{"id":29791,"date":"2023-10-05T15:14:15","date_gmt":"2023-10-05T18:14:15","guid":{"rendered":"https:\/\/mindthegraph.com\/blog\/experimental-group-copy\/"},"modified":"2024-12-05T16:12:16","modified_gmt":"2024-12-05T19:12:16","slug":"how-to-avoid-bias-in-research","status":"publish","type":"post","link":"https:\/\/mindthegraph.com\/blog\/zh\/%e5%a6%82%e4%bd%95%e9%81%bf%e5%85%8d%e7%a0%94%e7%a9%b6%e4%b8%ad%e7%9a%84%e5%81%8f%e8%a7%81\/","title":{"rendered":"\u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1\uff1f\u79d1\u5b66\u5ba2\u89c2\u6027\u5bfc\u822a"},"content":{"rendered":"<p>\u60a8\u4e00\u5b9a\u542c\u8bf4\u8fc7 \"\u7814\u7a76\u504f\u5dee\"\uff0c\u5373\u7814\u7a76\u8bba\u6587\u6709\u504f\u5dee\uff0c\u4f46\u60a8\u6709\u6ca1\u6709\u60f3\u8fc7\u64b0\u5199\u8bba\u6587\u7684\u7814\u7a76\u4eba\u5458\uff1f\u5982\u679c\u7814\u7a76\u4eba\u5458\u6709\u504f\u89c1\uff0c\u8bba\u6587\u4e5f\u4f1a\u56e0\u6b64\u4ea7\u751f\u504f\u5dee\uff0c\u90a3\u8be5\u600e\u4e48\u529e\uff1f<\/p>\n\n\n\n<p>\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a <strong>\u7814\u7a76\u8005\u504f\u89c1<\/strong> \u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u5206\u6790\u504f\u89c1\u3001\u504f\u89c1\u7c7b\u578b\u53ca\u5176\u9884\u9632\u65b9\u6cd5\u6765\u6df1\u5165\u4e86\u89e3\u5b83\u3002\u8ba9\u6211\u4eec\u6df1\u5165\u4e86\u89e3<strong> \u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1<\/strong>.&nbsp;<\/p>\n\n\n\n<h2 id=\"h-what-is-researcher-bias\">\u4ec0\u4e48\u662f\u7814\u7a76\u4eba\u5458\u504f\u89c1\uff1f<\/h2>\n\n\n\n<p>\u7814\u7a76\u8005\u504f\u89c1\u662f\u6307\u7814\u7a76\u8005\u7684\u4e3b\u89c2\u4fe1\u5ff5\u3001\u4ef7\u503c\u89c2\u3001\u6001\u5ea6\u6216\u504f\u597d\u53ef\u80fd\u4f1a\u5f71\u54cd\u7814\u7a76\u7684\u8bbe\u8ba1\u3001\u8fdb\u884c\u6216\u5bf9\u7814\u7a76\u7ed3\u679c\u7684\u89e3\u91ca\u3002\u5f53\u7814\u7a76\u4eba\u5458\u7684\u4e2a\u4eba\u504f\u89c1\u65e0\u610f\u6216\u6709\u610f\u5f71\u54cd\u7814\u7a76\u8fc7\u7a0b\u6216\u7814\u7a76\u7ed3\u679c\u7684\u62a5\u544a\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u7814\u7a76\u4eba\u5458\u504f\u89c1\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u7ed3\u679c\u5931\u771f\u6216\u4e0d\u51c6\u786e\u3002&nbsp;<\/p>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\u53ef\u80fd\u662f\u7531\u4e8e\u65e0\u610f\u8bc6\u7684\u504f\u89c1\u6216\u6ca1\u6709\u6076\u610f\u800c\u65e0\u610f\u4e2d\u4ea7\u751f\u7684\u3002\u4f46\u662f\uff0c\u5b83\u4ecd\u7136\u5bf9\u7814\u7a76\u7684\u5ba2\u89c2\u6027\u548c\u5b8c\u6574\u6027\u6784\u6210\u5a01\u80c1\u3002\u4e3a\u4e86\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\uff0c\u79d1\u5b66\u5bb6\u4eec\u4f1a\u91c7\u7528\u4e25\u683c\u7684\u7814\u7a76\u65b9\u6cd5\uff0c\u4fdd\u6301\u7814\u7a76\u7684\u900f\u660e\u5ea6\uff0c\u5e76\u91c7\u53d6\u76f2\u6cd5\u7814\u7a76\u7b49\u7b56\u7565\u3001 <a href=\"https:\/\/mindthegraph.com\/blog\/what-is-a-peer-reviewed-article\/\">\u540c\u884c\u8bc4\u5ba1<\/a>\u5e76\u53ef\u72ec\u7acb\u590d\u5236\u3002<\/p>\n\n\n\n<h2 