{"id":480,"date":"2024-10-14T20:11:18","date_gmt":"2024-10-14T11:11:18","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=480"},"modified":"2024-10-14T20:11:19","modified_gmt":"2024-10-14T11:11:19","slug":"analysis_using_propensity_score","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/analysis_using_propensity_score\/","title":{"rendered":"\u50be\u5411\u30b9\u30b3\u30a2\u3092\u5229\u7528\u3057\u305f\u89e3\u6790"},"content":{"rendered":"\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u306f\u3001\u51e6\u65b9\u610f\u5411\u306e\u78ba\u7387\u3092\u3001\u80cc\u666f\u56e0\u5b50\u3067\u63a8\u6e2c\u3059\u308b\u3068\u3044\u3046\u67a0\u7d44\u307f\u3067\u8a08\u7b97\u3055\u308c\u308b\u6570\u5024\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u89b3\u5bdf\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u305f\u3001\u4eee\u8aac\u306b\u57fa\u3065\u3044\u305f\u6bd4\u8f03\u304c\u3067\u304d\u308b\u3053\u3068\u306b\u306a\u308b<\/p>\n\n\n\n<p>\u5b9f\u969b\u306e\u5229\u7528\u65b9\u6cd5\u3092\u7c21\u5358\u306b\u89e3\u8aac\u3059\u308b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u50be\u5411\u30b9\u30b3\u30a2\u3092\u5229\u7528\u3057\u305f\u89e3\u6790\u306e\u7dcf\u8ad6<\/h2>\n\n\n\n<p>\u81e8\u5e8a\u73fe\u5834\u306b\u304a\u3044\u3066\u3001\u85ac\u5264 A \u3092\u9078\u629e\u3059\u308b\u3068\u304d\u3068\u3001\u85ac\u5264 B \u3092\u9078\u629e\u3059\u308b\u3068\u304d\u3001\u305d\u308c\u305e\u308c\u306b\u3001\u7406\u7531\u304c\u3042\u308b<\/p>\n\n\n\n<p>\u305d\u306e\u7406\u7531\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u306a\u3057\u306b\u3001\u85ac\u5264 A \u3092\u53d7\u3051\u305f\u60a3\u8005\u3068\u3001\u85ac\u5264 B \u3092\u53d7\u3051\u305f\u60a3\u8005\u306e\u6cbb\u7642\u6210\u7e3e\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001\u9069\u5207\u306b\u6bd4\u8f03\u3067\u304d\u306a\u3044<\/p>\n\n\n\n<p>\u305d\u308c\u306f\u3001\u85ac\u5264 A \u3068 \u85ac\u5264 B \u306e\u9078\u629e\u306b\u7d10\u3065\u3044\u3066\u3044\u308b\u3001\u60a3\u8005\u80cc\u666f\u304c\u3042\u308a\u3001\u305d\u306e\u60a3\u8005\u80cc\u666f\u304c\u7570\u306a\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u7570\u306a\u3063\u305f\u60a3\u8005\u80cc\u666f\u306b\u3072\u3063\u3071\u3089\u308c\u305f\u81e8\u5e8a\u6210\u7e3e\u304c\u793a\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308b<\/p>\n\n\n\n<p>\u5404\u85ac\u5264\u306f\u3001\u60a3\u8005\u306e\u5e74\u9f62\u3084\u5168\u8eab\u72b6\u614b\u306b\u3088\u3063\u3066\u3001\u9078\u629e\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044<\/p>\n\n\n\n<p>\u60a3\u8005\u306e\u5e74\u9f62\u3084\u5168\u8eab\u72b6\u614b\u306f\u3001\u30a2\u30a6\u30c8\u30ab\u30e0\u306b\u3082\u5f71\u97ff\u3092\u4e0e\u3048\u308b<\/p>\n\n\n\n<p>\u85ac\u5264\u9078\u629e\u306b\u3082\u30a2\u30a6\u30c8\u30ab\u30e0\u306b\u3082\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u56e0\u5b50\u306f\u4ea4\u7d61\u56e0\u5b50\u3068\u547c\u3070\u308c\u3001\u305d\u306e\u4ea4\u7d61\u56e0\u5b50\u306e\u5f71\u97ff\u3092\u53d6\u308a\u9664\u304b\u306a\u3044\u3068\u9069\u5207\u306a\u6bd4\u8f03\u306f\u3067\u304d\u306a\u3044<\/p>\n\n\n\n<p>\u4ea4\u7d61\u56e0\u5b50\u306e\u5f71\u97ff\u306e\u9664\u304f\u4e00\u3064\u306e\u65b9\u6cd5\u3068\u3057\u3066\u3001\u50be\u5411\u30b9\u30b3\u30a2\u6cd5\u304c\u5b58\u5728\u3059\u308b<\/p>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u306f\u3001\u85ac\u5264 A \u304c\u51e6\u65b9\u3055\u308c\u305f\u60a3\u8005\u3068\u85ac\u5264 B \u304c\u51e6\u65b9\u3055\u308c\u305f\u60a3\u8005\u306e\u80cc\u666f\u56e0\u5b50\u304b\u3089\u8a08\u7b97\u3055\u308c\u3001\u80cc\u666f\u56e0\u5b50\u304b\u3089\u4e88\u6e2c\u3055\u308c\u308b\u85ac\u5264\u9078\u629e\u78ba\u7387\u3092\u793a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u3069\u3061\u3089\u306e\u85ac\u5264\u3092\u9078\u629e\u3059\u308b\u304b\u306e\u78ba\u7387\u3092\u7528\u3044\u3066\u3001\u85ac\u5264 