{"id":4533,"date":"2026-01-01T15:26:18","date_gmt":"2026-01-01T06:26:18","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4533"},"modified":"2026-01-02T20:04:17","modified_gmt":"2026-01-02T11:04:17","slug":"mastering-partial-eta-squared-effect-size-for-repeated-measures-anova","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/mastering-partial-eta-squared-effect-size-for-repeated-measures-anova\/","title":{"rendered":"\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\u306e\u52b9\u679c\u91cf\u300c\u504f\u30a4\u30fc\u30bf2\u4e57\uff08$\\eta_p^2$\uff09\u300d\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u300c\u5b9f\u9a13\u3067\u6709\u610f\u5dee\u304c\u51fa\u305f\u304c\u3001\u3053\u306e\u5dee\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u304d\u3044\u3068\u8a00\u3048\u308b\u306e\u304b\uff1f\u300d<\/p>\n\n\n\n<p>\u300c\u8ad6\u6587\u3067\u52b9\u679c\u91cf\u3092\u5831\u544a\u3059\u308b\u3088\u3046\u306b\u8a00\u308f\u308c\u305f\u304c\u3001\u8a08\u7b97\u65b9\u6cd5\u304c\u308f\u304b\u3089\u306a\u3044\u300d<\/p>\n\n\n\n<p>\u7d71\u8a08\u89e3\u6790\u306b\u304a\u3044\u3066\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c<span class=\"swl-marker mark_orange\">\u52b9\u679c\u91cf\uff08Effect Size\uff09<\/span>\u3060\u3002\u7279\u306b\u3001\u540c\u4e00\u5bfe\u8c61\u306b\u7e70\u308a\u8fd4\u3057\u6e2c\u5b9a\u3092\u884c\u3046\u300c\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\u300d\u3067\u306f\u3001<span class=\"swl-marker mark_orange\">\u504f\u30a4\u30fc\u30bf2\u4e57\uff08Partial Eta Squared\uff09<\/span>\u3068\u3044\u3046\u6307\u6a19\u304c\u6a19\u6e96\u7684\u306b\u7528\u3044\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u7d71\u8a08\u521d\u5fc3\u8005\u306b\u5411\u3051\u3066\u3001\u504f\u30a4\u30fc\u30bf2\u4e57\u306e\u610f\u5473\u304b\u3089R\u3067\u306e\u8a08\u7b97\u3001\u305d\u3057\u3066\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30b0\u30e9\u30d5\u4f5c\u6210\u307e\u3067\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\u3068\u306f<\/h2>\n\n\n\n<p><span class=\"swl-marker mark_orange\">\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\uff08Repeated Measures ANOVA\uff09<\/span>\u306f\u3001\u540c\u4e00\u306e\u5bfe\u8c61\u306b\u5bfe\u3057\u3066\u3001\u6761\u4ef6\u3092\u5909\u3048\u3066\u8907\u6570\u56de\u6e2c\u5b9a\u3057\u305f\u30c7\u30fc\u30bf\u3092\u6bd4\u8f03\u3059\u308b\u624b\u6cd5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f8b\uff1a<\/strong> \u5b66\u7fd2\u30a2\u30d7\u30ea\u306e\u52b9\u679c\u3092\u6e2c\u308b\u305f\u3081\u3001\u300c\u4f7f\u7528\u524d\u300d\u300c\u4f7f\u75281\u30f6\u6708\u5f8c\u300d\u300c\u4f7f\u75283\u30f6\u6708\u5f8c\u300d\u306e\u30c6\u30b9\u30c8\u30b9\u30b3\u30a2\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u5206\u6790\u306e\u6700\u5927\u306e\u5229\u70b9\u306f\u3001\u500b\u4eba\u304c\u3082\u3068\u3082\u3068\u6301\u3063\u3066\u3044\u308b\u80fd\u529b\u5dee\uff08\u500b\u4f53\u9593\u8aa4\u5dee\uff09\u3092\u8a08\u7b97\u304b\u3089\u53d6\u308a\u9664\u3051\u308b\u70b9\u306b\u3042\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6761\u4ef6\u306b\u3088\u308b\u7d14\u7c8b\u306a\u5909\u5316\u3092\u691c\u51fa\u3057\u3084\u3059\u304f\u306a\u308b\uff08\u611f\u5ea6\u304c\u9ad8\u307e\u308b\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u52b9\u679c\u91cf\uff08\u504f\u30a4\u30fc\u30bf2\u4e57\uff09\u306e\u5fc5\u8981\u6027\u3068