id=\"h-types-of-researcher-biases\">\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\u7c7b\u578b<\/h2>\n\n\n\n<p>\u5728\u7814\u7a76\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u80fd\u4f1a\u51fa\u73b0\u51e0\u79cd\u7c7b\u578b\u7684\u504f\u89c1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u89c1\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<h3 id=\"h-selection-bias\">\u9009\u62e9\u504f\u5dee<\/h3>\n\n\n\n<p>\u5f53\u7814\u7a76\u4eba\u5458\u5728\u7814\u7a76\u4e2d\u9009\u62e9\u6027\u5730\u7eb3\u5165\u6216\u6392\u9664\u67d0\u4e9b\u4e2a\u4f53\u6216\u6570\u636e\u70b9\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u8fd9\u79cd\u504f\u5dee\uff0c\u4ece\u800c\u5bfc\u81f4\u6240\u8c03\u67e5\u4eba\u7fa4\u7684\u4ee3\u8868\u6027\u51fa\u73b0\u504f\u5dee\u3002\u5b83\u53ef\u80fd\u662f\u65e0\u610f\u7684\uff0c\u4e5f\u53ef\u80fd\u662f\u6545\u610f\u7684\uff0c\u4ece\u800c\u5bfc\u81f4\u6837\u672c\u4e0d\u5177\u4ee3\u8868\u6027\u3002<\/p>\n\n\n\n<h3 id=\"h-confirmation-bias\">\u786e\u8ba4\u504f\u5dee<\/h3>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u53ef\u80fd\u503e\u5411\u4e8e\u504f\u7231\u6216\u5bfb\u627e\u80fd\u591f\u8bc1\u5b9e\u5176\u5148\u5165\u4e3a\u4e3b\u7684\u4fe1\u5ff5\u6216\u5047\u8bbe\u7684\u4fe1\u606f\uff0c\u800c\u5ffd\u89c6\u6216\u6de1\u5316\u4e0e\u4e4b\u76f8\u77db\u76fe\u7684\u8bc1\u636e\u3002\u8fd9\u79cd\u504f\u89c1\u53ef\u80fd\u5bfc\u81f4\u5bf9\u652f\u6301\u9884\u671f\u7ed3\u679c\u7684\u6570\u636e\u8fdb\u884c\u6311\u62e3\u3002<\/p>\n\n\n\n<h3 id=\"h-observer-bias\">\u89c2\u5bdf\u5458\u7684\u504f\u89c1<\/h3>\n\n\n\n<p><a href=\"https:\/\/mindthegraph.com\/blog\/observer-bias\/\">\u89c2\u5bdf\u5458\u7684\u504f\u89c1<\/a>\u5f53\u7814\u7a76\u4eba\u5458\u7684\u9884\u671f\u6216\u5148\u524d\u7684\u77e5\u8bc6\u5f71\u54cd\u4e86\u4ed6\u4eec\u5bf9\u7814\u7a76\u53c2\u4e0e\u8005\u7684\u884c\u4e3a\u6216\u53cd\u5e94\u7684\u89c2\u5bdf\u6216\u89e3\u91ca\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u5b9e\u9a8c\u504f\u5dee\u3002\u5b83\u4f1a\u5f71\u54cd\u6570\u636e\u6536\u96c6\u548c\u5206\u6790\u7684\u5ba2\u89c2\u6027\u3002<\/p>\n\n\n\n<h3 id=\"h-reporting-bias\">\u62a5\u544a\u504f\u5dee<\/h3>\n\n\n\n<p>\u8fd9\u79cd\u504f\u89c1\u662f\u6307\u6709\u9009\u62e9\u6027\u5730\u62a5\u544a\u6216\u5f3a\u8c03\u67d0\u4e9b\u4e0e\u7814\u7a76\u8005\u504f\u597d\u7684\u7ed3\u679c\u4e00\u81f4\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u800c\u5ffd\u89c6\u6216\u6de1\u5316\u76f8\u4e92\u77db\u76fe\u6216\u4e0d\u5229\u7684\u7ed3\u679c\u3002\u5b83\u53ef\u80fd\u53d1\u751f\u5728\u4ece\u6570\u636e\u5206\u6790\u5230\u53d1\u8868\u7814\u7a76\u7ed3\u679c\u7684\u4efb\u4f55\u9636\u6bb5\u3002<\/p>\n\n\n\n<h3 id=\"h-publication-bias\">\u51fa\u7248\u504f\u5dee<\/h3>\n\n\n\n<p><a href=\"https:\/\/mindthegraph.com\/blog\/publication-bias\/\">\u51fa\u7248\u504f\u501a<\/a> 