{"id":11,"date":"2024-08-07T20:34:55","date_gmt":"2024-08-07T11:34:55","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/balance-assessment-plot-propensity-score-matching-in-ezr\/"},"modified":"2025-02-11T14:13:35","modified_gmt":"2025-02-11T05:13:35","slug":"balance-assessment-plot-propensity-score-matching-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/balance-assessment-plot-propensity-score-matching-in-ezr\/","title":{"rendered":"EZR \u3067\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30d7\u30ed\u30c3\u30c8\u3092\u66f8\u304f\u65b9\u6cd5"},"content":{"rendered":"\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u5f8c\u306b\u3001\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u3092\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30c3\u30c8\u3092 EZR \u3067\u4f5c\u6210\u3057\u305f\u3044\u3068\u8003\u3048\u305f\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b\u3059\u308b\u304b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30d7\u30ed\u30c3\u30c8\">\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30d7\u30ed\u30c3\u30c8<\/h2>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u3057\u305f\u5f8c\u306b\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u30d7\u30ed\u30c3\u30c8\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u81ea\u4f53\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\u3068\u5171\u5909\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\u304c\u3042\u308b<\/p>\n\n\n\n<p>\u5171\u5909\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092\u4f5c\u6210\u3057\u305f\u969b\u306b\u4f7f\u7528\u3057\u305f\u8aac\u660e\u5909\u6570\uff08\u30d0\u30e9\u30f3\u30b9\u3055\u305b\u305f\u3044\u7fa4\u5909\u6570\u306e\u5171\u5909\u91cf\u3068\u547c\u3076\uff09\u304c\u30d0\u30e9\u30f3\u30b9\u3057\u3066\u3044\u308b\u304b\u3092\u8a55\u4fa1\u3059\u308b\u30b0\u30e9\u30d5\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306b\u3064\u3044\u3066\u3001EZR \u3067\u306f\u3001\u3069\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u3044\u3051\u3070\u3088\u3044\u304b\u3001\u89e3\u8aac\u3059\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u50be\u5411\u30b9\u30b3\u30a2\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\">\u50be\u5411\u30b9\u30b3\u30a2\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5<\/h2>\n\n\n\n<p>EZR \u3067\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092\u4f5c\u6210\u3057\u305f\u3068\u304d\u306b\u81ea\u52d5\u3067\u51fa\u529b\u3055\u308c\u308b\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3059\u308b<\/p>\n\n\n\n<p>\u91cd\u306d\u3066\u8868\u793a\u3059\u308b\u65b9\u6cd5\u3068\u4e0a\u4e0b\u306b\u8868\u793a\u3059\u308b\u65b9\u6cd5\u306e 2 \u3064\u304c\u3042\u308b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u50be\u5411\u30b9\u30b3\u30a2\u3092\u4f5c\u6210\u3057\u305f\u3068\u304d\u306b\u51fa\u529b\u3055\u308c\u3066\u3044\u308b R \u30b9\u30af\u30ea\u30d7\u30c8\u306e\u4e2d\u306b propensity.plot \u3067\u59cb\u307e\u308b\u884c\u3092\u63a2\u3059\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\"># \u4f8b<\/span>\n<span class=\"synIdentifier\">propensity.plot(<\/span>group<span class=\"synStatement\">=<\/span>lalonde<span class=\"synSpecial\">$<\/span>treat<span class=\"synSpecial\">,<\/span> p.score<span class=\"synStatement\">=<\/span>lalonde<span class=\"synSpecial\">$<\/span>PropensityScore.GLM.1<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30de\u30c3\u30c1\u30f3\u30b0\u5f8c\u306b\u30de\u30c3\u30c1\u30f3\u30b0\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\uff08\u4f8b lalonde_MP \u306a\u3069 _MP \u304c\u3064\u304f\u306e\u304c\u6a19\u6e96\uff09\u306b\u7f6e\u304d\u63db\u3048\u3066\u518d\u5ea6\u5b9f\u884c\u3059\u308b\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\"># \u4f8b <\/span>\n<span class=\"synIdentifier\">propensity.plot(<\/span>group<span class=\"synStatement\">=<\/span>lalonde_MP<span class=\"synSpecial\">$<\/span>treat<span class=\"synSpecial\">,<\/span> p.score<span class=\"synStatement\">=<\/span>lalonde_MP<span class=\"synSpecial\">$<\/span>PropensityScore.GLM.1<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u50be\u5411\u30b9\u30b3\u30a2\u4f5c\u6210\u6642\u306e\u30b0\u30e9\u30d5\u304c\u30de\u30c3\u30c1\u30f3\u30b0\u524d\u306e\u30b0\u30e9\u30d5\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u5f8c\u306e\u30b0\u30e9\u30d5\u306f\u3001\u30de\u30c3\u30c1\u3057\u3066\u3044\u308b\u69d8\u5b50\u3092\u8868\u3059\u30b0\u30e9\u30d5\u306b\u306a\u308b<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"762\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/2024-08-25_170622-1024x762.png\" alt=\"\" class=\"wp-image-636\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/2024-08-25_170622-1024x762.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/2024-08-25_170622-300x223.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/2024-08-25_170622-768x572.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/2024-08-25_170622.