{"id":4606,"date":"2026-06-07T15:34:07","date_gmt":"2026-06-07T06:34:07","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4606"},"modified":"2026-06-07T15:34:09","modified_gmt":"2026-06-07T06:34:09","slug":"a-comprehensive-guide-to-multivariate-multi-group-comparisons-endpoint-specific-approaches-and-r-packages","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/a-comprehensive-guide-to-multivariate-multi-group-comparisons-endpoint-specific-approaches-and-r-packages\/","title":{"rendered":"\u591a\u5909\u91cf\u591a\u7fa4\u591a\u91cd\u6bd4\u8f03\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\uff1a\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068R\u30d1\u30c3\u30b1\u30fc\u30b8"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u3084\u81e8\u5e8a\u8a66\u9a13\u306b\u304a\u3044\u3066\u3001\u300c\u8907\u6570\u306e\u30b0\u30eb\u30fc\u30d7\uff08\u591a\u7fa4\uff09\u300d\u3092\u6bd4\u8f03\u3057\u3001\u3055\u3089\u306b\u300c\u8907\u6570\u306e\u7d50\u679c\uff08\u591a\u5909\u91cf\u30fb\u30de\u30eb\u30c1\u30d7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff09\u300d\u3092\u540c\u6642\u306b\u8a55\u4fa1\u3057\u305f\u3044\u30b1\u30fc\u30b9\u306f\u591a\u3005\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u500b\u5225\u306b\u691c\u5b9a\u3092\u7e70\u308a\u8fd4\u3059\u3068\u7b2c1\u7a2e\u904e\u8aa4\uff08$\\alpha$ \u30a8\u30e9\u30fc\uff09\u304c\u81a8\u308c\u4e0a\u304c\u308b\u305f\u3081\u3001\u591a\u91cd\u6bd4\u8f03\u306e\u5236\u5fa1\u306f\u5fc5\u9808\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3053\u3053\u3067\u3001\u53e4\u5178\u7684\u306a\u300c\u307e\u305aOmnibus\u691c\u5b9a\uff08MANOVA\u3084ANOVA\uff09\u3092\u884c\u3044\u3001\u305d\u308c\u304c\u6709\u610f\u3067\u3042\u3063\u305f\u5834\u5408\u306e\u307f\u4e8b\u5f8c\u691c\u5b9a\u306b\u9032\u3080\u300d\u3068\u3044\u3046\u624b\u7d9a\u304d\u306b\u56fa\u57f7\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002\u6700\u521d\u304b\u3089\u7279\u5b9a\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u3084\u5909\u6570\u9593\u306e\u6bd4\u8f03\u304c\u95a2\u5fc3\u4e8b\u3067\u3042\u308b\u306a\u3089\u3070\u3001Omnibus\u691c\u5b9a\u306e\u7d50\u679c\u306b\u95a2\u308f\u3089\u305a\u3001\u76f4\u63a5\u76ee\u7684\u306e\u591a\u91cd\u6bd4\u8f03\u306b\u9032\u307f\u3001\u5168\u4f53\u3068\u3057\u3066\u306e\u30a8\u30e9\u30fc\u7387\u3092\u9069\u5207\u306b\u5236\u5fa1\u3059\u308b\u306e\u304c\u73fe\u4ee3\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4e2d\u7d1a\u8005\u5411\u3051\u306b\u300c\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u578b\uff08\u9023\u7d9a\u91cf\u30012\u5024\u3001Time-to-event\u3001\u53cd\u5fa9\uff09\u300d\u3067\u982d\u306e\u4e2d\u3092\u6574\u7406\u3057\u306a\u304c\u3089\u3001R\u3067\u3069\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u3069\u306e\u95a2\u6570\u3092\u9078\u629e\u3059\u3079\u304d\u304b\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u9023\u7d9a\u91cf\uff08Continuous\uff09\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \u5358\u4e00\u6642\u70b9\u306e\u591a\u5909\u91cf\u9023\u7d9a\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u8907\u6570\u306e\u9023\u7d9a\u5909\u6570\u3092\u540c\u6642\u306b\u6271\u3044\u3001\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5e73\u5747\u30d9\u30af\u30c8\u30eb\u3092\u6bd4\u8f03\u3059\u308b\u3002\u53e4\u5178\u7684\u306b\u306fMANOVA\u306eOmnibus\u691c\u5b9a\u304c\u5148\u884c\u3057\u305f\u304c\u3001\u7279\u5b