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id=\"h-cultural-bias\">\u6587\u5316\u504f\u89c1<\/h3>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u53ef\u80fd\u4f1a\u65e0\u610f\u4e2d\u5c06\u81ea\u5df1\u7684\u6587\u5316\u89c6\u89d2\u3001\u4ef7\u503c\u89c2\u6216\u89c4\u8303\u5f3a\u52a0\u7ed9\u7814\u7a76\u8fc7\u7a0b\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u6709\u504f\u5dee\u7684\u89e3\u91ca\u6216\u6982\u62ec\uff0c\u800c\u8fd9\u4e9b\u89e3\u91ca\u6216\u6982\u62ec\u5728\u4e0d\u540c\u6587\u5316\u6216\u80cc\u666f\u4e0b\u53ef\u80fd\u5e76\u4e0d\u9002\u7528\u3002<\/p>\n\n\n\n<h3 id=\"h-design-bias\">\u8bbe\u8ba1\u504f\u5dee<\/h3>\n\n\n\n<p>\u8bbe\u8ba1\u504f\u5dee\uff0c\u53c8\u79f0\u7814\u7a76\u8bbe\u8ba1\u504f\u5dee\u6216\u7814\u7a76\u8bbe\u8ba1\u504f\u5dee\uff0c\u662f\u6307\u7531\u4e8e\u8bbe\u8ba1\u6216\u65b9\u6cd5\u7684\u7f3a\u9677\u6216\u5c40\u9650\u6027\u800c\u5bfc\u81f4\u7814\u7a76\u51fa\u73b0\u7cfb\u7edf\u6027\u9519\u8bef\u6216\u5931\u771f\u3002\u5f53 <a href=\"https:\/\/mindthegraph.com\/blog\/types-of-research-design\/\">\u7814\u7a76\u8bbe\u8ba1<\/a> \u7814\u7a76\u7cfb\u7edf\u6027\u5730\u504f\u5411\u67d0\u4e9b\u7ed3\u679c\u6216\u5bfc\u81f4\u7ed3\u679c\u6709\u504f\u5dee\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/researcher.life\/all-access-pricing?utm_source=mtg&amp;utm_campaign=all-access-promotion&amp;utm_medium=blog\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"410\" src=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-1024x410.png\" alt=\"\" class=\"wp-image-55425\" srcset=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-1024x410.png 1024w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-300x120.png 300w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-768x307.png 768w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-1536x615.png 1536w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-2048x820.png 2048w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-18x7.png 18w, https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2024\/08\/Banner3-100x40.png 100w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<h2 id=\"h-what-is-procedural-bias-and-how-to-spot-it-in-a-research-paper\">\u4ec0\u4e48\u662f\u7a0b\u5e8f\u6027\u504f\u89c1\uff0c\u5982\u4f55\u5728\u7814\u7a76\u8bba\u6587\u4e2d\u53d1\u73b0\u5b83\uff1f<\/h2>\n\n\n\n<p>\u7a0b\u5e8f\u6027\u504f\u5dee\u662f\u6307\u7814\u7a76\u8fc7\u7a0b\u4e2d\u91c7\u7528\u7684\u7a0b\u5e8f\u6216\u65b9\u6cd5\u5b58\u5728\u7f3a\u9677\u6216\u504f\u5dee\uff0c\u4ece\u800c\u5bfc\u81f4\u7814\u7a76\u51fa\u73b0\u7cfb\u7edf\u6027\u9519\u8bef\u6216\u5931\u771f\u3002\u5f53\u7814\u7a76\u65b9\u5f0f\u5728\u6570\u636e\u6536\u96c6\u3001\u6570\u636e\u5206\u6790\u6216\u7ed3\u679c\u89e3\u91ca\u4e2d\u4ea7\u751f\u504f\u5dee\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u7a0b\u5e8f\u6027\u504f\u5dee\u3002\u7a0b\u5e8f\u6027\u504f\u5dee\u4f1a\u5f71\u54cd\u7814\u7a76\u7ed3\u679c\u7684\u6709\u6548\u6027\u548c\u53ef\u9760\u6027\uff0c\u635f\u5bb3\u7814\u7a76\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6709\u52a9\u4e8e\u53d1\u73b0\u7a0b\u5e8f\u504f\u89c1\u7684\u8981\u70b9\uff1a<\/p>\n\n\n\n<h3 