A \u60a3\u8005\u3068\u85ac\u5264 B \u60a3\u8005\u306e\u80cc\u666f\u3092\u305d\u308d\u3048\u3066\u3044\u3053\u3046\u3068\u3044\u3046\u65b9\u6cd5\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3001\u51e6\u65b9\u610f\u5411\u306e\u78ba\u7387\u3067\u8a71\u3092\u3057\u3066\u3044\u308b\u304c\u3001\u51e6\u65b9\u306e\u3053\u3068\u3067\u306a\u304f\u3066\u3082\u5fdc\u7528\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u3001\u5404\u8ad6\u3067\u306f\u3001\u85ac\u5264 A \u3068 \u85ac\u5264 B \u3092 \u51e6\u65b9\u3042\u308a \u3068 \u51e6\u65b9\u306a\u3057 \u306b\u5909\u3048\u3066\u8a18\u8ff0\u3057\u3066\u3044\u308b\u304c\u30012 \u7fa4\u306e\u80cc\u666f\u3092\u305d\u308d\u3048\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u540c\u3058\u3053\u3068\u3067\u3042\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u50be\u5411\u30b9\u30b3\u30a2\u3092\u5229\u7528\u3057\u305f\u89e3\u6790\u306e\u5404\u8ad6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u50be\u5411\u30b9\u30b3\u30a2\u306e\u4f5c\u6210\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u4f5c\u6210\u3059\u308b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51e6\u65b9\u306e\u6709\u7121\u306e\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u3092\u76ee\u7684\u5909\u6570\u306b\u3057\u3066\u3001\u51e6\u65b9\u306e\u6709\u7121\u3068\u30a2\u30a6\u30c8\u30ab\u30e0\u306e\u95a2\u9023\u6027\u306b\u4ea4\u7d61\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u4ea4\u7d61\u56e0\u5b50\u3092\u8aac\u660e\u5909\u6570\u306b\u3057\u305f\u3001\u591a\u91cd\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u51e6\u65b9\u306e\u6709\u7121\u3092\u4e88\u6e2c\u3059\u308b\u78ba\u7387\u3092\u3001\u591a\u91cd\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u304b\u3089\u7b97\u51fa\u3059\u308b<\/li>\n\n\n\n<li>\u3053\u306e\u51e6\u65b9\u306e\u6709\u7121\u3092\u4e88\u6e2c\u3059\u308b\u78ba\u7387\u304c\u50be\u5411\u30b9\u30b3\u30a2\u3068\u306a\u308b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0<\/h3>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u30de\u30c3\u30c1\u30f3\u30b0\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u884c\u3046\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51e6\u65b9\u3042\u308a\u306e\u60a3\u8005\u306e\u50be\u5411\u30b9\u30b3\u30a2\u3068\u51e6\u65b9\u306a\u3057\u306e\u60a3\u8005\u306e\u50be\u5411\u30b9\u30b3\u30a2\u3092\u6bd4\u8f03\u3057\u3066\u3001\u8fd1\u3044\u50be\u5411\u30b9\u30b3\u30a2\u540c\u58eb\u306e\u60a3\u8005\u3092\u30da\u30a2\u3068\u3057\u3066\u62bd\u51fa\u3059\u308b<\/li>\n\n\n\n<li>\u50be\u5411\u30b9\u30b3\u30a2\u304c\u8fd1\u3044\u304b\u3069\u3046\u304b\u306e\u5b9a\u7fa9\u306f\u3001\u78ba\u7387\u3067\u3042\u308b\u50be\u5411\u30b9\u30b3\u30a2\u3082\u3057\u304f\u306f\u50be\u5411\u30b9\u30b3\u30a2\u304b\u3089\u8a08\u7b97\u3057\u305f\u30ed\u30b8\u30c3\u30c8\u306e\u6a19\u6e96\u504f\u5dee\u306e 0.2 \u500d\u307e\u3067\u3092\u8fd1\u3044\u3082\u306e\u3068\u3059\u308b\u306a\u3069\u304c\u3042\u308b<\/li>\n\n\n\n<li>\u30de\u30c3\u30c1\u30f3\u30b0\u3057\u305f\u75c7\u4f8b\u540c\u58eb\u3060\u3051\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u51e6\u65b9\u3042\u308a\u306a\u3057\u306e\u30a2\u30a6\u30c8\u30ab\u30e0\u6bd4\u8f03\u3092\u884c\u3046<\/li>\n<\/ul>\n\n\n\n<p>\u6ce8\uff1a\u30ed\u30b8\u30c3\u30c8\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3092 p \u3068\u3059\u308b\u3068\u3001$ \\log \\frac{p}{1 &#8211; p} $ \u3067\u8a08\u7b97\u3055\u308c\u308b\u6570\u5024\u3002\u78ba\u7387\u3092\u9023\u7d9a\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5\u306e\u4e00\u3064<\/p>\n\n\n\n<p>\u6ce8\uff1a\u6a19\u6e96\u504f\u5dee\u306e 