\u76ee\u5b89<\/h2>\n\n\n\n<p>P\u5024\u306f\u300c\u5dee\u304c\u3042\u308b\u3068\u8a00\u3048\u308b\u304b\uff08\u5076\u7136\u3067\u306f\u306a\u3044\u304b\uff09\u300d\u3092\u5224\u5b9a\u3059\u308b\u304c\u3001\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u304c\u5927\u304d\u3051\u308c\u3070\u5fae\u5c0f\u306a\u5dee\u3067\u3082\u6709\u610f\u306b\u306a\u308a\u3084\u3059\u3044\u3002\u4e00\u65b9\u3001<strong>\u52b9\u679c\u91cf<\/strong>\u306f\u30b5\u30f3\u30d7\u30eb\u306e\u6570\u306b\u5de6\u53f3\u3055\u308c\u306a\u3044\u300c\u5dee\u306e\u5f37\u3055\u300d\u3092\u8868\u3059\u3002<\/p>\n\n\n\n<p>\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\u3067\u4f7f\u308f\u308c\u308b<span class=\"swl-marker mark_orange\">\u504f\u30a4\u30fc\u30bf2\u4e57\uff08$\\eta_p^2$\uff09<\/span>\u306f\u3001\u300c\u7279\u5b9a\u306e\u8981\u56e0\u304c\u3001\u4ed6\u306e\u8981\u56e0\u3092\u9664\u3044\u305f\u5168\u4f53\u306e\u5909\u52d5\u306e\u3046\u3061\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u5272\u5408\u3092\u8aac\u660e\u3057\u3066\u3044\u308b\u304b\u300d\u3092\u793a\u3059\u6307\u6a19\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u504f\u30a4\u30fc\u30bf2\u4e57\u306e\u8a08\u7b97\u5f0f<\/h3>\n\n\n\n<p>$$\\eta_p^2 = \\frac{SS_{effect}}{SS_{effect} + SS_{error}}$$<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5224\u65ad\u306e\u76ee\u5b89\uff08Cohen\u306e\u57fa\u6e96\uff09<\/h3>\n\n\n\n<p>\u7b97\u51fa\u3057\u305f\u5024\u304c\u3069\u306e\u7a0b\u5ea6\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u6301\u3064\u304b\u306f\u3001\u4ee5\u4e0b\u306e\u57fa\u6e96\u3092\u53c2\u8003\u306b\u3059\u308b\u3068\u3088\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u52b9\u679c\u306e\u5927\u304d\u3055<\/strong><\/td><td><strong>\u504f\u30a4\u30fc\u30bf2\u4e57 ($\\eta_p^2$\u200b) \u306e\u5024<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u5c0f (Small)<\/strong><\/td><td>0.01\u4ee5\u4e0a<\/td><\/tr><tr><td><strong>\u4e2d (Medium)<\/strong><\/td><td>0.06\u4ee5\u4e0a<\/td><\/tr><tr><td><strong>\u5927 (Large)<\/strong><\/td><td>0.14\u4ee5\u4e0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-1164103233\" 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\">R\u3067\u5b9f\u8df5\uff1a2\u7fa4\u00d73\u6642\u70b9\u306e\u6df7\u5408\u30c7\u30b6\u30a4\u30f3<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u5b9f\u6226\u7684\u306a<span class=\"swl-marker mark_orange\">2\u7fa4\uff08\u4ecb\u5165\u7fa4\u30fb\u5bfe\u7167\u7fa4\uff09\u00d73\u6642\u70b9\uff08Pre\u30fbMid\u30fbPost\uff09<\/span>\u306e\u6df7\u5408\u30c7\u30b6\u30a4\u30f3\u3092\u4f8b\u306b\u89e3\u6790\u3092\u884c\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u89e3\u6790\u30b9\u30af\u30ea\u30d7\u30c8<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30ed\u30fc\u30c9\nif (!require(afex)) install.packages(\"afex\")\nif (!require(effectsize)) install.packages(\"effectsize\")\nif (!require(emmeans)) install.packages(\"emmeans\")\nlibrary(afex)\nlibrary(effectsize)\nlibrary(emmeans)\nlibrary(ggplot2)\n\n# 1. \u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\uff0820\u540d\u304c3\u56de\u6e2c\u5b9a\uff1a\u30ed\u30f3\u30b0\u578b\uff09\nset.seed(123)\ndat_mixed &lt;- data.frame(\n  ID = rep(1:20, each = 3),\n  Group = rep(c(\"A\", \"B\"), each = 30),\n  Time = rep(c(\"Pre\", \"Mid\", \"Post\"), 20),\n  Score = c(\n    rnorm(30, mean = c(50, 60, 