id=\"h-evaluate-research-design\">\u8bc4\u4f30\u7814\u7a76\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u4ed4\u7ec6\u68c0\u67e5\u7814\u7a76\u7684\u6574\u4f53\u8bbe\u8ba1\u3002\u5728\u53c2\u4e0e\u8005\u7684\u9009\u62e9\u3001\u6cbb\u7597\u7ec4\u6216\u5bf9\u7167\u7ec4\u7684\u5206\u914d\u6216\u7814\u7a76\u7684\u6574\u4f53\u7ed3\u6784\u4e2d\u5bfb\u627e\u4efb\u4f55\u6f5c\u5728\u7684\u504f\u5dee\u6765\u6e90\u3002\u8bc4\u4f30\u6240\u9009\u62e9\u7684\u8bbe\u8ba1\u662f\u5426\u9002\u5408\u7814\u7a76\u95ee\u9898\uff0c\u662f\u5426\u80fd\u5145\u5206\u89e3\u51b3\u6f5c\u5728\u7684\u6df7\u6742\u53d8\u91cf\u3002<\/p>\n\n\n\n<h3 id=\"h-review-sampling-procedures\">\u5ba1\u67e5\u62bd\u6837\u7a0b\u5e8f<\/h3>\n\n\n\n<p>\u8bc4\u4f30\u7814\u7a76\u5982\u4f55\u62db\u52df\u6216\u9009\u62e9\u53c2\u4e0e\u8005\u3002\u67e5\u627e\u62bd\u6837\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u5bfc\u81f4\u6837\u672c\u4e0d\u5177\u4ee3\u8868\u6027\u6216\u5b58\u5728\u504f\u89c1\u7684\u4efb\u4f55\u6f5c\u5728\u504f\u5dee\u3002\u5e38\u89c1\u95ee\u9898 <a href=\"https:\/\/mindthegraph.com\/blog\/sampling-bias\/\">\u62bd\u6837\u504f\u5dee<\/a> \u5305\u62ec\u65b9\u4fbf\u62bd\u6837\u3001\u81ea\u6211\u9009\u62e9\u504f\u5dee\u6216\u4f7f\u7528\u4e0d\u9002\u5f53\u7684\u62bd\u6837\u6280\u672f\uff0c\u65e0\u6cd5\u5145\u5206\u6355\u6349\u76ee\u6807\u4eba\u7fa4\u3002<\/p>\n\n\n\n<h3 id=\"h-assess-data-collection-methods\">\u8bc4\u4f30\u6570\u636e\u6536\u96c6\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u68c0\u67e5\u7528\u4e8e\u6536\u96c6\u6570\u636e\u7684\u65b9\u6cd5\u3002\u8003\u8651\u6570\u636e\u6536\u96c6\u8fc7\u7a0b\u4e2d\u662f\u5426\u5b58\u5728\u4efb\u4f55\u6f5c\u5728\u504f\u5dee\u3002\u5bfb\u627e\u6d4b\u91cf\u504f\u5dee\u7684\u8ff9\u8c61\uff0c\u5982\u6d4b\u91cf\u6280\u672f\u7684\u5e94\u7528\u4e0d\u4e00\u81f4\u3001\u6d4b\u91cf\u5de5\u5177\u7f3a\u4e4f\u53ef\u9760\u6027\u6216\u6709\u6548\u6027\uff0c\u6216\u81ea\u6211\u62a5\u544a\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u504f\u5dee\u3002<\/p>\n\n\n\n<h2 id=\"h-what-is-respondent-bias\">\u4ec0\u4e48\u662f\u53d7\u8bbf\u8005\u504f\u89c1\uff1f<\/h2>\n\n\n\n<p>\u53d7\u8bbf\u8005\u504f\u5dee\uff0c\u53c8\u79f0\u53c2\u4e0e\u8005\u504f\u5dee\u6216\u8c03\u67e5\u56de\u7b54\u504f\u5dee\uff0c\u662f\u6307\u5728\u8c03\u67e5\u7814\u7a76\u4e2d\uff0c\u5f53\u53c2\u4e0e\u8005\u63d0\u4f9b\u4e0d\u51c6\u786e\u6216\u6709\u504f\u5dee\u7684\u56de\u7b54\u65f6\uff0c\u53ef\u80fd\u51fa\u73b0\u7684\u7cfb\u7edf\u8bef\u5dee\u6216\u5931\u771f\u3002\u53d7\u8bd5\u8005\u504f\u5dee\u7684\u4ea7\u751f\u6709\u591a\u79cd\u56e0\u7d20\uff0c\u5982\u53d7\u8bd5\u8005\u7684\u4e3b\u89c2\u89e3\u91ca\u3001\u793e\u4f1a\u671f\u671b\u3001\u8bb0\u5fc6\u5c40\u9650\u6216\u81ea\u6211\u8868\u626c\u7684\u52a8\u673a\u7b49\u3002\u5b83\u4f1a\u5f71\u54cd\u901a\u8fc7\u81ea\u6211\u62a5\u544a\u63aa\u65bd\u3001\u8c03\u67e5\u3001\u8bbf\u8c08\u6216\u95ee\u5377\u6536\u96c6\u7684\u6570\u636e\u7684\u53ef\u9760\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2 