9a\u306e\u5909\u6570\u3084\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5dee\u306b\u95a2\u5fc3\u304c\u3042\u308b\u73fe\u4ee3\u7684\u306a\u89e3\u6790\u3067\u306f\u3001\u6700\u521d\u304b\u3089\u5404\u5909\u6570\u306b\u5bfe\u3057\u3066\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\uff08Bonferroni\u3001Holm\u3001\u3042\u308b\u3044\u306fTukey\u6cd5\uff09\u3092\u9069\u7528\u3057\u3066\u30da\u30a2\u30ef\u30a4\u30ba\u6bd4\u8f03\u3092\u884c\u3046\u3002Omnibus\u691c\u5b9a\u306ep\u5024\u306b\u4e00\u559c\u4e00\u6182\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 3\u7a2e\u985e\u306e\u6cbb\u7642\u30b0\u30eb\u30fc\u30d7\u9593\u306b\u304a\u3051\u308b\u3001\u300c\u53ce\u7e2e\u671f\u8840\u5727\u300d\u3068\u300c\u62e1\u5f35\u671f\u8840\u5727\u300d\u306e\u540c\u6642\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>stats<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>lm()<\/code> \u95a2\u6570\u3067\u5404\u9023\u7d9a\u5909\u6570\u306e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4e8b\u5f8c\u691c\u8a3c\u306b\u306f <code>emmeans<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>emmeans()<\/code> \u304a\u3088\u3073 <code>pairs(..., adjust = \"holm\")<\/code>\uff08\u3042\u308b\u3044\u306f <code>\"bonferroni\"<\/code>, <code>\"tukey\"<\/code>\uff09\u3092\u7528\u3044\u3001\u6700\u521d\u304b\u3089\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u30da\u30a2\u30ef\u30a4\u30ba\u6bd4\u8f03\u3092\u76f4\u63a5\u5b9f\u884c\u3057\u3001p\u5024\u3092\u8abf\u6574\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u9806\u5e8f\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\uff08\u9023\u7d9a\u91cf\u306e\u5909\u6cd5\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u53b3\u5bc6\u306b\u306f\u9023\u7d9a\u91cf\u3067\u306f\u306a\u3044\u304c\u3001\u9ad8\u30fb\u4e2d\u30fb\u4f4e\u306a\u3069\u306e\u9806\u5e8f\u60c5\u5831\u3092\u4fdd\u6301\u3059\u308b\u591a\u7fa4\u6bd4\u8f03\u3067\u3042\u308b\u3002\u80cc\u666f\u306b\u3042\u308b\u6f5c\u5728\u7684\u306a\u9023\u7d9a\u5909\u6570\u3092\u4eee\u5b9a\u3059\u308b\u6bd4\u4f8b\u30aa\u30c3\u30ba\u30e2\u30c7\u30eb\uff08\u7d2f\u7a4d\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff09\u3092\u7528\u3044\u308b\u3002\u3053\u3053\u3067\u3082\u5168\u4f53\u691c\u5b9a\u3092\u631f\u307e\u305a\u3001\u6700\u521d\u304b\u3089\u76ee\u7684\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u6bd4\u8f03\u3078\u3068\u9032\u3080\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 4\u3064\u306e\u75be\u60a3\u30b9\u30c6\u30fc\u30b8\u9593\u306b\u304a\u3051\u308b\u3001\u300cQOL\u30b9\u30b3\u30a2\uff085\u6bb5\u968e\u8a55\u4fa1\uff09\u300d\u306e\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>MASS<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>polr()<\/code> \u95a2\u6570\u3001\u307e\u305f\u306f <code>ordinal<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>clm()<\/code> \u95a2\u6570\u3067\u9806\u5e8f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li>\n\n\n\n<li><code>emmeans<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7528\u3044\u3066\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u7d2f\u7a4d\u78ba\u7387\uff08<code>type = \"response\"<\/code>\uff09\u306e\u5dee\u3092\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\u4ed8\u304d\u3067\u76f4\u63a5\u691c\u51fa\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">2\u5024\uff08Binary \/ Count\uff09\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 