{"id":260,"date":"2022-08-28T11:19:54","date_gmt":"2022-08-28T02:19:54","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/sample-size-determination-for-structural-equation-modeling\/"},"modified":"2025-07-21T16:32:51","modified_gmt":"2025-07-21T07:32:51","slug":"sample-size-determination-for-structural-equation-modeling","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/sample-size-determination-for-structural-equation-modeling\/","title":{"rendered":"R \u3067\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u300c\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\uff08SEM\uff09\u306f\u3001\u306a\u3093\u3060\u304b\u96e3\u3057\u305d\u3046\u2026\u300d\u3068\u611f\u3058\u3066\u3044\u306a\u3044\u3060\u308d\u3046\u304b\u3002\u305d\u3057\u3066\u3001\u300c\u3069\u308c\u304f\u3089\u3044\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u3001\u3053\u306e\u5206\u6790\u304c\u3067\u304d\u308b\u306e\u3060\u308d\u3046\u304b\uff1f\u300d\u3068\u60a9\u3093\u3060\u3053\u3068\u306f\u306a\u3044\u3060\u308d\u3046\u304b\u3002\u8ad6\u6587\u3084\u7814\u7a76\u3067SEM\u3092\u4f7f\u3044\u305f\u3044\u3051\u308c\u3069\u3001\u7d71\u8a08\u3084\u6570\u5b66\u306f\u82e6\u624b\u3060\u3068\u3044\u3046\u65b9\u3001\u5b89\u5fc3\u3057\u3066\u307b\u3057\u3044\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u304c\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304b\u3001\u305d\u3057\u3066\u5206\u6790\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\uff08\u30c7\u30fc\u30bf\u306e\u91cf\uff09\u3092\u3001<strong>\u306a\u308b\u3079\u304f\u5c02\u9580\u7528\u8a9e\u3092\u4f7f\u308f\u305a\u306b<\/strong>\u3001R\u3092\u4f7f\u3063\u305f\u8a08\u7b97\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3059\u308b\u3002\u3042\u306a\u305f\u306e\u7814\u7a76\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u7b2c\u4e00\u6b69\u3092\u3001\u4e00\u7dd2\u306b\u8e0f\u307f\u51fa\u305d\u3046\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\uff08\u69cb\u9020\u65b9\u7a0b\u5f0f\u30e2\u30c7\u30ea\u30f3\u30b0 SEM\uff09\u306e\u6982\u7565<\/h2>\n\n\n\n<p>\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\uff08Structural Equation Modeling: SEM\uff09\u306f\u3001\u305f\u304f\u3055\u3093\u306e\u5909\u6570\u9593\u306e\u95a2\u4fc2\u6027\u3092\u3001\u307e\u308b\u3067\u8907\u96d1\u306a\u9053\u8def\u7db2\u306e\u3088\u3046\u306b\u56f3\u3067\u8868\u73fe\u3057\u3001\u305d\u306e\u95a2\u4fc2\u304c\u3069\u308c\u304f\u3089\u3044\u5f37\u3044\u306e\u304b\u3092\u7d71\u8a08\u7684\u306b\u660e\u3089\u304b\u306b\u3059\u308b\u5206\u6790\u624b\u6cd5\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u300c\u5b66\u7fd2\u6642\u9593\u300d\u304c\u300c\u7406\u89e3\u5ea6\u300d\u306b\u5f71\u97ff\u3057\u3001\u300c\u7406\u89e3\u5ea6\u300d\u304c\u300c\u30c6\u30b9\u30c8\u306e\u6210\u7e3e\u300d\u306b\u5f71\u97ff\u3059\u308b\u3001\u3055\u3089\u306b\u300c\u5b66\u7fd2\u610f\u6b32\u300d\u3082\u3053\u308c\u3089\u3059\u3079\u3066\u306b\u5f71\u97ff\u3059\u308b\u2026\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u305f\u304f\u3055\u3093\u306e\u8981\u7d20\u304c\u7d61\u307f\u5408\u3063\u3066\u3044\u308b\u72b6\u6cc1\u3092\u5206\u6790\u3057\u305f\u3044\u3068\u304d\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5206\u6790\u306e\u3059\u3054\u3044\u3068\u3053\u308d\u306f\u3001\u76f4\u63a5\u6e2c\u5b9a\u3067\u304d\u306a\u3044\u300c\u6f5c\u5728\u5909\u6570\u300d\uff08\u305f\u3068\u3048\u3070\u3001\u300c\u5b66\u7fd2\u610f\u6b32\u300d\u3084\u300c\u9867\u5ba2\u6e80\u8db3\u5ea6\u300d\u306a\u3069\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u8907\u6570\u306e\u8cea\u554f\u9805\u76ee\u304b\u3089\u63a8\u6e2c\u3059\u308b\u3088\u3046\u306a\u3082\u306e\uff09\u3092\u6271\u3048\u308b\u70b9\u3060\u3002\u305d\u308c\u305e\u308c\u306e\u77e2\u5370\u306e\u300c\u5f37\u3055\u300d\u3092\u6570\u5024\u3067\u793a\u3059\u3053\u3068\u3067\u3001\u3069\u306e\u95a2\u4fc2\u304c\u91cd\u8981\u306a\u306e\u304b\u3092\u4e00\u76ee\u3067\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\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\">\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u8003\u3048\u65b9<\/h2>\n\n\n\n<p>\u3069\u3093\u306a\u7d71\u8a08\u5206\u6790\u3067\u3082\u305d\u3046\u3060\u304c\u3001\u5206\u6790\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u30c7\u30fc\u30bf\uff08\u30b5\u30f3\u30d7\u30eb\u6570\uff09\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