{"id":78,"date":"2023-09-06T20:23:22","date_gmt":"2023-09-06T11:23:22","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/logistic-regression-analysis-with-iptw-in-ezr\/"},"modified":"2024-08-29T20:18:58","modified_gmt":"2024-08-29T11:18:58","slug":"logistic-regression-analysis-with-iptw-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/logistic-regression-analysis-with-iptw-in-ezr\/","title":{"rendered":"EZR \u3067 IPTW \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n<p>IPTW \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092 EZR \u3067\u884c\u3046\u65b9\u6cd5<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"IPTW-\u3068\u306f\">IPTW \u3068\u306f<\/h2>\n\n\n\n<p>IPTW \u3068\u306f\u3001\u65e5\u672c\u8a9e\u3067\u306f\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3068\u547c\u3070\u308c\u308b\u65b9\u6cd5\u3067\u3001\u7fa4\u9593\u306e\u4ea4\u7d61\u56e0\u5b50\u3092\u8abf\u6574\u3059\u308b\u65b9\u6cd5\u306e\u4e00\u3064<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u3001\u3053\u3061\u3089\u3092\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\/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<p>\u307e\u305f\u3001\u4ed6\u306e\u89e3\u6790\u65b9\u6cd5\u3001\u4f8b\u3048\u3070\u3001IPTW Cox \u56de\u5e30\u306f\u3001\u4ee5\u4e0b\u3092\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\/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\/iptw-cox-regression-in-r\/\">R \u3067 IPTW Cox \u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">IPTW \u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051 Cox \u56de\u5e30\u3092 R \u3067\u884c\u3046\u65b9\u6cd5 IPTW Cox \u56de\u5e30\u306e\u524d\u63d0 IPTW \u306b\u95a2\u3057\u3066\u306f\u3001\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u53c2\u7167 IPTW \u306f\u3059\u3067\u306b\u4f5c\u6210\u6e08\u307f\u3068\u3044\u3046\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u308b IPTW \u306f\u3001EZR &#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=\"EZR-\u3067-IPTW-\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\">EZR \u3067 IPTW \u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p>IPTW \u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30e1\u30cb\u30e5\u30fc\u3092\u501f\u308a\u308b<\/p>\n\n\n\n<p>\u7740\u76ee\u3057\u3066\u3044\u308b\u4e8c\u5024\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306e\u8981\u56e0\uff08\u4ee5\u4e0b\u306e\u4f8b\u3067\u306f Anthracyclines\uff09\u3092\u76ee\u7684\u5909\u6570\u306b\u3057\u3066\u3001\u305d\u306e\u4ed6\u306e\u4ea4\u7d61\u56e0\u5b50\u3092\u8aac\u660e\u5909\u6570\u306b\u3057\u3066\u3001\u300c\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u306e\u5909\u6570\u3092\u4f5c\u6210\u3059\u308b\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u8a08\u7b97\u3059\u308b<\/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\/2023\/09\/20221218171309.png\" alt=\"\" class=\"wp-image-910\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171309.png 725w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171309-272x300.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>\u3067\u304d\u3042\u304c\u3063\u305f\u91cd\u307f\u306f\u3001weight.ATE.GLM.X \u3068\u3044\u3046\u540d\u524d\u306b\u306a\u308b<\/p>\n\n\n\n<p>\u6700\u5f8c\u306e X \u306f\u3001\u4eca\u56de\u306e EZR \u306e\u8d77\u52d5\u3067\u4f55\u500b\u76ee\u306e\u30e2\u30c7\u30eb\u304b\u3067\u6c7a\u307e\u308b\u6570\u5024<\/p>\n\n\n\n<p>2 \u306e\u5834\u5408\u306f\u3001\u4e8c\u500b\u76ee\u3068\u3044\u3046\u610f\u5473<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"607\" height=\"625\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171418.png\" alt=\"\" class=\"wp-image-911\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171418.png 607w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171418-291x300.png 291w\" sizes=\"(max-width: 607px) 100vw, 607px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001PropensityScore.GLM.2 \u3068\u3044\u3046\u306e\u306f\u3001IPTW \u3092\u4f5c\u6210\u3059\u308b\u3082\u3068\u3068\u306a\u308b\u30d7\u30ed\u30da\u30f3\u30b7\u30c6\u30a3\u30b9\u30b3\u30a2\u3067\u3042\u308b<\/p>\n\n\n\n<p>IPTW \u8abf\u6574\u3057\u305f\u3001\u7fa4\u9593\u306e\u6a19\u6e96\u5316\u5dee\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u3066\u304f\u308c\u308b<\/p>\n\n\n\n<p>0.1 \u672a\u6e80\u3067\u3042\u308b\u3068\u8abf\u6574\u304c\u3046\u307e\u304f\u3044\u3063\u3066\u3044\u308b\u3068\u5224\u65ad\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"712\" height=\"241\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171339.png\" alt=\"\" class=\"wp-image-912\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171339.png 712w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171339-300x102.png 300w\" sizes=\"(max-width: 712px) 100vw, 712px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u4f8b\u3060\u3068\u5fc5\u305a\u3057\u3082 0.1 \u672a\u6e80\u306b\u306f\u306a\u3063\u3066\u304a\u3089\u305a\u3001\u4ea4\u7d61\u56e0\u5b50\u3068\u3057\u3066\u9069\u5207\u304b\u8a66\u884c\u932f\u8aa4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044<\/p>\n\n\n\n<div id=\"biost-3229984489\" 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\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\">IPTW \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/h2>\n\n\n\n<p>\u4eca\u5ea6\u306f\u3001\u518d\u5ea6\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u30e1\u30cb\u30e5\u30fc\u3067\u3001\u30a2\u30a6\u30c8\u30ab\u30e0\u306e\u4e8c\u5024\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3092\u76ee\u7684\u5909\u6570\u306b\u30bb\u30c3\u30c8\u3057\u3066\u3001\u7740\u76ee\u3059\u308b\u8981\u56e0\u3068 IPTW \u3092\u6307\u5b9a\u3059\u308b<\/p>\n\n\n\n<p>weights= \u306e\u3042\u3068\u306b\u3001IPTW \u306e\u5909\u6570\u3092\u66f8\u304d\u5165\u308c\u308b<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u3001weight.ATE.GLM.2 \u3067\u3042\u308b<\/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\/2023\/09\/20221218171844.png\" alt=\"\" class=\"wp-image-913\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171844.png 725w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171844-272x300.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>\u8a08\u7b97\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"366\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171752-1024x366.png\" alt=\"\" class=\"wp-image-914\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171752-1024x366.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171752-300x107.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171752-768x274.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20221218171752.png 1114w\" 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<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>IPTW \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092 EZR \u3067\u884c\u3046\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>IPTW \u4f5c\u6210\u3082\u3001\u305d\u306e\u5f8c\u306e\u8a08\u7b97\u3082 EZR \u3092\u4f7f\u3046\u3068\u7c21\u5358\u306b\u3067\u304d\u308b<\/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\u66f8\u7c4d\">\u53c2\u8003\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>IPTW \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092 EZR 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