id=\"h-occurrence-of-bias-during-analyzing-and-reporting\">\u5206\u6790\u548c\u62a5\u544a\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u504f\u89c1<\/h2>\n\n\n\n<p>\u7814\u7a76\u5206\u6790\u548c\u62a5\u544a\u9636\u6bb5\u53ef\u80fd\u4f1a\u51fa\u73b0\u504f\u5dee\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u5bf9\u6570\u636e\u7684\u6b6a\u66f2\u6216\u8bef\u5bfc\u6027\u89e3\u91ca\u3002\u4ee5\u4e0b\u662f\u504f\u89c1\u5728\u8fd9\u4e9b\u9636\u6bb5\u7684\u4e00\u4e9b\u8868\u73b0\u5f62\u5f0f\uff1a<\/p>\n\n\n\n<h3 id=\"h-confirmation-bias-1\">\u786e\u8ba4\u504f\u5dee<\/h3>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u53ef\u80fd\u5bf9\u7814\u7a76\u7ed3\u679c\u6709\u5148\u5165\u4e3a\u4e3b\u7684\u89c2\u5ff5\u6216\u671f\u671b\uff0c\u8fd9\u4f1a\u5f71\u54cd\u5206\u6790\u548c\u62a5\u544a\u3002\u5f53\u7814\u7a76\u4eba\u5458\u9009\u62e9\u6027\u5730\u5173\u6ce8\u6216\u5f3a\u8c03\u4e0e\u5176\u5df2\u6709\u4fe1\u5ff5\u6216\u5047\u8bbe\u76f8\u4e00\u81f4\u7684\u7814\u7a76\u7ed3\u679c\uff0c\u800c\u6de1\u5316\u6216\u5ffd\u89c6\u4e0e\u4e4b\u76f8\u77db\u76fe\u7684\u8bc1\u636e\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u786e\u8ba4\u504f\u5dee\u3002<\/p>\n\n\n\n<h3 id=\"h-cherry-picking-results\">\u7b5b\u9009\u7ed3\u679c<\/h3>\n\n\n\n<p>\u5f53\u7814\u7a76\u4eba\u5458\u6709\u9009\u62e9\u6027\u5730\u62a5\u544a\u6216\u5f3a\u8c03\u652f\u6301\u5176\u9884\u671f\u7ed3\u679c\u7684\u7279\u5b9a\u7ed3\u679c\uff0c\u800c\u5ffd\u89c6\u6216\u9057\u6f0f\u5176\u4ed6\u53ef\u80fd\u4e0d\u592a\u6709\u5229\u7684\u7ed3\u679c\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u504f\u5dee\u3002\u8fd9\u4f1a\u5bfc\u81f4\u6570\u636e\u8868\u793a\u4e0d\u5b8c\u6574\u6216\u6709\u504f\u5dee\uff0c\u4ece\u800c\u53ef\u80fd\u6b6a\u66f2\u6574\u4f53\u60c5\u51b5\u3002<\/p>\n\n\n\n<h3 id=\"h-overinterpretation-or-misinterpretation\">\u8fc7\u5ea6\u89e3\u8bfb\u8fd8\u662f\u8bef\u8bfb<\/h3>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5bf9\u7ed3\u679c\u7684\u89e3\u91ca\u53ef\u80fd\u4f1a\u8d85\u51fa\u6570\u636e\u6240\u63d0\u4f9b\u7684\u8bc1\u636e\u3002\u5f53\u7814\u7a76\u4eba\u5458\u5f97\u51fa\u7684\u7ed3\u8bba\u8d85\u51fa\u7814\u7a76\u7ed3\u679c\u6240\u80fd\u652f\u6301\u7684\u8303\u56f4\u65f6\uff0c\u5c31\u4f1a\u51fa\u73b0\u8fc7\u5ea6\u89e3\u91ca\u3002\u5f53\u7814\u7a76\u4eba\u5458\u8bef\u89e3\u6216\u6b6a\u66f2\u7edf\u8ba1\u5206\u6790\uff0c\u6216\u672a\u8003\u8651\u7ed3\u679c\u7684\u5176\u4ed6\u89e3\u91ca\u65f6\uff0c\u4e5f\u53ef\u80fd\u51fa\u73b0\u8bef\u89e3\u3002<\/p>\n\n\n\n<h3 id=\"h-harking-hypothesizing-after-results-are-known\">HARKing\uff08\u5df2\u77e5\u7ed3\u679c\u540e\u8fdb\u884c\u5047\u8bbe\uff09<\/h3>\n\n\n\n<p>HARKing \u6307\u7684\u662f\u5728\u5206\u6790\u6570\u636e\u540e\u5f62\u6210\u5047\u8bbe\u7684\u505a\u6cd5\uff0c\u8ba9\u4eba\u4ee5\u4e3a\u8fd9\u4e9b\u5047\u8bbe\u662f\u5728\u6570\u636e\u5206\u6790\u524d\u4ea7\u751f\u7684\u3002\u8fd9\u79cd\u505a\u6cd5\u4f1a\u5c06\u4e8b\u540e\u89e3\u91ca\u9519\u8bef\u5730\u8bf4\u6210\u662f\u9884\u5148\u5b58\u5728\u7684\u5047\u8bbe\uff0c\u4ece\u800c\u9020\u6210\u504f\u5dee\uff0c\u53ef\u80fd\u4f1a\u635f\u5bb3\u7814\u7a76\u7684\u5b8c\u6574\u6027\u3002<\/p>\n\n\n\n<p>\u53e6\u8bf7\u9605\u8bfb <a href=\"https:\/\/mindthegraph.com\/blog\/post-hoc-analysis\/\">\u4e8b\u540e\u5206\u6790\uff1a\u68c0\u9a8c\u8fc7\u7a0b\u548c\u7c7b\u578b<\/a><\/p>\n\n\n\n<h2 id=\"h-how-to-avoid-bias-in-research\">\u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1\uff1f<\/h2>\n\n\n\n<p>\u9632\u6b62\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\u5bf9\u4e8e\u4fdd\u6301\u7814\u7a76\u7684\u5b8c\u6574\u6027\u548c\u5ba2\u89c2\u6027\u81f3\u5173\u91cd\u8981\u3002\u867d\u7136\u5b8c\u5168\u6d88\u9664\u504f\u5dee\u5177\u6709\u6311\u6218\u6027\uff0c\u4f46\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u91c7\u53d6\u51e0\u4e2a\u6b65\u9aa4\u6765\u5c3d\u91cf\u51cf\u5c11\u504f\u5dee\u7684\u5f71\u54cd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u9632\u6b62\u7814\u7a76\u4eba\u5458\u504f\u89c1\u7684\u7b56\u7565\uff1a<\/p>\n\n\n\n<h3 id=\"h-awareness-and-reflexivity\">\u8ba4\u8bc6\u4e0e\u53cd\u601d<\/h3>\n\n\n\n<p>\u7814\u7a76\u4eba\u5458\u5e94\u610f\u8bc6\u5230\u81ea\u5df1\u7684\u504f\u89c1\u548c\u5148\u5165\u4e3a\u4e3b\u7684\u89c2\u5ff5\u3002\u53cd\u601d\u4e2a\u4eba\u4fe1\u5ff5\u548c\u6f5c\u5728\u504f\u89c1\u53ef\u4ee5\u8ba9\u7814\u7a76\u4eba\u5458\u6709\u610f\u8bc6\u5730\u5c06\u81ea\u5df1\u7684\u89c2\u70b9\u4e0e\u7814\u7a76\u8fc7\u7a0b\u533a\u5206\u5f00\u6765\u3002\u57f9\u517b\u5f00\u653e\u548c\u516c\u6b63\u7684\u5fc3\u6001\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 id=\"h-clear-research-questions-and-objectives\">\u660e\u786e\u7684\u7814\u7a76\u95ee\u9898\u548c\u76ee\u6807<\/h3>\n\n\n\n<p>\u5728\u542f\u52a8\u7814\u7a76\u4e4b\u524d\uff0c\u660e\u786e\u754c\u5b9a\u7814\u7a76\u95ee\u9898\u548c\u76ee\u6807\u3002\u8fd9\u6709\u52a9\u4e8e\u7814\u7a76\u4eba\u5458\u96c6\u4e2d\u7cbe\u529b\u6536\u96c6\u76f8\u5173\u7684\u3001\u65e0\u504f\u89c1\u7684\u6570\u636e\uff0c\u4ee5\u5b9e\u73b0\u7279\u5b9a\u7684\u7814\u7a76\u76ee\u6807\uff0c\u800c\u4e0d\u662f\u5bfb\u627e\u8bc1\u636e\u6765\u652f\u6301\u5148\u5165\u4e3a\u4e3b\u7684\u60f3\u6cd5\u3002<\/p>\n\n\n\n<h3 id=\"h-robust-study-design\">\u7a33\u5065\u7684\u7814\u7a76\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u91c7\u7528\u4e25\u683c\u7684\u7814\u7a76\u8bbe\u8ba1\u65b9\u6cd5\uff0c\u5c3d\u91cf\u51cf\u5c11\u504f\u5dee\u3002\u968f\u673a\u5316\u3001\u76f2\u6cd5\u548c\u5bf9\u7167\u7ec4\u662f\u786e\u4fdd\u516c\u5e73\u548c\u65e0\u504f\u89c1\u6bd4\u8f83\u7684\u5e38\u7528\u6280\u672f\u3002\u901a\u8fc7\u968f\u673a\u62bd\u6837\u6280\u672f\u786e\u4fdd\u6837\u672c\u7684\u4ee3\u8868\u6027\u5e76\u5c3d\u91cf\u51cf\u5c11\u9009\u62e9\u504f\u5dee\u4e5f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 