70), sd = 5), # Group A: \u4e0a\u6607\u50be\u5411\n    rnorm(30, mean = c(50, 52, 53), sd = 5)  # Group B: \u6a2a\u3070\u3044\u50be\u5411\n  )\n)\n\n# 2. \u6df7\u5408\u30c7\u30b6\u30a4\u30f3\u306e\u5206\u6563\u5206\u6790\nmodel_mixed &lt;- aov_ez(id = \"ID\", dv = \"Score\", data = dat_mixed, \n                      between = \"Group\", within = \"Time\")\n\n# 3. \u52b9\u679c\u91cf\uff08\u504f\u30a4\u30fc\u30bf2\u4e57\uff09\u306e\u7b97\u51fa\nres_mixed &lt;- eta_squared(model_mixed, partial = TRUE)\n\n# \u7d50\u679c\u306e\u8868\u793a\nprint(model_mixed)\nprint(res_mixed)\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u679c\u51fa\u529b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>> # \u7d50\u679c\u306e\u8868\u793a\n> print(model_mixed)\nAnova Table (Type 3 tests)\n\nResponse: Score\n      Effect          df   MSE         F  ges p.value\n1      Group       1, 18 14.83 52.52 *** .404   &lt;.001\n2       Time 1.86, 33.44 26.37 28.14 *** .545   &lt;.001\n3 Group:Time 1.86, 33.44 26.37 13.42 *** .364   &lt;.001\n---\nSignif. codes:  0 \u2018***\u2019 0.001 \u2018**\u2019 0.01 \u2018*\u2019 0.05 \u2018+\u2019 0.1 \u2018 \u2019 1\n\nSphericity correction method: GG \n> print(res_mixed)\n# Effect Size for ANOVA (Type III)\n\nParameter  | Eta2 (partial) |       95% CI\n------------------------------------------\nGroup      |           0.74 | &#91;0.54, 1.00]\nTime       |           0.61 | &#91;0.43, 1.00]\nGroup:Time |           0.43 | &#91;0.21, 1.00]\n\n- One-sided CIs: upper bound fixed at &#91;1.00].\n> <\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u884c\u7d50\u679c\u306e\u8aad\u307f\u89e3\u304d\u3068\u89e3\u91c8<\/h2>\n\n\n\n<p>\u89e3\u6790\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6975\u3081\u3066\u5f37\u3044\u52b9\u679c\u304c\u793a\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u52b9\u679c\u91cf\u306e\u89e3\u91c8<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u8981\u56e0<\/strong><\/td><td><strong>\u504f\u30a4\u30fc\u30bf2\u4e57 ($\\eta_p^2$)<\/strong><\/td><td><strong>\u89e3\u91c8<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>Group (\u7fa4\u9593)<\/strong><\/td><td><strong>0.74<\/strong><\/td><td><strong>\u6700\u5f37\u306e\u52b9\u679c\u3002<\/strong> \u5168\u4f53\u306e\u5909\u52d5\u306e74%\u304c\u7fa4\u306e\u9055\u3044\u306b\u8d77\u56e0\u3059\u308b\u3002<\/td><\/tr><tr><td><strong>Time (\u6642\u671f)<\/strong><\/td><td><strong>0.61<\/strong><\/td><td><strong>\u5f37\u3044\u52b9\u679c\u3002<\/strong> \u6642\u671f\u306b\u3088\u308b\u30b9\u30b3\u30a2\u5909\u5316\u304c\u660e\u78ba\u3067\u3042\u308b\u3002<\/td><\/tr><tr><td><strong>Group:Time (\u4ea4\u4e92\u4f5c\u7528)<\/strong><\/td><td><strong>0.43<\/strong><\/td><td><strong>\u6700\u91cd\u8981\u3002<\/strong> \u7fa4\u306b\u3088\u3063\u3066\u30b9\u30b3\u30a2\u306e\u63a8\u79fb\u304c\u5168\u304f\u7570\u306a\u308b\u3053\u3068\u3092\u793a\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>&#x1f4a1; \u4ea4\u4e92\u4f5c\u7528\uff08$\\eta_p^2 = 