0.2 \u500d\u307e\u3067\u306e\u9055\u3044\u3092\u8a31\u3059\u306a\u3069\u306e\u5e45\u306e\u3053\u3068\u3092\u30ad\u30e3\u30ea\u30d1\u30fc\u3068\u547c\u3076\u3002\u30ad\u30e3\u30ea\u30d1\u30fc\u3092\u7528\u3044\u305f\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u3001\u30ad\u30e3\u30ea\u30d1\u30fc\u30de\u30c3\u30c1\u30f3\u30b0\u3068\u8a00\u3046<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051 IPTW<\/h3>\n\n\n\n<p>\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u884c\u3046\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51e6\u65b9\u3042\u308a\u75c7\u4f8b\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3092\u8a08\u7b97\u3059\u308b<\/li>\n\n\n\n<li>\u51e6\u65b9\u306a\u3057\u75c7\u4f8b\u306f\u30011 &#8211; \u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3092\u8a08\u7b97\u3059\u308b<\/li>\n\n\n\n<li>\u51e6\u65b9\u3042\u308a\u3068\u51e6\u65b9\u306a\u3057\u306e\u5272\u5408\u3092\u304b\u3051\u3066\u3001\u5b89\u5b9a\u5316\u91cd\u307f\u3068\u3059\u308b\u3053\u3068\u3082\u591a\u3044<\/li>\n\n\n\n<li>\u3053\u306e\u91cd\u307f\u3092\u4f7f\u3063\u3066\u3001\u5404\u75c7\u4f8b\u306b\u91cd\u307f\u3092\u4ed8\u3051\u3066\u3001\u51e6\u65b9\u3042\u308a\u3068\u51e6\u65b9\u306a\u3057\u306e\u4ea4\u7d61\u56e0\u5b50\u306b\u3088\u308b\u504f\u308a\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u51e6\u65b9\u3042\u308a\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u304c 1 \u306b\u8fd1\u3044\u306e\u304c\u4e00\u822c\u7684\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u306a\u304b\u306b\u306f\u3001\u51e6\u65b9\u3042\u308a\u306a\u306e\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u50be\u5411\u30b9\u30b3\u30a2\u304c 0 \u306b\u8fd1\u3044\u75c7\u4f8b\u304c\u3044\u308b<\/p>\n\n\n\n<p>\u305d\u306e\u75c7\u4f8b\u306f\u307e\u308c\u3067\u3042\u308a\u3001\u51e6\u65b9\u3042\u308a\u7fa4\u306e\u306a\u304b\u3067\u91cd\u307f\u3092\u4ed8\u3051\u308b\u3068\u3001\u75c7\u4f8b\u306a\u3057\u3068\u30d0\u30e9\u30f3\u30b9\u304c\u3068\u308c\u308b<\/p>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u304c 0 \u306b\u8fd1\u3044\u3068\u3001\u305d\u306e\u9006\u6570\u306f\u3001\u5927\u304d\u304f\u306a\u308b\uff08\u4f8b\uff1a0.1 \u306f 0 \u306b\u8fd1\u304f\u3001\u305d\u306e \u9006\u6570\u306f 10 \u3068\u306a\u308a\u300110 \u4eba\u5206\u306e\u91cd\u3055\u306b\u306a\u308b\uff09<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u51e6\u65b9\u3042\u308a\u3068\u306a\u3057\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u304c\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u6ce8\uff1a\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3092\u3042\u3089\u308f\u3059 IPTW \u306f\u3001Inverse Probability of Treatment Weighting \u306e\u982d\u6587\u5b57\u8a9e\u3067\u3042\u308b<\/p>\n\n\n\n<div id=\"biost-363766076\" 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\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u3092\u7528\u3044\u305f\u89e3\u6790\u3092\u5b9a\u6027\u7684\u306b\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>\u50be\u5411\u3068\u306f\u51e6\u65b9\u50be\u5411\u304c\u5143\u306e\u610f\u5473\u3067\u3001\u50be\u5411\u30b9\u30b3\u30a2\u3068\u306f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3001\u4ea4\u7d61\u56e0\u5b50\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u305f\u51e6\u65b9\u4e88\u6e2c\u78ba\u7387\u3092\u6c42\u3081\u305f\u3082\u306e\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u50be\u5411\u30b9\u30b3\u30a2\u3067\u30de\u30c3\u30c1\u30f3\u30b0\u3059\u308b\u65b9\u6cd5\u3068\u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3067\u91cd\u307f\u4ed8\u3051\u3057\u3066\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u65b9\u6cd5\u306e 2 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