306f\u7279\u306b\u3001\u6271\u3046\u5909\u6570\u304c\u591a\u304f\u3001\u8907\u96d1\u306a\u95a2\u4fc2\u6027\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u3001\u4ed6\u306e\u7d71\u8a08\u624b\u6cd5\u306b\u6bd4\u3079\u3066\u591a\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5fc5\u8981\u306b\u306a\u308b\u50be\u5411\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u300c\u3067\u306f\u3001\u5177\u4f53\u7684\u306b\u4f55\u4eba\u5206\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u7591\u554f\u304c\u308f\u304f\u3053\u3068\u3060\u308d\u3046\u3002\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u300cSEM\u306a\u3089\u5fc5\u305a\u3053\u306e\u4eba\u6570\uff01\u300d\u3068\u3044\u3046\u9b54\u6cd5\u306e\u3088\u3046\u306a\u6570\u5b57\u306f\u306a\u3044\u3002\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u3001\u5206\u6790\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3084\u3001\u671f\u5f85\u3059\u308b\u52b9\u679c\u306e\u5927\u304d\u3055\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u8981\u7d20\u306b\u3088\u3063\u3066\u5909\u308f\u3063\u3066\u304f\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3044\u304f\u3064\u304b\u306e\u7d4c\u9a13\u5247\u3084\u3001\u7d71\u8a08\u7684\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308b\u3002\u3056\u3063\u304f\u308a\u3068\u3057\u305f\u76ee\u5b89\u3068\u3057\u3066\u306f\u3001<strong>\u300c\u5206\u6790\u306b\u4f7f\u3046\u5909\u6570\u306e\u6570\u300d\u306e10\u500d\uff5e20\u500d\u7a0b\u5ea6\u306e\u30b5\u30f3\u30d7\u30eb\u6570<\/strong>\u304c\u5fc5\u8981\u3060\u3068\u8a00\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u5206\u6790\u306b10\u500b\u306e\u5909\u6570\u3092\u4f7f\u3046\u306a\u3089\u3001100\u4eba\uff5e200\u4eba\u304f\u3089\u3044\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u5b89\u5fc3\u3001\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3060\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u3042\u304f\u307e\u3067\u76ee\u5b89\u3067\u3042\u308a\u3001\u30e2\u30c7\u30eb\u304c\u975e\u5e38\u306b\u8907\u96d1\u3060\u3063\u305f\u308a\u3001\u975e\u5e38\u306b\u5c0f\u3055\u3044\u52b9\u679c\u3092\u898b\u3064\u3051\u305f\u3044\u5834\u5408\u306b\u306f\u3001\u3082\u3063\u3068\u591a\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-1349477626\" 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\">\u5177\u4f53\u4f8b\u3068R\u3067\u306e\u8a08\u7b97\u4f8b<\/h2>\n\n\n\n<p>\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306b\u304a\u3051\u308b\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u8a08\u7b97\u306f\u3001\u4e00\u822c\u7684\u306b\u300c\u691c\u51fa\u529b\u5206\u6790\uff08Power Analysis\uff09\u300d\u3068\u3044\u3046\u624b\u6cd5\u3092\u7528\u3044\u3066\u884c\u308f\u308c\u308b\u3002\u3053\u308c\u306f\u3001\u300c\u3053\u306e\u304f\u3089\u3044\u306e\u52b9\u679c\u304c\u3042\u308b\u3068\u3057\u3066\u3001\u305d\u306e\u52b9\u679c\u3092\u7d71\u8a08\u7684\u306b\u898b\u3064\u3051\u51fa\u3059\u306e\u306b\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u3044\u304f\u3064\u306a\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u7b54\u3048\u308b\u305f\u3081\u306e\u3082\u306e\u3060\u3002<\/p>\n\n\n\n<p>R\u306b\u306f\u3001\u3053\u306e\u691c\u51fa\u529b\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u4fbf\u5229\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u3044\u304f\u3064\u304b\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001<code>semPower<\/code>\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3063\u305f\u7c21\u5358\u306a\u8a08\u7b97\u4f8b\u3092\u898b\u3066\u307f\u3088\u3046\u3002<\/p>\n\n\n\n<p><code>semPower<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u3001\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306e\u691c\u51fa\u529b\u5206\u6790\u306b\u7279\u5316\u3057\u3066\u304a\u308a\u3001\u6bd4\u8f03\u7684\u76f4\u611f\u7684\u306b\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001RStudio \u306a\u3069 R \u3092\u958b\u3044\u3066\u3001\u307e\u3060\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f<code>semPower<\/code>\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># semPower\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff08\u521d\u56de\u306e\u307f\uff09\ninstall.packages(\"semPower\")\n\n# \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u8aad\u307f\u8fbc\u307f\nlibrary(semPower)<\/code><\/pre>\n\n\n\n<p>\u6b21\u306b\u3001\u7c21\u5358\u306a\u30e2\u30c7\u30eb\u3092\u60f3\u5b9a\u3057\u3066\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3057\u3066\u307f\u3088\u3046\u3002<br>\u3053\u3053\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u4eee\u5b9a\u3092\u304a\u3044\u3066\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u7531\u5ea6 (df)<\/strong>: \u5206\u6790\u30e2\u30c7\u30eb\u304c\u3069\u308c\u304f\u3089\u3044\u8907\u96d1\u304b\u3092\u793a\u3059\u6307\u6a19\u3067\u3042\u308b\u3002\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u306b\u5fdc\u3058\u3066\u5909\u308f\u308b\u304c\u3001\u624b\u8a08\u7b97\u306f\u96e3\u3057\u3044\u305f\u3081\u3001\u3053\u3053\u3067\u306f\u4eee\u306e\u6570\u5b57\u3092\u5165\u308c\u308b\u3002\u3082\u3057\u5b9f\u969b\u306b\u5206\u6790\u3059\u308b\u30e2\u30c7\u30eb\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u4e8b\u524d\u306b\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306a\u3069\u3067\u78ba\u8a8d\u3067\u304d\u308b\u3002\u3053\u3053\u3067\u306f\u4eee\u306b<strong>df = 50<\/strong>\u3068\u3059\u308b\uff08\u4e00\u822c\u7684\u306a\u8ad6\u6587\u3067\u3088\u304f\u898b\u3089\u308c\u308b\u30e2\u30c7\u30eb\u306e\u81ea\u7531\u5ea6\u306b\u8fd1\u3044\u6570\u5024\u3060\uff09\u3002 \u4e0b\u8a18\u306b\u88dc\u8db3\u3042\u308a\u3002<\/li>\n\n\n\n<li><strong>\u52b9\u679c\u91cf (effect = .05, effect.measure = &#8220;RMSEA&#8221;)<\/strong>: <strong>\u898b\u3064\u3051\u305f\u3044\u52b9\u679c\u306e\u5927\u304d\u3055\u3092\u793a\u3059\u6307\u6a19<\/strong>\u3067\u3042\u308b\u3002\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u300c\u4e0d\u9069\u5408\u5ea6\uff08\u3069\u308c\u304f\u3089\u3044\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u304c\u30ba\u30ec\u3066\u3044\u308b\u304b\uff09\u300d\u304c\u3069\u306e\u7a0b\u5ea6\u3042\u308c\u3070\u300c\u610f\u5473\u306e\u3042\u308b\u52b9\u679c\u300d\u3068\u307f\u306a\u3059\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u6570\u5024\u3067\u8868\u3059\u3002\u3053\u3053\u3067\u306f\u3001RMSEA\uff08Root Mean Square Error of Approximation\uff09\u3068\u3044\u3046\u9069\u5408\u5ea6\u6307\u6a19\u3092\u7528\u3044\u3066\u52b9\u679c\u91cf\u3092\u6307\u5b9a\u3059\u308b\u3002\u4e0b\u8a18\u306bRMSEA\u306b\u3064\u3044\u3066\u88dc\u8db3\u3042\u308a\u3002<\/li>\n\n\n\n<li><strong>\u6709\u610f\u6c34\u6e96 (alpha)<\/strong>: \u7d71\u8a08\u7684\u306a\u5224\u65ad\u306e\u57fa\u6e96\u3068\u306a\u308b\u78ba\u7387\u3067\u3001\u901a\u5e38\u306f<code>0.05<\/code>\uff085%\uff09\u304c\u4f7f\u308f\u308c\u308b\u3002\u3053\u308c\u306f\u300c\u672c\u5f53\u306f\u52b9\u679c\u304c\u306a\u3044\u306e\u306b\u3001\u3042\u308b\u3068\u9593\u9055\u3063\u3066\u5224\u65ad\u3057\u3066\u3057\u307e\u3046\u78ba\u7387\u300d\u306e\u3053\u3068\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u691c\u51fa\u529b (1 &#8211; beta)<\/strong>: <strong>\u672c\u5f53\u306b\u52b9\u679c\u304c\u3042\u308b\u3068\u304d\u306b\u3001\u305d\u306e\u52b9\u679c\u3092\u6b63\u3057\u304f\u898b\u3064\u3051\u51fa\u305b\u308b\u78ba\u7387<\/strong>\u3067\u3042\u308b\u3002<code>semPower.aPriori()<\/code>\u95a2\u6570\u3067\u306f\u3001<code>beta<\/code>\u3068\u3044\u3046\u5f15\u6570\u3067\u300c\u30bf\u30a4\u30d7II\u30a8\u30e9\u30fc\uff08\u691c\u51fa\u3067\u304d\u306a\u304b\u3063\u305f\u9593\u9055\u3044\uff09\u300d\u306e\u78ba\u7387\u3092\u6307\u5b9a\u3059\u308b\u3002<code>beta<\/code>\u306f<code>1 - power<\/code>\u306e\u95a2\u4fc2\u306b\u3042\u308b\u306e\u3067\u3001\u901a\u5e38\u76ee\u6a19\u3068\u3055\u308c\u308b\u691c\u51fa\u529b80%\uff080.80\uff09\u306f\u3001<code>beta = 1 - 0.80 = 0.20<\/code>\u3068\u6307\u5b9a\u3059\u308b\u3002<code>power = 0.80 <\/code>\u3068\u76f4\u63a5\u7684\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"has-border -border03\"><strong>\u88dc\u8db3\uff1a\u81ea\u7531\u5ea6\uff08df\uff09\u306b\u3064\u3044\u3066<\/strong> \u81ea\u7531\u5ea6\u3068\u306f\u3001\u30e2\u30c7\u30eb\u304c\u300c\u3069\u308c\u3060\u3051\u306e\u60c5\u5831\u3092\u8aac\u660e\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u304b\u300d\u304b\u3089\u300c\u3069\u308c\u3060\u3051\u306e\u672a\u77e5\u306e\u5024\u3092\u63a8\u5b9a\u3059\u308b\u304b\u300d\u3092\u5f15\u3044\u305f\u3082\u306e\u3060\u3002\u3056\u3063\u304f\u308a\u8a00\u3048\u3070\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300c\u3069\u308c\u3060\u3051\u30c7\u30fc\u30bf\u306e\u60c5\u5831\u306b\u4f59\u88d5\u304c\u3042\u308b\u304b\u300d<\/mark>\u3092\u793a\u3059\u3088\u3046\u306a\u3082\u306e\u3068\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306e\u81ea\u7531\u5ea6\u306f\u3001\u4ee5\u4e0b\u306e\u8a08\u7b97\u5f0f\u3067\u8868\u3055\u308c\u308b\u3002 $$\\text{\u81ea\u7531\u5ea6 (df)} = \\frac{n(n + 1)}{2} &#8211; \\text{(\u63a8\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570)}$$<br><br>\u3053\u3053\u3067\u3001<br><br>$n$: \u89b3\u6e2c\u5909\u6570\uff08\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5b9f\u969b\u306b\u624b\u306b\u5165\u308b\u5909\u6570\u3001\u305f\u3068\u3048\u3070\u30a2\u30f3\u30b1\u30fc\u30c8\u306e\u8cea\u554f\u9805\u76ee\u306a\u3069\uff09\u306e\u6570<br><br>$\\frac{n(n+1)}{2}$: \u89b3\u6e2c\u5909\u6570\u9593\u306e\u5206\u6563\uff08\u5404\u5909\u6570\u306e\u3070\u3089\u3064\u304d\uff09\u3068\u5171\u5206\u6563\uff08\u5909\u6570\u9593\u306e\u95a2\u9023\u6027\uff09\u306e\u5408\u8a08\u6570\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8aac\u660e\u3059\u3079\u304d\u300c\u60c5\u5831\u306e\u7dcf\u6570\u300d\u3068\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br><br>\u63a8\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570: \u30e2\u30c7\u30eb\u306e\u30d1\u30b9\uff08\u77e2\u5370\uff09\u306e\u5f37\u3055\u3084\u3001\u6f5c\u5728\u5909\u6570\u306e\u8aa4\u5dee\u306e\u5927\u304d\u3055\u306a\u3069\u3001\u30e2\u30c7\u30eb\u306e\u4e2d\u306e\u672a\u77e5\u306e\u5024\u3067\u3001\u5206\u6790\u306b\u3088\u3063\u3066\u6c7a\u5b9a\u3059\u3079\u304d\u3082\u306e\u306e\u7dcf\u6570\u3067\u3042\u308b\u3002<br><br>\u3053\u306e\u5f0f\u3092\u898b\u308b\u3068\u3001\u89b3\u6e2c\u5909\u6570\u304c\u591a\u3044\u307b\u3069\u3001\u307e\u305f\u63a8\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u6570\u304c\u5c11\u306a\u3044\uff08\u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308b\uff09\u307b\u3069\u3001\u81ea\u7531\u5ea6\u306f\u5927\u304d\u304f\u306a\u308b\u3053\u3068\u304c\u308f\u304b\u308b\u3002\u81ea\u7531\u5ea6\u304c\u9ad8\u3044\u30e2\u30c7\u30eb\u307b\u3069\u3001\u30c7\u30fc\u30bf\u304c\u30e2\u30c7\u30eb\u3092\u300c\u8a66\u3057\u306b\u3044\u304f\u300d\u60c5\u5831\u304c\u591a\u304f\u3001\u305d\u306e\u5206\u3001\u30e2\u30c7\u30eb\u306e\u9069\u5408\u5ea6\u3092\u53b3\u3057\u304f\u8a55\u4fa1\u3067\u304d\u308b\u3001\u3068\u8003\u3048\u3089\u308c\u308b\u3002\u5f8c\u8ff0\u3059\u308b\u304c\u3001\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\u300d\u304c\u5927\u304d\u304f\u306a\u308a\u3001\u5927\u304d\u306a\u30ba\u30ec\u306e\u691c\u51fa\u306e\u305f\u3081\u306b\u306f\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u5c11\u306a\u304f\u3066\u3059\u3080\u3002<\/p>\n\n\n\n<p class=\"has-border -border03\"><strong>\u88dc\u8db3\uff1aRMSEA \u306b\u3064\u3044\u3066 <\/strong>RMSEA\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u8003\u616e\u3057\u305f\u4e0a\u3067\u3001\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30ba\u30ec\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19\u3067\u30010\u306b\u8fd1\u3044\u307b\u3069\u30e2\u30c7\u30eb\u306e\u9069\u5408\u304c\u826f\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u3002<br><br><code>effect = .05<\/code>\u3092<code>effect.measure = \"RMSEA\"<\/code>\u3068\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300c\u30e2\u30c7\u30eb\u306e\u4e0d\u9069\u5408\u5ea6\uff08\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30ba\u30ec\uff09\u304cRMSEA\u30670.05\u4ee5\u4e0a\u3042\u308b\u5834\u5408\u306b\u3001\u305d\u308c\u3092\u7d71\u8a08\u7684\u306b\u691c\u51fa\u3057\u305f\u3044\u300d<\/mark>\u3068\u3044\u3046\u610f\u601d\u8868\u793a\u306b\u306a\u308b\u3002\u3064\u307e\u308a\u3001RMSEA\u304c0.05\u7a0b\u5ea6\u4ee5\u4e0a\u305a\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u3092\u691c\u51fa\u3057\u305f\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\u3002<br><br><code>semPower<\/code>\u3067\u306f\u3001RMSEA\u306e\u5024\u3092\u7528\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u52b9\u679c\u306e\u5927\u304d\u3055\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u308b\u3002<br><strong>RMSEA = 0.01<\/strong>\uff1a<strong>\u5c0f\u3055\u3044\u52b9\u679c<\/strong>\u3002\u975e\u5e38\u306b\u308f\u305a\u304b\u306a\u30ba\u30ec\u3067\u3082\u898b\u3064\u3051\u305f\u3044\u5834\u5408\u3002<br><strong>RMSEA = 0.05<\/strong>\uff1a<strong>\u4e2d\u7a0b\u5ea6\u306e\u52b9\u679c<\/strong>\u3002\u4e00\u822c\u7684\u306a\u7814\u7a76\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u76ee\u5b89\u3002<br><strong>RMSEA = 0.10<\/strong>\uff1a<strong>\u5927\u304d\u306a\u52b9\u679c<\/strong>\u3002\u304b\u306a\u308a\u306f\u3063\u304d\u308a\u3068\u3057\u305f\u30ba\u30ec\u304c\u898b\u3089\u308c\u308b\u5834\u5408\u306b\u8a2d\u5b9a\u3002<br><br><strong>\u6570\u5024\u304c\u5c0f\u3055\u3044\u307b\u3069\u3001\u3088\u308a\u308f\u305a\u304b\u306a\u52b9\u679c\u3092\u898b\u3064\u3051\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u3001\u305d\u306e\u305f\u3081\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5024\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3057\u3066\u307f\u3088\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u8a08\u7b97\uff08semPower.aPriori\u3092\u4f7f\u7528\uff09\n# effect: \u691c\u51fa\u3057\u305f\u3044\u52b9\u679c\u306e\u5927\u304d\u3055 (RMSEA\u306e\u5024\u3067\u6307\u5b9a)\n# effect.measure: \u52b9\u679c\u91cf\u306e\u5c3a\u5ea6\uff08\u3053\u3053\u3067\u306fRMSEA\uff09\n# alpha: \u6709\u610f\u6c34\u6e96\n# beta: \u30bf\u30a4\u30d7II\u30a8\u30e9\u30fc\u306e\u78ba\u7387\uff081 - \u691c\u51fa\u529b\uff09\n# df: \u30e2\u30c7\u30eb\u306e\u81ea\u7531\u5ea6\n\nsample_size_result &lt;- semPower.aPriori(\n  effect = .05,           # \u691c\u51fa\u3057\u305f\u3044RMSEA\u306e\u4e0d\u9069\u5408\u5ea6\uff08\u4e2d\u7a0b\u5ea6\u306e\u52b9\u679c\uff09\n  effect.measure = \"RMSEA\",\n  alpha = .05,            # \u6709\u610f\u6c34\u6e965%\n  beta = .20,             # \u691c\u51fa\u529b80% (1 - 0.80 = 0.20)\n  df = 50                 # \u30e2\u30c7\u30eb\u306e\u81ea\u7531\u5ea6\uff08\u4eee\u306e\u5024\uff09\n)\n\n# \u7d50\u679c\u306e\u8868\u793a\nsummary(sample_size_result)<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001R\u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>semPower: A priori power analysis\n\nF0                          0.125000\nRMSEA                       0.050000\nMc                          0.939413\n\ndf                          50      \nRequired Num Observations   243     \n\nCritical Chi-Square         67.50480\nNCP                         30.25000\nAlpha                       0.050000\nBeta                        0.199142\nPower (1 - Beta)            0.800858\nImplied Alpha\/Beta Ratio    0.251077<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u7d50\u679c\u304b\u3089\u3001\u300c<strong>\u7d04243\u4eba\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981<\/strong>\u300d\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u308b\u3002<\/p>\n\n\n\n<p>\u3082\u3057\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\uff08\u63a8\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\uff09\u304c\u3082\u3063\u3068\u9ad8\u304b\u3063\u305f\u308a\u3001\u3082\u3063\u3068\u5c0f\u3055\u3044\u52b9\u679c\uff08RMSEA\u306e\u5024\u3092\u5c0f\u3055\u304f\u3059\u308b\u3001\u305f\u3068\u3048\u30700.01\u306a\u3069\uff09\u3092\u898b\u3064\u3051\u305f\u3044\u5834\u5408\u306f\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u591a\u304f\u306a\u308b\u3002\u9006\u306b\u3001\u691c\u51fa\u529b\u3092\u5c11\u3057\u4e0b\u3052\u3066\u3082\u3088\u3044\uff08beta\u306e\u5024\u3092\u4e0a\u3052\u308b\u3001\u305f\u3068\u3048\u30700.30\u306a\u3069\uff09\u3068\u8003\u3048\u308b\u306a\u3089\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u5c11\u306a\u304f\u306a\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\"><strong>\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\uff1aRMSEA\u3068\u81ea\u7531\u5ea6\u3001\u305d\u3057\u3066\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\u300d<\/strong><\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u5c11\u3057\u88dc\u8db3\u3055\u305b\u3066\u307b\u3057\u3044\u3002\u3082\u3057\u304b\u3057\u305f\u3089\u3001\u300c\u81ea\u7531\u5ea6\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3082\u5897\u3048\u308b\u3093\u3058\u3083\u306a\u3044\u306e\u304b\uff1f\u300d\u3068\u7591\u554f\u306b\u601d\u3063\u305f\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u5b9f\u969b\u3001\u7d71\u8a08\u5206\u6790\u3067\u306f\u4e00\u822c\u7684\u306b\u305d\u306e\u50be\u5411\u304c\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u4e0a\u8a18\u306e\u8a08\u7b97\u7d50\u679c\u3067\u306f\u3001\u81ea\u7531\u5ea6\u304c\u5c0f\u3055\u3044\u5834\u5408\u306e\u65b9\u304c\u3001\u81ea\u7531\u5ea6\u304c\u5927\u304d\u3044\u5834\u5408\u3088\u308a\u3082\