0.43$\uff09\u306e\u610f\u7fa9<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u6570\u5024\u304c\u9ad8\u3044\u3053\u3068\u306f\u3001\u300cA\u7fa4\u306f\u5287\u7684\u306b\u4f38\u3073\u305f\u304c\u3001B\u7fa4\u306f\u307b\u307c\u5909\u5316\u3057\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u3001\u7fa4\u3068\u6642\u9593\u306e\u76f8\u4e57\u52b9\u679c\u3092\u79d1\u5b66\u7684\u306b\u88cf\u4ed8\u3051\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">95%CI\u3092\u7528\u3044\u305f\u8996\u899a\u5316<\/h2>\n\n\n\n<p>\u30e2\u30c7\u30eb\u304b\u3089\u8a08\u7b97\u3055\u308c\u308b\u52b9\u679c\u91cf\u3092\u8ad6\u3058\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u30b0\u30e9\u30d5\u306e\u30a8\u30e9\u30fc\u30d0\u30fc\u3082<span class=\"swl-marker mark_orange\">\u30e2\u30c7\u30eb\u304b\u3089\u8a08\u7b97\u3055\u308c\u305f95%\u4fe1\u983c\u533a\u9593\uff08CI\uff09<\/span>\u3067\u63c3\u3048\u308b\u306e\u304c\u9069\u5207\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30e2\u30c7\u30eb\u304b\u3089\u63a8\u5b9a\u5e73\u5747\u5024\u306895%CI\u3092\u53d6\u5f97\u3057\u3066\u30b0\u30e9\u30d5\u5316\nplot_data_ci &lt;- as.data.frame(emmeans(model_mixed, ~ Group * Time))\nplot_data_ci$Time &lt;- factor(plot_data_ci$Time, levels = c(\"Pre\", \"Mid\", \"Post\"))\n\n# 95%CI\u3092\u30a8\u30e9\u30fc\u30d0\u30fc\u306b\u3057\u305f\u30b0\u30e9\u30d5\u306e\u63cf\u753b\nggplot(plot_data_ci, aes(x = Time, y = emmean, color = Group, group = Group)) +\n  geom_line(size = 1.2) + \n  geom_point(size = 3) + \n  geom_errorbar(aes(ymin = lower.CL, ymax = upper.CL), width = 0.1, size = 0.8) + \n  labs(title = \"\u6642\u671f\u3068\u7fa4\u306b\u3088\u308b\u30b9\u30b3\u30a2\u63a8\u79fb\uff08\u5e73\u5747\u5024 \u00b1 95%CI\uff09\",\n       x = \"\u6e2c\u5b9a\u6642\u671f\", y = \"\u63a8\u5b9a\u5e73\u5747\u5024\", color = \"\u7fa4\") +\n  theme_minimal()\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"963\" height=\"709\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image.png\" alt=\"\" class=\"wp-image-4534\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image.png 963w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-300x221.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image-768x565.png 768w\" sizes=\"(max-width: 963px) 100vw, 963px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u306a\u305c95%CI\u304b<\/strong>: \u6a19\u6e96\u8aa4\u5dee\uff08SE\uff09\u3088\u308a\u3082\u300c\u5e73\u5747\u5024\u306e\u63a8\u5b9a\u306e\u78ba\u304b\u3055\u300d\u3092\u53b3\u5bc6\u306b\u793a\u305b\u308b\u304b\u3089\u3067\u3042\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u8df5\u306b\u3042\u305f\u3063\u3066\u306e\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u30ed\u30f3\u30b0\u578b\u300d\u30c7\u30fc\u30bf\u306e\u69cb\u9020<\/h3>\n\n\n\n<p>R\u306e\u89e3\u6790\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u300c\u30ed\u30f3\u30b0\u578b\u300d\u5f62\u5f0f\u304c\u5fc5\u9808\u3068\u306a\u308b\u3002ID = 1 \u306e\u4e0b\u306b\u3001ID = 2, 3 &#8230; \u306e\u884c\u304c\u7e26\u65b9\u5411\u306b\u7a4d\u307f\u91cd\u306a\u308b\u5f62\u5f0f\u3092\u30ed\u30f3\u30b0\u578b\u3068\u547c\u3076\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>ID (\u53c2\u52a0\u8005)<\/strong><\/td><td><strong>Time (\u6642\u671f)<\/strong><\/td><td><strong>Score (\u5024)<\/strong><\/td><td><strong>Group<\/strong><\/td><\/tr><\/thead><tbody><tr><td>1<\/td><td>Pre<\/td><td>50<\/td><td>A<\/td><\/tr><tr><td>1<\/td><td>Mid<\/td><td>55<\/td><td>A<\/td><\/tr><tr><td>1<\/td><td>Post<\/td><td>60<\/td><td>A<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ad6\u6587\u3078\u306e\u8a18\u8f09\u4f8b<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u300c\u6642\u671f\u3068\u7fa4\u306e\u4ea4\u4e92\u4f5c\u7528\u3092\u691c\u8a0e\u3057\u305f\u7d50\u679c\u3001\u6709\u610f\u306a\u5dee\u304c\u8a8d\u3081\u3089\u308c\u305f\uff08$F(1.86, 