{"id":1536,"date":"2023-07-25T23:47:12","date_gmt":"2023-07-25T23:47:12","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e7%bb%84%e5%86%85%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/"},"modified":"2023-07-25T23:47:12","modified_gmt":"2023-07-25T23:47:12","slug":"%e7%bb%84%e5%86%85%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e7%bb%84%e5%86%85%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/","title":{"rendered":"\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\uff1a\u5b9a\u4e49+\u793a\u4f8b"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u7ec4\u5185\u76f8\u5173\u7cfb\u6570<\/strong>(ICC) \u7528\u4e8e\u8861\u91cf\u6709\u4e24\u4e2a\u6216\u66f4\u591a\u8bc4\u4f30\u8005\u7684\u7814\u7a76\u4e2d\u5206\u6570\u7684<a href=\"https:\/\/statorials.org\/cn\/\u53ef\u9760\u6027\u5206\u6790\/\" target=\"_blank\" rel=\"noopener\">\u53ef\u9760\u6027<\/a>\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">ICC \u7684\u503c\u8303\u56f4\u4e3a 0 \u5230 1\uff0c\u5176\u4e2d 0 \u8868\u793a\u8bc4\u4f30\u8005\u4e4b\u95f4\u6ca1\u6709\u53ef\u9760\u6027\uff0c1 \u8868\u793a\u8bc4\u4f30\u8005\u4e4b\u95f4\u5b8c\u5168\u53ef\u9760\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7b80\u5355\u5730\u8bf4\uff0cICC \u7528\u4e8e\u786e\u5b9a\u4e0d\u540c\u8bc4\u5206\u8005\u662f\u5426\u53ef\u4ee5\u5bf9\u9879\u76ee\uff08\u6216\u4e3b\u9898\uff09\u8fdb\u884c\u53ef\u9760\u8bc4\u5206\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u53ef\u4ee5\u8ba1\u7b97\u591a\u79cd\u4e0d\u540c\u7248\u672c\u7684 ICC\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4ee5\u4e0b\u4e09\u4e2a\u56e0\u7d20\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u6a21\u578b\uff1a<\/strong>\u5355\u5411\u968f\u673a\u6548\u5e94\u3001\u53cc\u5411\u968f\u673a\u6548\u5e94\u6216\u53cc\u5411\u6df7\u5408\u6548\u5e94<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5173\u7cfb\u7c7b\u578b\uff1a<\/strong>\u4e00\u81f4\u6027\u6216\u7edd\u5bf9\u4e00\u81f4<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5355\u4f4d\uff1a<\/strong>\u5355\u4e2a\u8bc4\u4f30\u8005\u6216\u8bc4\u4f30\u8005\u7684\u5e73\u5747\u503c<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u662f\u4e09\u79cd\u4e0d\u540c<strong>\u6a21\u578b<\/strong>\u7684\u7b80\u8981\u8bf4\u660e\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u5355\u5411\u968f\u673a\u6548\u5e94\u6a21\u578b\uff1a<\/strong>\u8be5\u6a21\u578b\u5047\u8bbe\u6bcf\u4e2a\u53d7\u8bd5\u8005\u90fd\u7531\u4e0d\u540c\u7ec4\u7684\u968f\u673a\u9009\u62e9\u7684\u8bc4\u4f30\u8005\u8fdb\u884c\u8bc4\u4f30\u3002\u5728\u8fd9\u4e2a\u6a21\u578b\u4e2d\uff0c\u8bc4\u4f30\u8005\u88ab\u8ba4\u4e3a\u662f\u968f\u673a\u6548\u5e94\u7684\u6765\u6e90\u3002\u8fd9\u79cd\u6a21\u5f0f\u5728\u5b9e\u8df5\u4e2d\u5f88\u5c11\u4f7f\u7528\uff0c\u56e0\u4e3a\u901a\u5e38\u4f7f\u7528\u540c\u4e00\u7ec4\u8bc4\u4f30\u5458\u6765\u8bc4\u4f30\u6bcf\u4e2a\u79d1\u76ee\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.