id=\"h-pre-registration\">\u9884\u5148\u767b\u8bb0<\/h3>\n\n\n\n<p>\u5728\u6570\u636e\u6536\u96c6\u4e4b\u524d\u9884\u5148\u767b\u8bb0\u7814\u7a76\u65b9\u6848\uff0c\u5305\u62ec\u5047\u8bbe\u3001\u7814\u7a76\u8bbe\u8ba1\u548c\u5206\u6790\u8ba1\u5212\uff0c\u662f\u4e00\u79cd\u6709\u6548\u7684\u7b56\u7565\u3002\u8fd9\u53ef\u4ee5\u9632\u6b62\u53ef\u80fd\u5e26\u6765\u504f\u5dee\u7684\u66f4\u6539\u548c\u6570\u636e\u9a71\u52a8\u5206\u6790\u3002<\/p>\n\n\n\n<h3 id=\"h-replication-and-verification\">\u590d\u5236\u4e0e\u9a8c\u8bc1<\/h3>\n\n\n\n<p>\u9f13\u52b1\u91cd\u590d\u7814\u7a76\uff0c\u72ec\u7acb\u9a8c\u8bc1\u7814\u7a76\u7ed3\u679c\u3002\u91cd\u590d\u7814\u7a76\u53ef\u786e\u4fdd\u4e0d\u540c\u7814\u7a76\u4eba\u5458\u3001\u73af\u5883\u548c\u65b9\u6cd5\u5f97\u51fa\u7684\u7ed3\u679c\u4e00\u81f4\uff0c\u4ece\u800c\u6709\u52a9\u4e8e\u51cf\u5c11\u504f\u5dee\u3002<\/p>\n\n\n\n<h3 id=\"h-ethical-considerations\">\u4f26\u7406\u65b9\u9762\u7684\u8003\u8651<\/h3>\n\n\n\n<p>\u9075\u5b88\u9053\u5fb7\u539f\u5219\uff0c\u5982\u77e5\u60c5\u540c\u610f\u3001\u4fdd\u5bc6\u548c\u907f\u514d\u5229\u76ca\u51b2\u7a81\u3002\u9053\u5fb7\u884c\u4e3a\u6709\u52a9\u4e8e\u63d0\u9ad8\u7814\u7a76\u7684\u6574\u4f53\u6709\u6548\u6027\u548c\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5b9e\u65bd\u8fd9\u4e9b\u7b56\u7565\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\uff0c\u63d0\u9ad8\u7814\u7a76\u7ed3\u679c\u7684\u6709\u6548\u6027\u3001\u53ef\u9760\u6027\u548c\u5ba2\u89c2\u6027\u3002&nbsp;<\/p>\n\n\n\n<h2 id=\"h-conclusion\">\u603b\u7ed3<\/h2>\n\n\n\n<p>\u603b\u4e4b\uff0c\u7814\u7a76\u4eba\u5458\u7684\u504f\u89c1\u662f\u8c03\u67e5\u7814\u7a76\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff0c\u56e0\u4e3a\u5b83\u53ef\u80fd\u4f1a\u5e26\u6765\u7cfb\u7edf\u6027\u9519\u8bef\u6216\u626d\u66f2\uff0c\u4ece\u800c\u635f\u5bb3\u7814\u7a76\u7ed3\u679c\u7684\u5b8c\u6574\u6027\u3002\u901a\u8fc7\u5b9e\u65bd\u672c\u6587\u8ba8\u8bba\u7684\u7b56\u7565\u548c\u4fc3\u8fdb\u9053\u5fb7\u884c\u4e3a\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u63d0\u9ad8\u7814\u7a76\u7684\u5ba2\u89c2\u6027\u548c\u53ef\u9760\u6027\uff0c\u786e\u4fdd\u7814\u7a76\u7ed3\u679c\u7684\u53ef\u4fe1\u5ea6\u548c\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2 id=\"h-can-t-find-exactly-what-you-need-we-will-design-it-for-you\">\u627e\u4e0d\u5230\u60a8\u9700\u8981\u7684\u4ea7\u54c1\uff1f\u6211\u4eec\u4f1a\u4e3a\u60a8\u8bbe\u8ba1\uff01<\/h2>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u540d\u7814\u7a76\u4eba\u5458\uff0c\u901a\u5e38\u5f88\u96be\u5728\u4e92\u8054\u7f51\u4e0a\u627e\u5230\u4e0e\u60a8\u7684\u8bba\u6587\u76f8\u5339\u914d\u7684\u89c6\u89c9\u6548\u679c\u3002\u5982\u679c\u60a8\u4e5f\u6709\u540c\u6837\u7684\u70e6\u607c\uff0c\u90a3\u4e48\u89e3\u51b3\u65b9\u6cd5\u5c31\u662f <a href=\"https:\/\/mindthegraph.com\" target=\"_blank\" rel=\"noreferrer noopener\">Mind the Graph<\/a>.