33.44) = 13.42, p &lt; .001$\uff09\u3002\u52b9\u679c\u91cf\u3068\u3057\u3066\u504f\u30a4\u30fc\u30bf2\u4e57\u3092\u7b97\u51fa\u3057\u305f\u3068\u3053\u308d\u3001$\\eta_p^2 = .43$ [95% CI: .21, 1.00] \u3067\u3042\u308a\u3001\u5927\u304d\u306a\u52b9\u679c\u304c\u8a8d\u3081\u3089\u308c\u305f\u3002\u300d<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u53cd\u5fa9\u6e2c\u5b9a\u5206\u6563\u5206\u6790\u306b\u304a\u3044\u3066\u3001P\u5024\u3068\u52b9\u679c\u91cf\u3001\u305d\u3057\u3066\u4fe1\u983c\u533a\u9593\u3092\u30bb\u30c3\u30c8\u3067\u63d0\u793a\u3059\u308b\u3053\u3068\u306f\u3001\u73fe\u4ee3\u306e\u7d71\u8a08\u5831\u544a\u306b\u304a\u3051\u308b\u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>P\u5024<\/strong>\u3067\u300c\u5076\u7136\u3067\u306f\u306a\u3044\u3053\u3068\u300d\u3092\u5224\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u504f\u30a4\u30fc\u30bf2\u4e57<\/strong>\u3067\u300c\u73fe\u8c61\u306e\u5f71\u97ff\u529b\u300d\u3092\u6570\u5024\u5316\u3002<\/li>\n\n\n\n<li><strong>95%CI\u30b0\u30e9\u30d5<\/strong>\u3067\u300c\u7d50\u679c\u306e\u9811\u5065\u3055\u300d\u3092\u8996\u899a\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u3092\u63c3\u3048\u308b\u3053\u3068\u3067\u3001\u89e3\u6790\u7d50\u679c\u306e\u8aac\u5f97\u529b\u306f\u683c\u6bb5\u306b\u5411\u4e0a\u3059\u308b\u3002\u672c\u8a18\u4e8b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u53c2\u8003\u306b\u3001\u305c\u3072\u81ea\u8eab\u306e\u30c7\u30fc\u30bf\u3067\u3082\u7b97\u51fa\u3092\u8a66\u307f\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u3059\u3059\u3081\u66f8\u7c4d<\/h2>\n\n\n\n<p><a href=\"https:\/\/amzn.to\/3NpwJA3\">\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<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u5b9f\u9a13\u3067\u6709\u610f\u5dee\u304c\u51fa\u305f\u304c\u3001\u3053\u306e\u5dee\u306f\u3069\u308c\u304f\u3089\u3044\u5927\u304d\u3044\u3068\u8a00\u3048\u308b\u306e\u304b\uff1f\u300d \u300c\u8ad6\u6587\u3067\u52b9\u679c\u91cf\u3092\u5831\u544a\u3059\u308b\u3088\u3046\u306b\u8a00\u308f\u308c\u305f\u304c\u3001\u8a08\u7b97\u65b9\u6cd5\u304c\u308f\u304b\u3089\u306a\u3044\u300d \u7d71\u8a08\u89e3\u6790\u306b\u304a\u3044\u3066\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u52b9\u679c\u91cf\uff08Effect Size\uff09\u3060\u3002\u7279\u306b\u3001\u540c\u4e00\u5bfe\u8c61\u306b\u7e70 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4534,"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":[57],"tags":[],"class_list":["post-4533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-57"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2026\/01\/image.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4533","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=4533"}],"version-history":[{"count":1,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4533\/revisions"}],"predecessor-version":[{"id":4535,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/4533\/revisions\/4535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/4534"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=4533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=4533"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=4533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}