\u53cc\u5411\u968f\u673a\u6548\u5e94\u6a21\u578b\uff1a<\/strong>\u8be5\u6a21\u578b\u5047\u8bbe\u4ece\u603b\u4f53\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u7ec4\u8bc4\u5206\u8005<em>k<\/em> \uff0c\u7136\u540e\u7528\u4e8e\u5bf9\u53d7\u8bd5\u8005\u8fdb\u884c\u8bc4\u5206\u3002\u4f7f\u7528\u6b64\u6a21\u578b\uff0c\u8bc4\u4f30\u8005\u548c\u53d7\u8bd5\u8005\u88ab\u89c6\u4e3a\u968f\u673a\u6548\u5e94\u7684\u6765\u6e90\u3002\u5f53\u6211\u4eec\u60f3\u8981\u5c06\u6211\u4eec\u7684\u7ed3\u679c\u63a8\u5e7f\u7ed9\u4e0e\u7814\u7a76\u4e2d\u4f7f\u7528\u7684\u7c7b\u4f3c\u7684\u8bc4\u4f30\u8005\u65f6\uff0c\u901a\u5e38\u4f1a\u4f7f\u7528\u6b64\u6a21\u578b\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.\u53cc\u5411\u6df7\u5408\u6548\u5e94\u6a21\u578b\uff1a<\/strong>\u8be5\u6a21\u578b\u8fd8\u5047\u8bbe\u4ece\u603b\u4f53\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u7ec4\u8bc4\u5206\u8005<em>k<\/em> \uff0c\u7136\u540e\u7528\u4e8e\u5bf9\u53d7\u8bd5\u8005\u8fdb\u884c\u8bc4\u5206\u3002\u7136\u800c\uff0c\u8be5\u6a21\u578b\u5047\u8bbe\u6211\u4eec\u9009\u62e9\u7684\u8bc4\u4f30\u8005\u7fa4\u4f53\u662f<em>\u552f\u4e00<\/em>\u611f\u5174\u8da3\u7684\u8bc4\u4f30\u8005\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u5e0c\u671b\u5c06\u6211\u4eec\u7684\u7ed3\u679c\u63a8\u5e7f\u5230\u53ef\u80fd\u4e5f\u4e0e\u7814\u7a76\u4e2d\u4f7f\u7528\u7684\u8bc4\u4f30\u8005\u5177\u6709\u76f8\u4f3c\u7279\u5f81\u7684\u5176\u4ed6\u8bc4\u4f30\u8005\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u662f\u6211\u4eec\u53ef\u80fd\u60f3\u8981\u8861\u91cf\u7684\u4e24\u79cd\u4e0d\u540c<strong>\u7c7b\u578b\u5173\u7cfb<\/strong>\u7684\u7b80\u8981\u63cf\u8ff0\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u4e00\u81f4\u6027\uff1a<\/strong>\u6211\u4eec\u5bf9\u8bc4\u59d4\u8bc4\u5206\u4e4b\u95f4\u7684\u7cfb\u7edf\u6027\u5dee\u5f02\u611f\u5174\u8da3\uff08\u4f8b\u5982\uff0c\u8bc4\u59d4\u5bf9\u76f8\u4f3c\u4e3b\u9898\u7684\u8bc4\u5206\u662f\u5426\u4e3a\u4f4e\u548c\u9ad8\uff1f\uff09<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u7edd\u5bf9\u4e00\u81f4\uff1a<\/strong>\u6211\u4eec\u611f\u5174\u8da3\u7684\u662f\u8bc4\u59d4\u5206\u6570\u4e4b\u95f4\u7684\u7edd\u5bf9\u5dee\u5f02\uff08\u4f8b\u5982\uff0c\u8bc4\u59d4A\u548c\u8bc4\u59d4B\u7684\u5206\u6570\u4e4b\u95f4\u7684\u7edd\u5bf9\u5dee\u5f02\u662f\u591a\u5c11\uff1f\uff09<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u662f\u6211\u4eec\u53ef\u80fd\u611f\u5174\u8da3\u7684\u4e24\u4e2a\u4e0d\u540c<strong>\u5355\u4f4d<\/strong>\u7684\u7b80\u8981\u63cf\u8ff0\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u5355\u4e00\u5ba1\u7a3f\u4eba\uff1a<\/strong>\u6211\u4eec\u53ea\u60f3\u4f7f\u7528\u5355\u4e00\u5ba1\u7a3f\u4eba\u7684\u8bc4\u5206\u4f5c\u4e3a\u8861\u91cf\u7684\u57fa\u7840\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2\u3001\u8bc4\u5206\u8005\u5e73\u5747\u5206\uff1a<\/strong>\u6211\u4eec\u60f3\u7528\u6240\u6709\u8bc4\u59d4\u8bc4\u5206\u7684\u5e73\u5747\u503c\u4f5c\u4e3a\u8861\u91cf\u7684\u57fa\u7840\u3002<\/span><\/p>\n<p><em><span style=\"color: #000000;\"><strong>\u6ce8\u610f\uff1a<\/strong>\u5982\u679c\u60a8\u60f3\u8861\u91cf\u4e24\u4e2a\u5728<a href=\"https:\/\/statorials.org\/cn\/\u4e8c\u5206\u53d8\u91cf-1\/\" target=\"_blank\" rel=\"noopener\">\u4e8c\u5206\u7ed3\u679c<\/a>\u4e2d\u6f0f\u6389\u6bcf\u4e2a\u9879\u76ee\u7684\u8bc4\u4f30\u8005\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u7a0b\u5ea6\uff0c\u60a8\u5e94\u8be5\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/\u79d1\u6069\u65af\u5361\u5e15\u7edf\u8ba1\/\" target=\"_blank\" rel=\"noopener\">Cohen \u7684 Kappa<\/a> \u3002<\/span><\/em><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u4f55\u89e3\u91ca\u7ec4\u5185\u76f8\u5173\u7cfb\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6839\u636e<a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/27330520\/\" target=\"_blank\" rel=\"noopener\">Koo &amp; Li \u7684\u8bf4\u6cd5<\/a>\uff0c\u4ee5\u4e0b\u662f\u5982\u4f55\u89e3\u91ca\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\u7684\u503c\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u5c0f\u4e8e0.50\uff1a<\/strong>\u53ef\u9760\u6027\u5dee<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>0.5 \u5230 0.75 \u4e4b\u95f4\uff1a<\/strong>\u4e2d\u7b49\u53ef\u9760\u6027<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>0.75\u81f30.9\u4e4b\u95f4\uff1a<\/strong>\u53ef\u9760\u6027\u826f\u597d<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5927\u4e8e0.9\uff1a<\/strong>\u53ef\u9760\u6027\u6781\u4f73<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u8ba1\u7b97\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u7ec4\u5185\u76f8\u5173\u7cfb\u6570\u7684\u8ba1\u7b97<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u8bf7\u56db\u4f4d\u4e0d\u540c\u7684\u8bc4\u59d4\u6765\u8bc4\u4f30 10 \u573a\u4e0d\u540c\u7684\u9ad8\u8003\u8d28\u91cf\u3002\u7ed3\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15245\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/icc1.png\" alt=\"\u8ba1\u7b97\u7ec4\u5185\u76f8\u5173\u7cfb\u6570\u7684\u793a\u4f8b\" width=\"354\" height=\"285\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u56db\u4f4d\u8bc4\u59d4\u662f\u4ece\u4e00\u6279\u5408\u683c\u7684\u5165\u5b66\u8003\u8bd5\u8bc4\u59d4\u4e2d\u968f\u673a\u9009\u51fa\u7684\uff0c\u6211\u4eec\u60f3\u8981\u8861\u91cf\u8bc4\u59d4\u4e4b\u95f4\u7684\u7edd\u5bf9\u4e00\u81f4\u6027\uff0c\u5e76\u4e14\u6211\u4eec\u60f3\u4f7f\u7528\u4ec5\u4e00\u4f4d\u8bc4\u4f30\u8005\u89d2\u5ea6\u7684\u5206\u6570\u4f5c\u4e3a\u6211\u4eec\u8861\u91cf\u7684\u57fa\u7840\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u5728R\u4e2d\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u62df\u5408<strong>\u53cc\u5411\u968f\u673a\u6548\u5e94\u6a21\u578b<\/strong>\uff0c\u4f7f\u7528<strong>\u7edd\u5bf9\u4e00\u81f4\u6027<\/strong>\u4f5c\u4e3a\u8bc4\u5206\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5e76\u4f7f\u7528<strong>\u5355\u4e2a<\/strong>\u5355\u4f4d\u4f5c\u4e3a\u5174\u8da3\u5355\u4f4d\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load