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u591a\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u306a\u305c\u3060\u308d\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u80cc\u666f\u306b\u306f\u3001<strong>RMSEA\u3068\u3044\u3046\u52b9\u679c\u91cf\u306e\u7279\u6027<\/strong>\u304c\u6df1\u304f\u95a2\u308f\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p><strong>RMSEA\u306f\u300c\u81ea\u7531\u5ea6\u3042\u305f\u308a\u306e\u4e0d\u9069\u5408\u5ea6\u300d\u3092\u8868\u3059\u6307\u6a19\u3067\u3042\u308b\u3002<\/strong> \u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u30e2\u30c7\u30eb\u306e\u8907\u96d1\u3055\u3092\u8003\u616e\u306b\u5165\u308c\u305f\u4e0a\u3067\u3001\u300c1\u81ea\u7531\u5ea6\u3042\u305f\u308a\u3001\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u304c\u3069\u308c\u304f\u3089\u3044\u30ba\u30ec\u3066\u3044\u308b\u304b\u300d\u3092\u793a\u3059\u3002<\/p>\n\n\n\n<p>$$\\text{RMSEA} = \\sqrt{\\frac{\\max(0, \\chi^2 &#8211; \\text{df})}{(\\text{N}-1) \\times \\text{df}}}$$<\/p>\n\n\n\n<p>\u3053\u306e\u5f0f\u306e\u5206\u6bcd\u306b $\\text{df}$ \u304c\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u76ee\u3057\u3066\u307b\u3057\u3044\u3002<\/p>\n\n\n\n<p>\u79c1\u305f\u3061\u304c<code>effect = 0.05, effect.measure = \"RMSEA\"<\/code>\u3068\u6307\u5b9a\u3059\u308b\u3068\u304d\u3001\u305d\u308c\u306f<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300cRMSEA\u304c0.05\u3068\u306a\u308b\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306e\u4e0d\u9069\u5408\u5ea6\u3092\u691c\u51fa\u3057\u305f\u3044\u300d<\/mark><strong>\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308b\u3002\u3053\u306e\u3068\u304d\u540c\u6642\u306b\u3001\u3053\u306e\u300cRMSEA = 0.05\u300d\u3068\u3044\u3046\u540c\u3058\u57fa\u6e96\u5024\u304c\u3001\u81ea\u7531\u5ea6\uff08df\uff09\u306b\u3088\u3063\u3066\u7570\u306a\u308b<\/strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\uff08F0\uff09\u300d<\/mark>\u3092\u610f\u5473\u3059\u308b\u306e\u3060\u3002<\/p>\n\n\n\n<p><code>semPower.aPriori<\/code>\u306e\u51fa\u529b\u7d50\u679c\u306b\u306f\u3001<code>F0<\/code>\u3068\u3044\u3046\u5024\u304c\u8868\u793a\u3055\u308c\u308b\u3002\u3053\u308c\u306f\u3001\u63a8\u5b9a\u3055\u308c\u305f\u975e\u5fc3\u5ea6\uff08Non-Centrality Parameter, NCP\uff09\u3092\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u3067\u5272\u3063\u305f\u5024\u3067\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300c\u691c\u51fa\u3057\u305f\u3044\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u30ba\u30ec\u306e\u7dcf\u91cf\u300d<\/mark>\u3060\u3068\u30a4\u30e1\u30fc\u30b8\u3057\u3066\u307b\u3057\u3044\u3002RMSEA\u3068F0\u3001\u81ea\u7531\u5ea6(df)\u306e\u95a2\u4fc2\u306f\u3001\u304a\u304a\u3088\u305d\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>$$F0 \\approx \\text{RMSEA}^2 \\times \\text{df}$$<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u540c\u3058RMSEA=0.05\u3067\u3082\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>df = 10 \u306e\u5834\u5408\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>$\\text{F0} \\approx 0.05^2 \\times 10 = 0.0025 \\times 10 = 0.025$<\/li>\n\n\n\n<li>\u3053\u306e\u5834\u5408\u3001\u691c\u51fa\u3057\u305f\u3044\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\u300d\u306f\u975e\u5e38\u306b\u5c0f\u3055\u3044<strong>0.025<\/strong>\u3067\u3042\u308b\u3002\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f<strong>651\u4eba<\/strong>\u3068\u306a\u308b\uff08\u8a08\u7b97\u7d50\u679c\u306f\u672a\u63b2\u8f09\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>df = 50 \u306e\u5834\u5408\uff08\u4eca\u56de\u306e\u4f8b\uff09\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>$\\text{F0} = 0.125000$ (\u51fa\u529b\u7d50\u679c\u3088\u308a)<\/li>\n\n\n\n<li>\u8a08\u7b97\u4e0a\u3082 $\\text{F0} \\approx 0.05^2 \\times 50 = 0.0025 \\times 50 = 0.125$<\/li>\n\n\n\n<li>\u3053\u306e\u5834\u5408\u3001\u691c\u51fa\u3057\u305f\u3044\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\u300d\u306f\u5148\u307b\u3069\u306e\u7d045\u500d\u306e<strong>0.125<\/strong>\u3067\u3042\u308b\u3002\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f<strong>243\u4eba<\/strong>\u3068\u8a08\u7b97\u3055\u308c\u305f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>df = 200 \u306e\u5834\u5408\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>$\\text{F0} \\approx 0.05^2 \\times 200 = 0.0025 \\times 200 = 0.50$<\/li>\n\n\n\n<li>\u3053\u306e\u5834\u5408\u3001\u691c\u51fa\u3057\u305f\u3044\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\u300d\u306f\u3055\u3089\u306b\u5927\u304d\u3044<strong>0.50<\/strong>\u3067\u3042\u308b\u3002\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f<strong>112\u4eba<\/strong>\u3068\u306a\u308b\uff08\u8a08\u7b97\u7d50\u679c\u672a\u63b2\u8f09\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001<strong>\u540c\u3058RMSEA\u5024\u3067\u3082\u3001\u81ea\u7531\u5ea6\uff08df\uff09\u304c\u5927\u304d\u3044\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u3001\u691c\u51fa\u3057\u305f\u3044\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\uff08F0\uff09\u300d\u306f\u5927\u304d\u304f\u306a\u308b\u3002<\/strong><\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001\u7d71\u8a08\u7684\u306a\u691c\u51fa\u529b\u5206\u6790\u306e\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u3068\u3057\u3066\u3001<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-swl-deep-01-color\">\u300c\u3088\u308a\u5927\u304d\u306a\u5dee\uff08\u52b9\u679c\uff09\uff08\u4eca\u56de\u306e\u5834\u5408\u300e\u30ba\u30ec\u306e\u7dcf\u91cf\u300f\uff09\u3092\u691c\u51fa\u3057\u305f\u3044\u5834\u5408\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306f\u5c11\u306a\u304f\u306a\u308b\u300d<\/mark>\u3068\u3044\u3046\u539f\u5247\u304c\u3042\u308b\u3002\u3053\u308c\u306f\u3001\u5c0f\u3055\u306a\u30ba\u30ec\u3092\u898b\u3064\u3051\u51fa\u3059\u305f\u3081\u306b\u306f\u7d30\u304b\u306a\u76ee\u304c\u5fc5\u8981\u3067\u591a\u304f\u306e\u30c7\u30fc\u30bf\u304c\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001\u5927\u304d\u306a\u30ba\u30ec\u306f\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u3082\u898b\u3064\u3051\u3084\u3059\u3044\u3001\u3068\u3044\u3046\u30a4\u30e1\u30fc\u30b8\u3060\u3002<\/p>\n\n\n\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u81ea\u7531\u5ea6\u304c\u5927\u304d\u3044\u30e2\u30c7\u30eb\u3067RMSEA=0.05\u3092\u691c\u51fa\u3057\u305f\u3044\u5834\u5408\uff08\u305d\u308c\u306f\u5927\u304d\u306aF0\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u306b\u306a\u308b\uff09\u3001\u81ea\u7531\u5ea6\u304c\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3067\u540c\u3058RMSEA=0.05\u3092\u691c\u51fa\u3057\u305f\u3044\u5834\u5408\uff08\u305d\u308c\u306f\u5c0f\u3055\u306aF0\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u306b\u306a\u308b\uff09\u3088\u308a\u3082\u3001<strong>\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u304f\u306a\u308b<\/strong>\u3068\u3044\u3046\u7d50\u679c\u304c\u751f\u307e\u308c\u308b\u308f\u3051\u3060\u3002<\/p>\n\n\n\n<p><strong>\u307e\u3068\u3081\u308b\u3068\uff1a<\/strong><\/p>\n\n\n\n<p>RMSEA\u3092\u6307\u5b9a\u3057\u3066\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u8a08\u7b97\u3059\u308b\u969b\u306f\u3001\u305d\u306e\u5024\u304c\u300c\u81ea\u7531\u5ea6\u3042\u305f\u308a\u306e\u30ba\u30ec\u300d\u3092\u793a\u3057\u3066\u304a\u308a\u3001<strong>\u540c\u3058RMSEA\u3067\u3042\u3063\u3066\u3082\u3001\u30e2\u30c7\u30eb\u306e\u81ea\u7531\u5ea6\u306b\u3088\u3063\u3066\u691c\u51fa\u3057\u305f\u3044\u300c\u30ba\u30ec\u306e\u7dcf\u91cf\uff08F0\uff09\u300d\u304c\u5927\u304d\u304f\u7570\u306a\u308b<\/strong>\u3001\u3068\u3044\u3046\u70b9\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\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\">\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u306b\u6e80\u305f\u306a\u3044\u5c11\u306a\u3044\u30b5\u30f3\u30d7\u30eb\u6570\u306e\u5834\u5408\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b<\/h2>\n\n\n\n<p>\u8a08\u7b97\u3057\u305f\u7d50\u679c\u3001\u300c\u3042\u308c\u3001\u3053\u3093\u306a\u306b\u305f\u304f\u3055\u3093\u306e\u30b5\u30f3\u30d7\u30eb\u3001\u96c6\u3081\u3089\u308c\u306a\u3044\uff01\u300d\u3068\u304c\u3063\u304b\u308a\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u3057\u304b\u3057\u3001\u8ae6\u3081\u308b\u306e\u306f\u307e\u3060\u65e9\u3044\u3002\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3044\u5834\u5408\u306b\u3067\u304d\u308b\u3044\u304f\u3064\u304b\u306e\u5bfe\u51e6\u6cd5\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30e2\u30c7\u30eb\u3092\u7c21\u7d20\u5316\u3059\u308b<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u5206\u6790\u3059\u308b\u5909\u6570\u306e\u6570\u3092\u6e1b\u3089\u3059\u3001\u3042\u