2\u5024\uff08\u30d0\u30a4\u30ca\u30ea\uff09\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u30a4\u30d9\u30f3\u30c8\u306e\u6709\u7121\uff08Yes\/No\uff09\u3092\u8907\u6570\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3067\u8a55\u4fa1\u3059\u308b\u3002\u5909\u6570\u9593\u306e\u76f8\u95a2\u3092\u53b3\u5bc6\u306b\u8003\u616e\u3059\u308b\u5834\u5408\u306f\u591a\u5909\u91cf\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\uff08MGLM\uff09\u306e\u67a0\u7d44\u307f\u3092\u4f7f\u7528\u3059\u308b\u304c\u3001\u5b9f\u52d9\u4e0a\u306f\u5404\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\uff08GLM\uff09\u3092\u9069\u7528\u3057\u3001\u5f97\u3089\u308c\u305f\u8907\u6570\u306ep\u5024\u306b\u5bfe\u3057\u3066\u5168\u4f53\u3068\u3057\u3066\u4e00\u5143\u7684\u306a\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\u3092\u304b\u3051\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e3b\u6d41\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 3\u3064\u306e\u6cbb\u7642\u6cd5\u306b\u304a\u3051\u308b\u3001\u300c\u6709\u52b9\uff08\u594f\u52b9\u3042\u308a\/\u306a\u3057\uff09\u300d\u3068\u300c\u5b89\u5168\uff08\u526f\u4f5c\u7528\u3042\u308a\/\u306a\u3057\uff09\u300d\u306e\u540c\u6642\u8a55\u4fa1\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>stats::glm(..., family = binomial)<\/code> \u3067\u5404\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u30e2\u30c7\u30ea\u30f3\u30b0\u3059\u308b\u3002<\/li>\n\n\n\n<li><code>emmeans::pairs()<\/code> \u3092\u9069\u7528\u3057\u3001\u30aa\u30c3\u30ba\u6bd4\uff08OR\uff09\u306e\u30da\u30a2\u30ef\u30a4\u30ba\u6bd4\u8f03\u3092\u76f4\u63a5\u884c\u3046\u3002p\u5024\u306f <code>adjust<\/code> \u5f15\u6570\uff08Holm\u6cd5\u306a\u3069\uff09\u3092\u7528\u3044\u3066\u3001\u5168\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u30fb\u5168\u30b0\u30eb\u30fc\u30d7\u9593\u6bd4\u8f03\u3092\u901a\u3058\u3066\u9069\u5207\u306b\u5236\u5fa1\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u5358\u4f4d\u6642\u9593\u3084\u4e00\u5b9a\u671f\u9593\u5185\u306b\u767a\u751f\u3057\u305f\u30a4\u30d9\u30f3\u30c8\u306e\u300c\u56de\u6570\u300d\u3092\u6bd4\u8f03\u3059\u308b\u3002\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u7279\u6027\uff08\u975e\u8ca0\u6027\u3001\u904e\u5206\u6563\uff09\u3092\u8003\u616e\u3059\u308b\u305f\u3081\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3084\u8ca0\u306e\u4e8c\u9805\u5206\u5e03\u3092\u4eee\u5b9a\u3057\u305f\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 3\u3064\u306e\u4ecb\u5165\u30b0\u30eb\u30fc\u30d7\u9593\u306b\u304a\u3051\u308b\u3001\u300c\u5e74\u9593\u6551\u6025\u53d7\u8a3a\u56de\u6570\u300d\u3084\u300c\u6709\u5bb3\u4e8b\u8c61\u306e\u767a\u73fe\u56de\u6570\u300d\u306e\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u904e\u5206\u6563\u304c\u306a\u3044\u5834\u5408\u306f <code>stats::glm(..., family = poisson)<\/code> \u3092\u9078\u629e\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u904e\u5206\u6563\uff08\u5206\u6563 \uff1e \u5e73\u5747\uff09\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u3001<code>MASS<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>glm.nb()<\/code> \u95a2\u6570\u3067\u8ca0\u306e\u4e8c\u9805\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3002<\/li>\n\n\n\n<li><code>emmeans<\/code> \u3092\u7528\u3044\u3066\u3001\u6700\u521d\u304b\u3089\u76ee\u7684\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306b\u304a\u3051\u308b\u7387\u6bd4\uff08Rate