{"id":226,"date":"2022-11-05T13:08:39","date_gmt":"2022-11-05T04:08:39","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/iptw-log-rank-test-using-ezr-and-r\/"},"modified":"2024-12-15T18:02:12","modified_gmt":"2024-12-15T09:02:12","slug":"iptw-log-rank-test-using-ezr-and-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/iptw-log-rank-test-using-ezr-and-r\/","title":{"rendered":"EZR \u3068 R \u3067 IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092EZR\u3068R\u3092\u4f7f\u3063\u3066\u884c\u3046\u65b9\u6cd5\u3002<\/p>\n\n\n\n<!--more-->\n\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\u3001Inverse Probability of Treatment Weights \u306e\u982d\u6587\u5b57\u8a9e\u3002<\/p>\n\n\n\n<p>\u65e5\u672c\u8a9e\u3067\u306f\u3001\u9006\u78ba\u7387\u91cd\u307f\u3065\u3051\u3068\u8a00\u3046\u3002<\/p>\n\n\n\n<p>\u4ea4\u7d61\u56e0\u5b50\u8abf\u6574\u65b9\u6cd5\u306e\u4e00\u3064\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u4ed6\u306e\u8a18\u4e8b\u3082\u53c2\u7167\u306e\u3053\u3068\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\/2022\/09\/20240412115630-300x300.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-to-draw-iptw-km-curve\/\">R \u3068 EZR \u3067 IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u304f\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306e\u66f8\u304d\u65b9\u3002 R\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3068EZR\u3092\u4f7f\u3046\u3068\u66f8\u3051\u308b\u3002 IPTW\u3068\u306f\uff1f IPTW \u3068\u306f\u3001Inverse Probability of Treatment Weights \u306e\u982d\u6587\u5b57\u8a9e\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<h2 class=\"wp-block-heading\" id=\"IPTW-\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\">IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\u3001IPTW\u3067\u91cd\u307f\u3065\u3051\u3057\u3066\u3001\u4ea4\u7d61\u56e0\u5b50\u8abf\u6574\u3092\u884c\u3063\u305f\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u306e\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u306f\u3001\u751f\u5b58\u6642\u9593\u89e3\u6790\u306b\u304a\u3051\u308b\u7fa4\u9593\u6bd4\u8f03\u691c\u5b9a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3082\u53c2\u7167\u306e\u3053\u3068\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\/2019\/08\/20190803230635-300x300.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\/log-rank-test-in-r\/\">R \u3067\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\u3001\u751f\u5b58\u6642\u9593\u89e3\u6790\u3067\u3001\u4e8c\u7fa4\u4ee5\u4e0a\u306e\u30b0\u30eb\u30fc\u30d7\u304c\u3042\u308b\u5834\u5408\u306b\u3001\u30b0\u30eb\u30fc\u30d7\u9593\u3067\u7d71\u8a08\u5b66\u7684\u306b\u5dee\u304c\u3042\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u65b9\u6cd5\u3002 R \u3067\u306e\u65b9\u6cd5\u3092\u89e3\u8aac\u3002 R \u3067\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092&#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<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\/03\/20220321082911-300x300.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\/logrank-test-step-by-step-in-ezr\/\">R \u3068 EZR \u3092\u4f7f\u3063\u305f\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u8a08\u7b97\u306e\u308f\u304b\u308a\u3084\u3059\u3044\u89e3\u8aac<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u751f\u5b58\u6642\u9593\u89e3\u6790\u306b\u767b\u5834\u3059\u308b\u7fa4\u9593\u6bd4\u8f03\u691c\u5b9a\u306e\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3002 \u3044\u3063\u305f\u3044\u3069\u3093\u306a\u8a08\u7b97\u3092\u3057\u3066\u3044\u308b\u306e\u304b\uff1f \u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3002 \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\uff1f \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3068\u306f\u3001\u4ee5\u4e0b\u306e\u3088&#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<div id=\"biost-840852071\" 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-\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092\u884c\u3046\u65b9\u6cd5\">IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092\u884c\u3046\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"IPTW-\u3092EZR\u3067\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\">IPTW \u3092EZR\u3067\u8a08\u7b97\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>IPTW\u306f\u3001EZR\u3092\u4f7f\u3046\u3068\u7c21\u5358\u306b\u8a08\u7b97\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>IPTW\u306e\u8a08\u7b97\u306b\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u501f\u308a\u308b\u3002<\/p>\n\n\n\n<p>\u300c\u7d71\u8a08\u89e3\u6790\u300d\u2192\u300c\u540d\u7fa9\u5909\u6570\u306e\u89e3\u6790\u300d\u2192\u300c\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u300d\u3092\u9078\u629e\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u76ee\u7684\u5909\u6570\u306b\u7fa4\u5206\u3051\u5909\u6570\u3092\u6295\u5165\u3057\u3001\u8aac\u660e\u5909\u6570\u306b\u8003\u616e\u3057\u305f\u3044\u4ea4\u7d61\u56e0\u5b50\u3092\u6295\u5165\u3059\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"725\" height=\"800\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123648.png\" alt=\"\" class=\"wp-image-1111\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123648.png 725w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123648-272x300.png 272w\" 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\u91cd\u307f\u3065\u3051 (IPTW) \u306e\u5909\u6570\u3092\u4f5c\u6210\u3059\u308b\u3001\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u3001OK\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u65b0\u3057\u3044\u5909\u6570 weight.ATE.GLM.1 \u304c\u4f5c\u6210\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"465\" height=\"51\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123825.png\" alt=\"\" class=\"wp-image-1112\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123825.png 465w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105123825-300x33.png 300w\" sizes=\"(max-width: 465px) 100vw, 465px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6700\u5f8c\u5c3e\u306b\u4ed8\u3051\u8db3\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"847\" height=\"646\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105130555.png\" alt=\"\" class=\"wp-image-1113\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105130555.png 847w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105130555-300x229.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105130555-768x586.png 768w\" sizes=\"(max-width: 847px) 100vw, 847px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u308c\u304c\u3001IPTW\u306e\u91cd\u307f\u5909\u6570\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"IPTW-\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092R\u3067\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\">IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092R\u3067\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/h3>\n\n\n\n<p>IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u306f\u3001RISCA \u30d1\u30c3\u30b1\u30fc\u30b8\u306e ipw.log.rank() \u95a2\u6570\u3092\u4f7f\u3063\u3066\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<p>RISCA \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3082\u3088\u3044\u304c\u3001ipw.log.rank() \u95a2\u6570\u306e\u307f\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u306eR\u30b9\u30af\u30ea\u30d7\u30c8\u90e8\u5206\u3092\u30b3\u30d4\u30da\u3057\u3066\u4f7f\u3046\u3053\u3068\u3082\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/rdrr.io\/cran\/RISCA\/src\/R\/ipw.log.rank.R\">RISCA source: R\/ipw.log.rank.R<\/a><\/p>\n\n\n\n<p>ipw.log.rank() \u95a2\u6570\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u5909\u6570\u3092\u6295\u5165\u3057\u3066\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>times: \u89b3\u5bdf\u6642\u9593\u5909\u6570<\/li>\n\n\n\n<li>failures: \u30a4\u30d9\u30f3\u30c8\u5909\u6570<\/li>\n\n\n\n<li>variable: \u7fa4\u5225\u5909\u6570\uff08\uff12\u7fa4\u6bd4\u8f03\u306e\u307f\uff09<\/li>\n\n\n\n<li>weights: \u91cd\u307f<\/li>\n<\/ul>\n\n\n\n<p>\u4eca\u56de\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6295\u5165\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>with(ElderlyAML,\n     ipw.log.rank(\n       times = Days,\n       failures = Survival,\n       variable = Anthracyclines,\n       weights = weight.ATE.GLM.1\n     ))<\/code><\/pre>\n\n\n\n<p>\u6b20\u640d\u5024\u304c\u3042\u308b\u3068\u8a08\u7b97\u3055\u308c\u306a\u3044\u306e\u3067\u3001\u4e8b\u524d\u306b\u6b20\u640d\u5024\u304c\u3042\u308b\u30b1\u30fc\u30b9\u3092\u524a\u9664\u3057\u3066\u304a\u304f\u3002<\/p>\n\n\n\n<p>\u300c\u30a2\u30af\u30c6\u30a3\u30d6\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300d\u2192\u300c\u6b20\u640d\u5024\u306e\u64cd\u4f5c\u300d\u2192\u300c\u6b20\u640d\u5024\u3092\u3072\u3068\u3064\u3067\u3082\u542b\u3080\u884c\u3092\u524a\u9664\u3059\u308b\u300d\u3067\u3001\u524a\u9664\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>survfit() \u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u4e8b\u524d\u306b library(survival) \u3092\u5b9f\u884c\u3057\u3001survival \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u547c\u3073\u51fa\u3057\u3066\u304a\u304f\u3002<\/p>\n\n\n\n<p>\u8a08\u7b97\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u306b\u51fa\u529b\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"457\" height=\"420\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125504.png\" alt=\"\" class=\"wp-image-1114\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125504.png 457w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125504-300x276.png 300w\" sizes=\"(max-width: 457px) 100vw, 457px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>statistic \u304c\u6a19\u6e96\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046Z\u5024\u3067\u3001p.value \u304cp\u5024\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u6709\u610f\u6c34\u6e96\uff15\uff05\u3068\u3059\u308b\u3068\u3001\u7d71\u8a08\u5b66\u7684\u6709\u610f\u306b\u7570\u306a\u308b\u3068\u3044\u3046\u7d50\u679c\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>IPTW\u3067\u8abf\u6574\u3057\u306a\u3044\u3068\u4ee5\u4e0b\u306e\u7d50\u679c\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"663\" height=\"436\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125723.png\" alt=\"\" class=\"wp-image-1115\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125723.png 663w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/11\/20221105125723-300x197.png 300w\" sizes=\"(max-width: 663px) 100vw, 663px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u3061\u3089\u3067\u3042\u308b\u3068\u30ab\u30a4\u4e8c\u4e57\u5024\u304c7.6\u3067\u3001p\u50240.00592\u3068\u3044\u3046\u7d50\u679c\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p>IPTW \u3092\u8a08\u7b97\u3059\u308b\u969b\u306b\u8003\u616e\u3057\u305f\u4ea4\u7d61\u56e0\u5b50\u306e\u8abf\u6574\u304c\u5fc5\u9808\u3067\u3042\u308b\u5834\u5408\u306f\u3001IPTW\u306e\u7d50\u679c\u306e\u307b\u3046\u3092\u30e1\u30a4\u30f3\u306b\u3057\u3066\u3088\u3044\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p>\u52a0\u3048\u3066\u3001Cox\u6bd4\u4f8b\u30cf\u30b6\u30fc\u30c9\u30e2\u30c7\u30eb\u3067\u306e\u78ba\u8a8d\u3082\u884c\u3046\u3068\u3088\u308a\u9069\u5207\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092EZR\u3068R\u3092\u4f7f\u3063\u3066\u884c\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u4f55\u3089\u304b\u5f79\u306b\u7acb\u3066\u3070\u5e78\u3044\u3002<\/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\/cran\/RISCA\/src\/R\/ipw.log.rank.R\">RISCA source: R\/ipw.log.rank.R<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u304a\u3059\u3059\u3081\u53c2\u8003\u66f8\u7c4d\">\u304a\u3059\u3059\u3081\u53c2\u8003\u66f8\u7c4d<\/h2>\n\n\n\n<p><a href=\"https:\/\/amzn.to\/4gDma5J\" data-type=\"link\" data-id=\"https:\/\/amzn.to\/4gDma5J\">EZR\u516c\u5f0f\u30de\u30cb\u30e5\u30a2\u30eb<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>IPTW \u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092EZR\u3068R\u3092\u4f7f\u3063\u3066\u884c\u3046\u65b9\u6cd5\u3002<\/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":[4,7,5,60],"tags":[],"class_list":["post-226","post","type-post","status-publish","format-standard","hentry","category-ezr","category-iptw-","category-r","category-60"],"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\/226","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=226"}],"version-history":[{"count":2,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/226\/revisions"}],"predecessor-version":[{"id":3340,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/226\/revisions\/3340"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}