308b\u3044\u306f\u8907\u6570\u306e\u5909\u6570\u3092\u307e\u3068\u3081\u3066\u4e00\u3064\u306e\u5909\u6570\u306b\u3059\u308b\u306a\u3069\u3001\u30e2\u30c7\u30eb\u5168\u4f53\u306e\u8907\u96d1\u3055\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u6e1b\u3089\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u5b9a\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u6570\u3092\u6e1b\u3089\u3059<\/strong>\uff1a\u30e2\u30c7\u30eb\u5185\u306e\u30d1\u30b9\uff08\u77e2\u5370\uff09\u3092\u6e1b\u3089\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u5024\u3092\u56fa\u5b9a\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u63a8\u5b9a\u3059\u3079\u304d\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u7dcf\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u81ea\u7531\u5ea6\u304c\u5897\u3048\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u7279\u306b\u3001\u7406\u8ad6\u7684\u306b\u91cd\u8981\u5ea6\u306e\u4f4e\u3044\u30d1\u30b9\uff08\u95a2\u4fc2\u6027\uff09\u3092\u524a\u9664\u3059\u308b\u3053\u3068\u3082\u691c\u8a0e\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6f5c\u5728\u5909\u6570\u306e\u6307\u6a19\u3092\u6e1b\u3089\u3059<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u6f5c\u5728\u5909\u6570\u3092\u69cb\u6210\u3059\u308b\u8cea\u554f\u9805\u76ee\u304c\u591a\u3059\u304e\u308b\u5834\u5408\u3001\u7406\u8ad6\u7684\u306b\u59a5\u5f53\u306a\u7bc4\u56f2\u3067\u9805\u76ee\u3092\u6e1b\u3089\u3059\u3053\u3068\u3092\u691c\u8a0e\u3059\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306b\u3088\u3063\u3066\u305d\u306e\u6f5c\u5728\u5909\u6570\u306e\u4fe1\u983c\u6027\u304c\u640d\u306a\u308f\u308c\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3060\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u3088\u308a\u300c\u5f37\u3044\u300d\u52b9\u679c\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u691c\u51fa\u3057\u305f\u3044\u52b9\u679c\u91cf\uff08<code>effect<\/code>\u306eRMSEA\u5024\uff09\u3092\u5c11\u3057\u5927\u304d\u3081\u306b\u8a2d\u5b9a\u3057\u76f4\u3059\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u300c\u975e\u5e38\u306b\u5f31\u3044\u52b9\u679c\u306f\u3001\u4eca\u306e\u30b5\u30f3\u30d7\u30eb\u6570\u3067\u306f\u898b\u3064\u3051\u3089\u308c\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3051\u308c\u3069\u3001\u3042\u308b\u7a0b\u5ea6\u5f37\u3044\u52b9\u679c\u306a\u3089\u898b\u3064\u3051\u3089\u308c\u308b\u300d\u3068\u3044\u3046\u5272\u308a\u5207\u308a\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li>\u305f\u3060\u3057\u3001SEM 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class=\"wp-block-list\">\n<li>\u5171\u5206\u6563\u69cb\u9020\u5206\u6790\u306e\u4e2d\u306b\u306f\u3001\u5c0f\u30b5\u30f3\u30d7\u30eb\u3067\u3082\u6bd4\u8f03\u7684\u5b89\u5b9a\u3057\u3066\u63a8\u5b9a\u3067\u304d\u308b\u624b\u6cd5\uff08\u305f\u3068\u3048\u3070\u3001\u30d9\u30a4\u30baSEM\u306a\u3069\uff09\u3082\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306f\u3088\u308a\u5c02\u9580\u7684\u306a\u77e5\u8b58\u304c\u5fc5\u8981\u306b\u306a\u308b\u305f\u3081\u3001\u7d71\u8a08\u306e\u5c02\u9580\u5bb6\u3068\u76f8\u8ac7\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3059\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u5897\u3084\u3059\u52aa\u529b\u3092\u7d99\u7d9a\u3059\u308b<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u3082\u3057\u53ef\u80fd\u3067\u3042\u308c\u3070\u3001\u5c11\u3057\u305a\u3064\u3067\u3082\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u5897\u3084\u3059\u52aa\u529b\u3092\u7d9a\u3051\u308b\u3053\u3068\u304c\u3001\u6700\u3082\u78ba\u5b9f\u306a\u89e3\u6c7a\u7b56\u3067\u3042\u308b\u3002\u5171\u540c\u7814\u7a76\u8005\u3092\u5897\u3084\u3057\u305f\u308a\u3001\u8abf\u67fb\u65b9\u6cd5\u3092\u898b\u76f4\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3082\u8003\u3048\u3089\u308c\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u3044\u305a\u308c\u306e\u65b9\u6cd5\u3092\u9078\u3076\u306b\u3057\u3066\u3082\u3001<strong>\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u5c11\u306a\u3044\u3053\u3068\u306b\u3088\u308b\u5206\u6790\u7d50\u679c\u3078\u306e\u5f71\u97ff<\/strong>\u3092\u7406\u89e3\u3057\u3001\u305d\u306e\u9650\u754c\u3092\u8ad6\u6587\u3084\u30ec\u30dd\u30fc\u30c8\u3067\u6b63\u76f4\u306b\u8a18\u8f09\u3059\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr 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