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u3066\u304a\u304f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"725\" height=\"756\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220529100540.png\" alt=\"\" class=\"wp-image-1133\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220529100540.png 725w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220529100540-288x300.png 288w\" sizes=\"(max-width: 725px) 100vw, 725px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u9006\u78ba\u7387\u306e\u91cd\u307f\u3092\u8a08\u7b97\u3057\u305f\u3042\u3068\u3001\uff12\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p>\uff11\u3064\u3081\u306f\u3001\u4e00\u3064\u3067\u3082\u6b20\u640d\u5024\u304c\u3042\u308b\u30b1\u30fc\u30b9\u3092\u524a\u9664\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p>\uff12\u3064\u3081\u306f\u3001\u30a4\u30d9\u30f3\u30c8\u307e\u3067\u306e\u6642\u9593\u304c\uff10\u306e\u30b1\u30fc\u30b9\u3092\u524a\u9664\u3059\u308b\u5fc5\u8981\u304c\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u304cR\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\">#NA\u304c\u3042\u308b\u884c\u3092\u524a\u9664\u3059\u308b<\/span>\nALL_RIC <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">na.omit<\/span><span class=\"synSpecial\">(<\/span>ALL_RIC<span class=\"synSpecial\">)<\/span>\n<span class=\"synComment\">#####\u6307\u5b9a\u3057\u305f\u6761\u4ef6\u3092\u6e80\u305f\u3059\u884c\u3060\u3051\u3092\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b#####<\/span>\nALL_RIC <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">subset<\/span><span class=\"synSpecial\">(<\/span>ALL_RIC<span class=\"synSpecial\">,<\/span> subset<span class=\"synStatement\">=<\/span>DaysPFS<span class=\"synStatement\">&gt;<\/span><span class=\"synConstant\">0<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"IPTW-Fine-Gray-\u56de\u5e30\u306e\u89e3\u6790\u7d50\u679c\">IPTW Fine-Gray \u56de\u5e30\u306e\u89e3\u6790\u7d50\u679c<\/h2>\n\n\n\n<p>\u3042\u3068\u306f\u524d\u8ff0\uff08\u53ca\u3073\u4e0b\u8a18\u518d\u63b2\uff09\u306e\u3088\u3046\u306b R \u30b9\u30af\u30ea\u30d7\u30c8\u306b\u66f8\u3044\u3066\u5b9f\u884c\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>fg5 <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">comp.risk<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">Event<\/span><span class=\"synSpecial\">(<\/span>DaysDFS<span class=\"synSpecial\">,<\/span> CompRisk<span class=\"synSpecial\">)<\/span><span class=\"synStatement\">~<\/span><span class=\"synIdentifier\">const<\/span><span class=\"synSpecial\">(<\/span>Group1<span class=\"synSpecial\">),<\/span>\ndata<span class=\"synStatement\">=<\/span>Data3<span class=\"synSpecial\">,<\/span> cause<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">,<\/span> weights<span class=\"synStatement\">=<\/span>Data3<span class=\"synSpecial\">$<\/span>weight.ATE.GLM.4<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span>fg5<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>\u89e3\u6790\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"186\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821144733-1024x186.png\" alt=\"\" class=\"wp-image-1134\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821144733-1024x186.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821144733-300x55.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821144733-768x140.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821144733.png 1200w\" 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>\u5bfe\u6570\u8868\u793a\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u771f\u6570\u8868\u793a\u306b\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u7d50\u679c\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u5185\u306egamma\u304c\u5bfe\u6570\u30cf\u30b6\u30fc\u30c9\u6bd4\uff08\u4fc2\u6570\uff09\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"289\" height=\"85\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152451.png\" alt=\"\" class=\"wp-image-1135\" title=\"\"\/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u540c\u69d8\u306bvar.gamma\u304c\u4fc2\u6570\u306e\u5206\u6563\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"313\" height=\"95\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152824.png\" alt=\"\" class=\"wp-image-1136\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152824.png 313w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152824-300x91.png 300w\" sizes=\"(max-width: 313px) 100vw, 