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<ul class=\"wp-block-list\">\n<li>\u3053\u306e\u30b0\u30e9\u30d5\u306f\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u30b0\u30e9\u30d5\u3068\u8a00\u3044\u3001\u6bcd\u96c6\u56e3\u306e\u5f62\u3092\u63a8\u6e2c\u3057\u305f\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5\u4e0b\u3001\u53c2\u8003\u8a18\u4e8b<\/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\/kernel-density-estimates\/\">EZR \u306e\u6563\u5e03\u56f3\u884c\u5217\u3067\u8868\u793a\u3055\u308c\u308b\u66f2\u7dda\u30b0\u30e9\u30d5\u306e\u610f\u7fa9<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">EZR\u306e\u6563\u5e03\u56f3\u884c\u5217\u306b\u304a\u3044\u3066\u5404\u5909\u6570\u306e\u6587\u5b57\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u30b9\u30e0\u30fc\u30ba\u306a\u30b0\u30e9\u30d5\u306e\u89e3\u8aac\u3002 EZR \u306e\u6563\u5e03\u56f3\u884c\u5217\u3067\u8868\u793a\u3055\u308c\u308b\u66f2\u7dda\u30b0\u30e9\u30d5 \u4ee5\u4e0b\u306e\u8d64\u77e2\u5370\u3067\u793a\u3057\u305f\u66f2\u7dda\u30b0\u30e9\u30d5\u306e\u3053\u3068\u3092\u8a00\u3063&#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>\u3053\u308c\u3092\u6d41\u7528\u3057\u3066\u3001\u50be\u5411\u30b9\u30b3\u30a2\u306e\u5206\u5e03\u3092\u793a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u4e0b\u306b\u8868\u793a\u3057\u305f\u3044\u5834\u5408\u306f\u3001side=2 \u3092\u52a0\u7b46\u3059\u308b\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\"># \u4f8b <\/span>\n<span class=\"synIdentifier\">propensity.plot(<\/span>group<span class=\"synStatement\">=<\/span>lalonde<span class=\"synSpecial\">$<\/span>treat<span class=\"synSpecial\">,<\/span> p.score<span class=\"synStatement\">=<\/span>lalonde<span class=\"synSpecial\">$<\/span>PropensityScore.GLM.1<span class=\"synSpecial\">,<\/span> side<span class=\"synStatement\">=2)<\/span>\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"769\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105532-1024x769.png\" alt=\"\" class=\"wp-image-637\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105532-1024x769.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105532-300x225.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105532-768x577.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105532.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 class=\"has-text-align-center\"><\/p>\n\n\n\n<div id=\"biost-3296697956\" 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=\"\u5171\u5909\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\">\u5171\u5909\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5<\/h2>\n\n\n\n<p>\u5171\u5909\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u8a55\u4fa1\u30b0\u30e9\u30d5\u306f\u3001EZR \u3060\u3051\u3067\u306f\u66f8\u3051\u306a\u3044\u305f\u3081\u3001EZR \u306e\u51fa\u529b\u3092\u30a8\u30af\u30bb\u30eb\u306b\u30da\u30fc\u30b9\u30c8\u3057\u3066\u3001\u30a8\u30af\u30bb\u30eb\u3067\u30b0\u30e9\u30d5\u3092\u4f5c\u308b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u307e\u305a\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092\u4f5c\u6210\u3057\u305f\u306e\u3061\u306b\u3001\u6a19\u6e96\u5316\u5dee\u3092\u8a08\u7b97\u3059\u308b\uff1a\u30b0\u30e9\u30d5\u3068\u8868 \u2192 \u30b5\u30f3\u30d7\u30eb\u306e\u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u306e\u51fa\u529b \u2192 \u50be\u5411\u30b9\u30b3\u30a2\u4f5c\u6210\u7fa4\u5225\u306e\u3001\u5e74\u9f62\u3001\u6027\u5225\u3001BMI \u306e\u96c6\u8a08\u8868\u3092\u4f5c\u308b\uff08\u6a19\u6e96\u5316\u5dee\u3092\u8868\u793a\u3059\u308b\u3092 Yes \u306b\u3059\u308b\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"701\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105934-1024x701.png\" alt=\"\" class=\"wp-image-638\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105934-1024x701.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105934-300x206.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105934-768x526.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240204105934.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<ul class=\"wp-block-list\">\n<li>\u5b9f\u884c\u3059\u308b\u3068\u540c\u6642\u306b\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u30b3\u30d4\u30fc\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u307e\u307e\u30a8\u30af\u30bb\u30eb\u306e\u30b7\u30fc\u30c8\u306e\u8cbc\u308a\u4ed8\u3051\u308b\uff08\u30da\u30fc\u30b9\u30c8\u3059\u308b\uff09<\/li>\n\n\n\n<li>\u3053\u308c\u3092\u30de\u30c3\u30c1\u30f3\u30b0\u3057\u305f\u3042\u3068\u306b\u3082\u3046\u4e00\u5ea6\u884c\u3046\uff08\u8cbc\u308a\u4ed8\u3051\u305f\u5f8c Ctrl\uff0bA \u2192 Ctrl\uff0bT \u3067\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u306b\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u898b\u305f\u76ee\u304c\u30ab\u30e9\u30d5\u30eb\u306b\u306a\u3063\u3066\u3044\u308b\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"305\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807203001-1024x305.png\" alt=\"\" class=\"wp-image-639\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807203001-1024x305.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807203001-300x90.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807203001-768x229.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807203001.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<ul class=\"wp-block-list\">\n<li>\u30de\u30c3\u30c1\u30f3\u30b0\u524d\u3068\u5f8c\u306e SMD \u306e\u5217\u3092\u4e26\u3079\u3066\u3001\u6574\u7406\u3057\u3066\u3001\u30b0\u30e9\u30d5\u306b\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>SMD \u306e\u5217\u3092\u4e26\u3079\u305f\u3068\u3053\u308d<br><span itemtype=\"http:\/\/schema.org\/Photograph\" itemscope=\"\"><\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"394\" height=\"591\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807202900.png\" alt=\"\" class=\"wp-image-640\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807202900.png 394w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/20240807202900-200x300.png 200w\" sizes=\"(max-width: 394px) 100vw, 394px\" 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