Ratio\uff09\u306e\u591a\u91cd\u6bd4\u8f03\u3092\u5b9f\u884c\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<div id=\"biost-1396309035\" 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\">Time-to-event\uff08\u751f\u5b58\u6642\u9593\uff09\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \u5358\u4e00\u30a4\u30d9\u30f3\u30c8\uff08\u901a\u5e38\u306e\u751f\u5b58\u6642\u9593\u89e3\u6790\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u30a4\u30d9\u30f3\u30c8\u767a\u751f\u307e\u3067\u306e\u6642\u9593\u3068\u300c\u6253\u3061\u5207\u308a\uff08Censoring\uff09\u300d\u3092\u6271\u3046\u30023\u7fa4\u4ee5\u4e0a\u306e\u6bd4\u8f03\u306b\u304a\u3044\u3066\u3001\u5168\u4f53\u306e\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u304c\u6709\u610f\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u306b\u95a2\u308f\u3089\u305a\u3001\u95a2\u5fc3\u306e\u3042\u308b\u6cbb\u7642\u7fa4\u9593\u306e\u30cf\u30b6\u30fc\u30c9\u6bd4\u306e\u6bd4\u8f03\u3001\u3042\u308b\u3044\u306f\u30da\u30a2\u30ef\u30a4\u30ba\u306e\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3078\u3068\u76f4\u63a5\u9032\u307f\u3001\u591a\u91cd\u6027\u3092\u88dc\u6b63\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 3\u3064\u306e\u5316\u5b66\u7642\u6cd5\u30b0\u30eb\u30fc\u30d7\u9593\u306b\u304a\u3051\u308b\u3001\u300c\u5168\u751f\u5b58\u671f\u9593\uff08OS\uff09\u300d\u306e\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>survival<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>coxph(Surv(time, status) ~ group)<\/code> \u3067\u30cf\u30b6\u30fc\u30c9\u6bd4\u3092\u7b97\u51fa\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30da\u30a2\u30ef\u30a4\u30ba\u306e\u30ed\u30b0\u30e9\u30f3\u30af\u691c\u5b9a\u3092\u884c\u3046\u5834\u5408\u306f\u3001<code>survminer<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>surv_pvalue(..., method = \"pairwise_logrank\")<\/code> \u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u6700\u521d\u304b\u3089\u81ea\u52d5\u7684\u306b\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\u3055\u308c\u305fp\u5024\u3092\u53d6\u5f97\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u7af6\u5408\u30ea\u30b9\u30af\uff08Competing Risks\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u76ee\u7684\u3068\u3059\u308b\u30a4\u30d9\u30f3\u30c8\u4ee5\u5916\u306e\u539f\u56e0\u306b\u3088\u3063\u3066\u3001\u76ee\u7684\u30a4\u30d9\u30f3\u30c8\u306e\u89b3\u5bdf\u304c\u4e0d\u53ef\u80fd\u306b\u306a\u308b\u72b6\u6cc1\uff08\u4f8b\uff1a\u75be\u60a3\u6b7b\u3092\u8a55\u4fa1\u3057\u305f\u3044\u304c\u3001\u305d\u306e\u524d\u306b\u4ed6\u56e0\u6b7b\u3059\u308b\uff09\u3092\u5236\u5fa1\u3059\u308b\u3002\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u6cd5\u306b\u3088\u308b\u5168\u4f53\u691c\u5b9a\u306f\u30ea\u30b9\u30af\u3092\u904e\u5927\u8a55\u4fa1\u3059\u308b\u305f\u3081\u56de\u907f\u3057\u3001\u6700\u521d\u304b\u3089Fine-Gray\u30e2\u30c7\u30eb\u3084\u7d2f\u7a4d\u767a\u751f\u7387\uff08CIF\uff09\u306e\u6bd4\u8f03\u306b\u304a\u3044\u3066\u591a\u91cd\u6bd4\u8f03\u3092\u884c\u3046\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: \u8907\u6570\u306e\u6cbb\u7642\u7fa4\u306b\u304a\u3051\u308b\u3001\u300c\u5fc3\u81d3\u75c5\u306b\u3088\u308b\u6b7b\u4ea1\u300d\u306e\u6bd4\u8f03\uff08\u300c\u4ed6\u75c5\u6b7b\u300d\u304c\u7af6\u5408\u30ea\u30b9\u30af\uff09\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>cmprsk<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>crr()<\/code> \u95a2\u6570\u306b\u3088\u308bFine-Gray\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u307e\u305f\u306f <code>cuminc()<\/code> \u95a2\u6570\u306b\u3088\u308b\u7d2f\u7a4d\u767a\u751f\u7387\u306e\u63a8\u5b9a\u3092\u884c\u3046\u3002<\/li>\n\n\n\n<li>\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u30da\u30a2\u30ef\u30a4\u30ba\u6bd4\u8f03\u3092\u884c\u3044\u3001\u5f97\u3089\u308c\u305fp\u5024\u306b\u5bfe\u3057\u3066 <code>p.adjust(..., method = \"holm\")<\/code> \u306a\u3069\u3092\u7528\u3044\u3066\u624b\u52d5\u3067\u591a\u91cd\u6027\u3092\u88dc\u6b63\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u53cd\u5fa9\u6e2c\u5b9a\uff08Repeated Measures\uff09\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u3058\u88ab\u9a13\u8005\u304b\u3089\u300c\u8907\u6570\u6642\u70b9\u300d\u3067\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u7e26\u65ad\u30c7\u30b6\u30a4\u30f3\u3067\u3042\u308b\u3002\u88ab\u9a13\u8005\u5185\u306e\u76f8\u95a2\uff08\u30c7\u30fc\u30bf\u306e\u4f9d\u5b58\u6027\uff09\u3092\u6b63\u3057\u304f\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3057\u305f\u4e0a\u3067\u3001\u76ee\u7684\u306e\u6642\u70b9\u30fb\u30b0\u30eb\u30fc\u30d7\u306e\u6bd4\u8f03\u3078\u30c0\u30a4\u30ec\u30af\u30c8\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \u53cd\u5fa9\u6e2c\u5b9a\u9023\u7d9a\u91cf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u6642\u9593\u7d4c\u904e\u306b\u4f34\u3046\u9023\u7d9a\u91cf\u306e\u5909\u5316\u3092\u591a\u7fa4\u9593\u3067\u6bd4\u8f03\u3059\u308b\u3002\u6b20\u640d\u5024\u306b\u5f37\u304f\u3001\u67d4\u8edf\u306a\u76f8\u95a2\u69cb\u9020\u3092\u6271\u3048\u308b\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb\uff08LMM\uff09\u304c\u73fe\u4ee3\u306e\u30b4\u30fc\u30eb\u30c9\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3042\u308b\u3002\u300c\u30b0\u30eb\u30fc\u30d7\u00d7\u6642\u9593\u300d\u306e\u4ea4\u4e92\u4f5c\u7528\u9805\u306e\u5168\u4f53\u691c\u5b9a\u304c\u6709\u610f\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u306b\u7e1b\u3089\u308c\u305a\u3001\u4e8b\u524d\u306b\u8a08\u753b\u3055\u308c\u305f\u6642\u70b9\uff08\u4f8b\uff1a\u6700\u7d42\u8a55\u4fa1\u6642\u70b9\uff09\u306b\u304a\u3051\u308b\u30b0\u30eb\u30fc\u30d7\u9593\u6bd4\u8f03\u3092\u76f4\u63a5\u884c\u3046\u3079\u304d\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: 3\u30b0\u30eb\u30fc\u30d7\u306b\u304a\u3051\u308b\u3001\u6cbb\u7642\u524d\u30011\u30f6\u6708\u5f8c\u30013\u30f6\u6708\u5f8c\u306e\u300c\u8840\u5727\u300d\u306e\u63a8\u79fb\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>lme4<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\uff08\u304a\u3088\u3073p\u5024\u7b97\u51fa\u306e\u305f\u3081\u306b <code>lmerTest<\/code>\uff09\u306e <code>lmer(y ~ group * time + (1 | id))<\/code> \u3092\u4f7f\u7528\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4e8b\u5f8c\u691c\u8a3c\u306f <code>emmeans<\/code> \u3092\u4f7f\u3044\u3001<code>emmeans(model, ~ group | time)<\/code> \u3067\u300c\u7279\u5b9a\u6642\u70b9\u306b\u304a\u3051\u308b\u30b0\u30eb\u30fc\u30d7\u9593\u6bd4\u8f03\u300d\u3092\u76f4\u63a5\u6307\u5b9a\u3057\u3001Tukey\u6cd5\u3084Holm\u6cd5\u3067\u8abf\u6574\u3055\u308c\u305fp\u5024\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u53cd\u5fa9\u6e2c\u5b9a2\u5024\u30fb\u9806\u5e8f\u30fb\u30ab\u30a6\u30f3\u30c8\u30c7\u30fc\u30bf<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u7e26\u65ad\u30c7\u30fc\u30bf\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304c\u9023\u7d9a\u91cf\u3067\u306f\u306a\u3044\u5834\u5408\u3001\u4e00\u822c\u5316\u7dda\u5f62\u6df7\u5408\u30e2\u30c7\u30eb\uff08GLMM\uff09\u307e\u305f\u306f\u4e00\u822c\u5316\u63a8\u5b9a\u65b9\u7a0b\u5f0f\uff08GEE\uff09\u3092\u7528\u3044\u308b\u3002GEE\u306f\u96c6\u56e3\u5e73\u5747\uff08Population-averaged\uff09\u306e\u52b9\u679c\u3001GLMM\u306f\u500b\u4f53\u56fa\u6709\uff08Subject-specific\uff09\u306e\u52b9\u679c\u3092\u63a8\u5b9a\u3059\u308b\u3002\u3053\u308c\u3089\u3082\u5168\u4f53\u691c\u5b9a\u306e\u6709\u610f\u6027\u3092\u7d4c\u7531\u305b\u305a\u3001\u76ee\u7684\u306e\u6bd4\u8f03\u3078\u9032\u3080\u3002<\/li>\n\n\n\n<li><strong>\u5177\u4f53\u4f8b<\/strong>: \u4ecb\u5165\u306b\u3088\u308b\u300c\u8a66\u9a13\u306e\u5408\u683c\u7387\uff082\u5024\uff09\u300d\u3084\u300c\u75db\u307f\u306e\u30b9\u30c6\u30fc\u30b8\uff08\u9806\u5e8f\uff09\u300d\u3001\u300c\u5598\u606f\u306e\u767a\u4f5c\u56de\u6570\uff08\u30ab\u30a6\u30f3\u30c8\uff09\u300d\u306e\u7d4c\u6642\u7684\u5909\u5316\u306e\u591a\u7fa4\u6bd4\u8f03\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><strong>GLMM\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong>: <code>lme4::glmer()<\/code> \uff082\u5024\u3084\u30dd\u30a2\u30bd\u30f3\uff09\u3001\u307e\u305f\u306f <code>ordinal::clmm()<\/code> \uff08\u9806\u5e8f\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\uff09\u3092\u4f7f\u7528\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>GEE\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong>: <code>geepack<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>geeglm()<\/code> \u3092\u4f7f\u7528\u3057\u3001<code>corstr<\/code> \u5f15\u6570\u3067\u76f8\u95a2\u69cb\u9020\u3092\u6307\u5b9a\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u3044\u305a\u308c\u306e\u30e2\u30c7\u30eb\u304b\u3089\u3082\u3001<code>emmeans<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u6642\u70b9\u30fb\u7279\u5b9a\u306e\u30b0\u30eb\u30fc\u30d7\u9593\u306b\u7d5e\u3063\u305f\u30da\u30a2\u30ef\u30a4\u30ba\u6bd4\u8f03\u30fb\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\u3092\u4e00\u5143\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u5ea6\u306a\u30c8\u30d4\u30c3\u30af\uff1a\u518d\u767a\u30a4\u30d9\u30f3\u30c8\uff08Recurrent Events\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2460 \u901a\u5e38\u306e\u518d\u767a\u30a4\u30d9\u30f3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: 1\u4eba\u306e\u88ab\u9a13\u8005\u306b\u540c\u3058\u30a4\u30d9\u30f3\u30c8\u304c\u4f55\u5ea6\u3082\u8d77\u3053\u308b\u30c7\u30fc\u30bf\uff08\u4f8b\uff1a\u5598\u606f\u767a\u4f5c\u306e\u518d\u767a\uff09\u3067\u3042\u308b\u3002\u88ab\u9a13\u8005\u5185\u306e\u76f8\u95a2\u3068\u3001\u30a4\u30d9\u30f3\u30c8\u56de\u6570\u306e\u591a\u91cd\u6027\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li><code>survival<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306e <code>coxph()<\/code> \u95a2\u6570\u5185\u3067 <code>cluster(id)<\/code> \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3059\u308b\uff08AG\u30e2\u30c7\u30eb\u3084WLW\u30e2\u30c7\u30eb\uff09\u3002\u3042\u308b\u3044\u306f <code>frailtypack<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u3088\u308b\u5909\u91cf\u52b9\u679c\uff08\u30d5\u30ec\u30a4\u30eb\u30c6\u30a3\uff09\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u3001\u76f4\u63a5\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u518d\u767a\u7387\u6bd4\u306e\u591a\u91cd\u6bd4\u8f03\u3092\u884c\u3046\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2461 \u7af6\u5408\u30ea\u30b9\u30af\u3092\u4f34\u3046\u518d\u767a\u30a4\u30d9\u30f3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7406\u8ad6\u8aac\u660e<\/strong>: \u518d\u767a\u30a4\u30d9\u30f3\u30c8\uff08\u4f8b\uff1a\u8ee2\u5012\u56de\u6570\uff09\u3092\u8ffd\u8de1\u3057\u3066\u3044\u308b\u6700\u4e2d\u306b\u3001\u7af6\u5408\u30a4\u30d9\u30f3\u30c8\uff08\u4f8b\uff1a\u6b7b\u4ea1\uff09\u304c\u767a\u751f\u3057\u3066\u8ffd\u8de1\u304c\u5f37\u5236\u7d42\u4e86\u3059\u308b\u3001\u6700\u3082\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u578b\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>R\u306e\u89e3\u6c7a\u7b56<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3086\u3048\u306b\u5168\u4f53\u691c\u5b9a\u306e\u5b9a\u7fa9\u81ea\u4f53\u304c\u56f0\u96e3\u306a\u30b1\u30fc\u30b9\u304c\u591a\u3044\u3002\u73fe\u4ee3\u7684\u306a\u7d71\u8a08\u5b66\u3067\u306f\u3001\u6700\u521d\u304b\u3089 <code>reReg<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\uff08\u518d\u767a\u30a4\u30d9\u30f3\u30c8\u3068\u6b7b\u4ea1\u306e\u540c\u6642\u30e2\u30c7\u30ea\u30f3\u30b0\uff09\u306a\u3069\u306e\u5c02\u9580\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5229\u7528\u3057\u3066\u3001\u76ee\u7684\u3068\u3059\u308b\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u518d\u767a\u7387\u306b\u95a2\u3059\u308b\u76f4\u63a5\u7684\u306a\u591a\u91cd\u6bd4\u8f03\u3092\u884c\u3046\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081\uff08\u982d\u306e\u6574\u7406\u7528\u30de\u30c8\u30ea\u30af\u30b9\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Omnibus\u691c\u5b9a\uff08\u5168\u4f53\u691c\u5b9a\uff09\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u7701\u7565\u3057\u3001\u6700\u521d\u304b\u3089\u9069\u5207\u306a\u591a\u91cd\u6bd4\u8f03\u8abf\u6574\u3092\u884c\u3046\u73fe\u4ee3\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u304a\u3044\u3066\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u578b\u306b\u5fdc\u3058\u305f\u9078\u629e\u80a2\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u578b<\/strong><\/td><td><strong>\u57fa\u672c\u30e2\u30c7\u30eb \/ \u95a2\u6570<\/strong><\/td><td><strong>\u4e8b\u5f8c\u691c\u5b9a\u30fb\u591a\u91cd\u6bd4\u8f03\u8abf\u6574<\/strong><\/td><td><strong>\u5099\u8003<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u9023\u7d9a\u91cf\uff08\u5358\u4e00\u6642\u70b9\uff09<\/strong><\/td><td><code>stats::lm()<\/code><\/td><td><code>emmeans<\/code><\/td><td>\u6700\u521d\u304b\u3089\u500b\u5225\u5909\u6570\u30fb\u30da\u30a2\u306e\u691c\u5b9a\u3078<\/td><\/tr><tr><td><strong>2\u5024 \/ \u30ab\u30a6\u30f3\u30c8<\/strong><\/td><td><code>stats::glm()<\/code> \/ <code>MASS::glm.nb()<\/code><\/td><td><code>emmeans<\/code><\/td><td>\u30ea\u30f3\u30af\u95a2\u6570\u6307\u5b9a\u5f8c\u3001\u591a\u91cd\u6bd4\u8f03<\/td><\/tr><tr><td><strong>Time-to-event<\/strong><\/td><td><code>survival::coxph()<\/code> \/ <code>cmprsk::cuminc()<\/code><\/td><td><code>survminer::surv_pvalue()<\/code><\/td><td>\u30ed\u30b0\u30e9\u30f3\u30af\u306e\u30da\u30a2\u30ef\u30a4\u30ba\u3092\u76f4\u63a5\u5b9f\u884c<\/td><\/tr><tr><td><strong>\u53cd\u5fa9\u6e2c\u5b9a\uff08\u9023\u7d9a\uff09<\/strong><\/td><td><code>lme4::lmer()<\/code><\/td><td><code>emmeans<\/code><\/td><td>\u4ea4\u4e92\u4f5c\u7528\u306e\u6709\u7121\u306b\u95a2\u308f\u3089\u305a\u6642\u70b9\u5225\u6bd4\u8f03<\/td><\/tr><tr><td><strong>\u53cd\u5fa9\u6e2c\u5b9a\uff08\u975e\u9023\u7d9a\uff09<\/strong><\/td><td><code>lme4::glmer()<\/code> \/ <code>geepack::geeglm()<\/code><\/td><td><code>emmeans<\/code><\/td><td>GLMM\/GEE\u304b\u3089\u76f4\u63a5\u30da\u30a2\u30ef\u30a4\u30ba\u3078<\/td><\/tr><tr><td><strong>\u518d\u767a\u30a4\u30d9\u30f3\u30c8<\/strong><\/td><td><code>survival::coxph( + cluster)<\/code> \/ <code>reReg::reReg()<\/code><\/td><td>\u624b\u52d5\u88dc\u6b63\uff08<code>p.adjust<\/code>\uff09\u7b49<\/td><td>\u5c02\u9580\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u76ee\u7684\u306e\u6bd4\u8f03\u3092\u76f4\u6483<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e2d\u7d1a\u8005\u306e\u3042\u306a\u305f\u306f\u3001\u300c\u5168\u4f53\u691c\u5b9a\u304c\u6709\u610f\u306b\u306a\u3063\u3066\u304b\u3089\u6b21\u306b\u9032\u3080\u300d\u3068\u3044\u3046\u53e4\u5178\u7684\u306a\u7e1b\u308a\u304b\u3089\u8131\u5374\u3057\u3066\u307b\u3057\u3044\u3002\u6700\u521d\u304b\u3089\u300c\u3069\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u3001\u3069\u306e\u30b0\u30eb\u30fc\u30d7\u9593\uff08\u3042\u308b\u3044\u306f\u6642\u70b9\u9593\uff09\u306e\u6bd4\u8f03\u304c\u76ee\u7684\u306a\u306e\u304b\u300d\u3092\u660e\u78ba\u306b\u3057\u3001\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3068\u306a\u308b\u9069\u5207\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u305f\u4e0a\u3067\u3001<code>emmeans<\/code> \u306a\u3069\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7528\u3044\u3066\u76f4\u63a5\u7684\u304b\u3064\u53b3\u683c\u306a\u591a\u91cd\u6bd4\u8f03\u88dc\u6b63\u3092\u9069\u7528\u3059\u308b\u306e\u304c\u3001\u73fe\u4ee3\u7684\u3067\u5f37\u56fa\u306a\u7d71\u8a08\u89e3\u6790\u306e\u59ff\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/amzn.to\/4xcN0Lj\">\u8ab0\u3082\u6559\u3048\u3066\u304f\u308c\u306a\u304b\u3063\u305f\u3000\u533b\u7642\u7d71\u8a08\u306e\u4f7f\u3044\u5206\u3051\u301c\u8ff7\u3044\u3084\u3059\u3044\u89e3\u6790\u624b\u6cd5\u306e\u9078\u3073\u65b9\u304c\uff0cR\u3067\u5b9f\u611f\u3057\u306a\u304c\u3089\u308f\u304b\u308b\uff01<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u3084\u81e8\u5e8a\u8a66\u9a13\u306b\u304a\u3044\u3066\u3001\u300c\u8907\u6570\u306e\u30b0\u30eb\u30fc\u30d7\uff08\u591a\u7fa4\uff09\u300d\u3092\u6bd4\u8f03\u3057\u3001\u3055\u3089\u306b\u300c\u8907\u6570\u306e\u7d50\u679c\uff08\u591a\u5909\u91cf\u30fb\u30de\u30eb\u30c1\u30d7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff09\u300d\u3092\u540c\u6642\u306b\u8a55\u4fa1\u3057\u305f\u3044\u30b1\u30fc\u30b9\u306f\u591a\u3005\u3042\u308b\u3002 \u500b\u5225\u306b\u691c\u5b9a\u3092\u7e70\u308a\u8fd4\u3059\u3068\u7b2c1\u7a2e\u904e\u8aa4\uff08$\\alpha$ \u30a8\u30e9\u30fc\uff09\u304c\u81a8\u308c [&hellip;]<\/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":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[49],"tags":[],"class_list":["post-4606","post","type-post","status-publish","format-standard","hentry","category-49"],"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\/4606","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=4606"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4606\/revisions"}],"predecessor-version":[{"id":4607,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4606\/revisions\/4607"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}