\u8fd9\u662f\u4e00\u6b3e\u4fe1\u606f\u56fe\u8868\u5de5\u5177\uff0c\u53ef\u5e2e\u52a9\u60a8\u4f7f\u7528\u79d1\u5b66\u56fe\u8868\u5e93\u4e2d\u7684\u89c6\u89c9\u6548\u679c\u3002\u5982\u679c\u60a8\u6ca1\u6709\u627e\u5230\u6240\u9700\u7684\u56fe\u7247\uff0c\u6211\u4eec\u7684\u56e2\u961f\u5c06\u4e3a\u60a8\u8bbe\u8ba1\u3002\u7acb\u5373\u6ce8\u518c\uff0c\u63a2\u7d22\u9ad8\u8d28\u91cf\u7684\u79d1\u5b66\u89c6\u89c9\u6548\u679c\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u5e55\u540e\u82b1\u7d6e - \u5236\u4f5c\u7eff\u8336\u4fe1\u606f\u56fe\u8868\" width=\"800\" height=\"450\" src=\"https:\/\/www.youtube.com\/embed\/vidCJnaUzg8?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/mindthegraph.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div style=\"height:21px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"is-layout-flex wp-block-buttons\">\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/mindthegraph.com\/\" style=\"border-radius:50px;background-color:#dc1866\" target=\"_blank\" rel=\"noreferrer noopener\">\u7528Mind the Graph\u5f00\u59cb\u521b\u4f5c<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:44px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>","protected":false},"excerpt":{"rendered":"<p>\u63ed\u5f00\u516c\u6b63\u7814\u7a76\u7684\u79d8\u5bc6\u3002\u4e86\u89e3\u5982\u4f55\u907f\u514d\u7814\u7a76\u3001\u7814\u7a76\u65b9\u6cd5\u548c\u7814\u7a76\u624b\u6bb5\u4e2d\u7684\u504f\u89c1\u3002<\/p>","protected":false},"author":33,"featured_media":29794,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[959,28],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How To Avoid Bias In Research: Navigating Scientific Objectivity - Mind the Graph Blog<\/title>\n<meta name=\"description\" content=\"Uncover the secrets to unbiased research. Learn how to avoid bias in research, its methodologies, and approaches.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mindthegraph.com\/blog\/zh\/\u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How To Avoid Bias In Research: Navigating Scientific Objectivity\" \/>\n<meta property=\"og:description\" content=\"Uncover the secrets to unbiased research. Learn how to avoid bias in research, its methodologies, and approaches.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mindthegraph.com\/blog\/zh\/\u5982\u4f55\u907f\u514d\u7814\u7a76\u4e2d\u7684\u504f\u89c1\/\" \/>\n<meta property=\"og:site_name\" content=\"Mind the Graph Blog\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-05T18:14:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-05T19:12:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mindthegraph.com\/blog\/wp-content\/uploads\/2023\/10\/how-to-avoid-bias-in-research-blog.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1123\" \/>\n\t<meta property=\"og:image:height\" content=\"612\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Sowjanya Pedada\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"How To Avoid Bias In Research: Navigating Scientific Objectivity\" \/>\n<meta name=\"twitter:description\" content=\"Uncover the secrets to unbiased research. 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