313px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u8aac\u660e\u5909\u6570\u304c\u8907\u6570\u3042\u308b\u5834\u5408\u306f\u3001\u5206\u6563\u5171\u5206\u6563\u884c\u5217\u304c\u8868\u793a\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u72ec\u7acb\u5909\u6570\u4e00\u3064\u4e00\u3064\u306e\u5206\u6563\u306f\u3001diag()\u3067\u53d6\u308a\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u5168\u7136\u9055\u3046\u4f8b\u3060\u304c\u3001\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u3066\u5206\u6563\u3092\u53d6\u308a\u51fa\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"738\" height=\"242\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152735.png\" alt=\"\" class=\"wp-image-1137\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152735.png 738w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152735-300x98.png 300w\" sizes=\"(max-width: 738px) 100vw, 738px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u8a71\u3092\u623b\u3057\u3066\u3001\u5206\u6563\u306e\u5e73\u65b9\u6839\u304c\u6a19\u6e96\u8aa4\u5dee\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"298\" height=\"92\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821152930.png\" alt=\"\" class=\"wp-image-1138\" title=\"\"\/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u6a19\u6e96\u8aa4\u5dee\u306b1.96\uff08\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306e\u4e0a\u50742.5\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\uff09\u3092\u304b\u3051\u3066\u3001\u4fc2\u6570\u304b\u3089\u5f15\u304f\u306895%\u4fe1\u983c\u533a\u9593\u4e0b\u9650\u5024\u3001\u8db3\u3059\u306895%\u4fe1\u983c\u533a\u9593\u4e0a\u9650\u5024\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"483\" height=\"75\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153200.png\" alt=\"\" class=\"wp-image-1139\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153200.png 483w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153200-300x47.png 300w\" sizes=\"(max-width: 483px) 100vw, 483px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u4fc2\u6570\u3068\u4fe1\u983c\u533a\u9593\u9650\u754c\u5024\u3092\u3068\u3082\u306b\u81ea\u7136\u5bfe\u6570\u306e\u80a9\u306b\u4e57\u305b\u3066\u6307\u6570\u5909\u63db\u3059\u308b\u3068\u3001\u771f\u6570\u306e\u30cf\u30b6\u30fc\u30c9\u6bd4\u306895\uff05\u4fe1\u983c\u533a\u9593\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"366\" height=\"164\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153343.png\" alt=\"\" class=\"wp-image-1140\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153343.png 366w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153343-300x134.png 300w\" sizes=\"(max-width: 366px) 100vw, 366px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>unlist(list()) \u3092\u4f7f\u3046\u3068\u3001\u6bd4\u8f03\u7684\u304d\u308c\u3044\u306b\u8868\u793a\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"860\" height=\"86\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153426.png\" alt=\"\" class=\"wp-image-1141\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153426.png 860w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153426-300x30.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/05\/20220821153426-768x77.png 768w\" sizes=\"(max-width: 860px) 100vw, 860px\" \/><\/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>IPTW Fine-Gray\u56de\u5e30\u3092\u5b9f\u884c\u3057\u305f\u3044\u5834\u5408\u3001EZR\u3067\u306f\u3001timereg\u30d1\u30c3\u30b1\u30fc\u30b8\u306ecomp.risk()\u95a2\u6570\u3092\u4f7f\u3046\u3068\u5b9f\u884c\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"EZR\u516c\u5f0f\u30de\u30cb\u30e5\u30a2\u30eb\">EZR\u516c\u5f0f\u30de\u30cb\u30e5\u30a2\u30eb<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><a class=\"hatena-asin-detail-image-link\" href=\"https:\/\/www.amazon.co.jp\/dp\/449810918X?tag=ttyotani-22&amp;linkCode=ogi&amp;th=1&amp;psc=1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51ouXcnW2-L._SL500_.jpg\" 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><\/figure>\n\n\n\n<div class=\"hatena-asin-detail\"><\/div>\n\n\n\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","protected":false},"excerpt":{"rendered":"<p>IPTW Fine-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":[4,7,5,52],"tags":[],"class_list":["post-302","post","type-post","status-publish","format-standard","hentry","category-ezr","category-iptw-","category-r","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\/302","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=302"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/302\/revisions"}],"predecessor-version":[{"id":1142,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/302\/revisions\/1142"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=302"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=302"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}