the interrater reliability package<\/span>\n<span style=\"color: #993300;\">library<\/span> (irr)\n\n<span style=\"color: #008080;\">#define data\n<\/span>data &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (A=c(1, 1, 3, 6, 6, 7, 8, 9, 8, 7),\n                   B=c(2, 3, 8, 4, 5, 5, 7, 9, 8, 8),\n                   C=c(0, 4, 1, 5, 5, 6, 6, 9, 8, 8),\n                   D=c(1, 2, 3, 3, 6, 4, 6, 8, 8, 9))\n\n<span style=\"color: #008080;\">#calculate ICC\n<\/span>icc(data, model = \" <span style=\"color: #008000;\">twoway<\/span> \", type = \" <span style=\"color: #008000;\">agreement<\/span> \", unit = \" <span style=\"color: #008000;\">single<\/span> \")\n\n   Model: twoway \n   Type: agreement \n\n   Subjects = 10 \n     Failures = 4 \n   ICC(A,1) = 0.782\n\n F-Test, H0: r0 = 0; H1: r0 &gt; 0 \n    F(9.30) = 15.3, p = 5.93e-09 \n\n 95%-Confidence Interval for ICC Population Values:\n  0.554 &lt; ICC &lt; 0.931<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7ec4\u5185\u76f8\u5173\u7cfb\u6570 (ICC) \u4e3a<strong>0.782<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6839\u636e\u89e3\u91ca ICC \u7684\u7ecf\u9a8c\u6cd5\u5219\uff0c\u6211\u4eec\u5f97\u51fa\u7684\u7ed3\u8bba\u662f\uff0cICC \u4e3a<strong>0.782<\/strong>\u8868\u660e\u4e0d\u540c\u8bc4\u5206\u8005\u53ef\u4ee5\u5bf9\u8003\u8bd5\u8fdb\u884c\u201c\u826f\u597d\u201d\u53ef\u9760\u6027\u8bc4\u5206\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u8be6\u7ec6\u8bb2\u89e3\u4e86\u5982\u4f55\u5728\u4e0d\u540c\u7684\u7edf\u8ba1\u8f6f\u4ef6\u4e2d\u8ba1\u7b97ICC\uff1a<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/cn\/\u7ec4\u5185\u76f8\u5173\u7cfb\u6570excel\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Excel \u4e2d\u8ba1\u7b97\u7c7b\u5185\u76f8\u5173\u7cfb\u6570<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u7ec4\u5185\u76f8\u5173\u7cfb\u6570r\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728R\u4e2d\u8ba1\u7b97\u7ec4\u5185\u76f8\u5173\u7cfb\u6570<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/python-\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u7528Python\u8ba1\u7b97\u7c7b\u5185\u76f8\u5173\u7cfb\u6570<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7ec4\u5185\u76f8\u5173\u7cfb\u6570(ICC) \u7528\u4e8e\u8861\u91cf\u6709\u4e24\u4e2a\u6216\u66f4\u591a\u8bc4\u4f30\u8005\u7684\u7814\u7a76\u4e2d\u5206\u6570\u7684\u53ef\u9760\u6027\u3002 ICC \u7684\u503c\u8303\u56f4\u4e3a 0 \u5230 1\uff0c\u5176\u4e2d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1536","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\uff1a\u5b9a\u4e49+\u793a\u4f8b<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u63d0\u4f9b\u4e86\u7c7b\u5185\u76f8\u5173\u7cfb\u6570\u7684\u89e3\u91ca\uff0c\u5305\u62ec\u5b9a\u4e49\u548c\u793a\u4f8b\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/\u7ec4\u5185\u76f8\u5173\u7cfb\u6570\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta 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