{"id":33211,"date":"2022-03-19T21:47:22","date_gmt":"2022-03-19T13:47:22","guid":{"rendered":"https:\/\/swarma.org\/?p=33211"},"modified":"2022-03-19T21:47:22","modified_gmt":"2022-03-19T13:47:22","slug":"%e7%bc%ba%e5%a4%b1%e6%95%b0%e6%8d%ae%e5%92%8c%e5%9b%a0%e6%9e%9c%e6%8e%a8%e6%96%ad%e4%b8%ad%e7%9a%84%e5%8f%8c%e7%a8%b3%e5%81%a5%e6%96%b9%e6%b3%95%e4%bb%8b%e7%bb%8d-%e5%91%a8%e6%97%a5%e7%9b%b4","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=33211","title":{"rendered":"\u7f3a\u5931\u6570\u636e\u548c\u56e0\u679c\u63a8\u65ad\u4e2d\u7684\u53cc\u7a33\u5065\u65b9\u6cd5\u4ecb\u7ecd | \u5468\u65e5\u76f4\u64ad\u00b7\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a"},"content":{"rendered":"<div class='wxsyncmain'>\n<section style=\"margin-right: 8px;margin-left: 8px;white-space: normal;letter-spacing: 0.544px;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);line-height: 1.75em;\" data-mpa-powered-by=\"yiban.io\">\n<section style=\"display: inline-block;width: 661px;vertical-align: top;background-color: rgb(246, 246, 246);\">\n<p style=\"text-align: center;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-backh=\"381\" data-backw=\"562\" data-ratio=\"0.6776470588235294\" data-s=\"300,640\"  data-type=\"jpeg\" data-w=\"1275\" style=\"width: 100%;height: auto;\" src=\"\/wp-content\/uploads\/2022\/03\/wxsync-2022-03-0b401ba33ac26589da0f2f4c6579da9e.jpeg\"  \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;\">\n<section style=\"width: 661px;\">\n<section style=\"padding-right: 3px;float: left;line-height: 1;\">\n<section powered-by=\"xiumi.us\">\n<section style=\"padding-left: 10px;display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;border-left: 3px solid rgb(33, 166, 210);border-bottom-left-radius: 0px;line-height: 0;\">\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 25px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);\"><br  \/><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-1px, 0px, 0px);\">\n<section style=\"color: rgb(33, 166, 210);font-size: 16px;line-height: 1.5;\">\n<p><span style=\"font-size: 15px;\"><strong>\u5bfc\u8bed<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"transform: translate3d(-13px, 0px, 0px) rotateX(180deg);\">\n<section style=\"display: inline-block;width: 24px;height: 10px;vertical-align: top;overflow: hidden;line-height: 0;border-style: solid solid none;border-width: 3px 3px 2px;border-radius: 0px;border-color: rgb(33, 166, 210) rgb(33, 166, 210) rgb(15, 76, 129);\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 4px;padding-left: 4px;clear: right;box-shadow: rgb(0, 0, 0) 0px 0px 0px;min-height: 4.5em !important;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 5px;margin-bottom: 5px;\">\n<section style=\"padding-right: 8px;padding-left: 8px;font-size: 13px;line-height: 2;letter-spacing: 0.544px;\">\n<section style=\"clear: none;line-height: 2em;\"><strong><span style=\"letter-spacing: 0.544px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" data-linktype=\"2\" style=\"white-space: normal;\"><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(246, 246, 246);\">\u7f3a\u5931\u6570\u636e\u7ecf\u5e38\u51fa\u73b0\u5728\u533b\u7597\u5065\u5eb7\u4e0e\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\u4e2d\uff0c\u662f\u7edf\u8ba1\u5206\u6790\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u7814\u7a76\u5185\u5bb9\u3002\u53cc\u7a33\u5065\u65b9\u6cd5\u901a\u8fc7\u7ed3\u5408\u9006\u6982\u7387\u52a0\u6743\u548c\u63d2\u8865\u7684\u65b9\u6cd5\u5e94\u7528\u4e8e\u7f3a\u5931\u6570\u636e\u6a21\u578b<\/strong>\u3002\u672c\u6b21\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><strong style=\"letter-spacing: 0.544px;\">\u5c06\u9080\u8bf7\u5317\u4eac\u5927\u5b66\u5434\u9e4f\u8001\u5e08\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u53cc\u7a33\u5065\u65b9\u6cd5\u7684\u4e00\u822c\u6846\u67b6\uff1a\u53cc\u7a33\u5065\u4f30\u8ba1\u65b9\u7a0b\uff0c\u53cc\u7a33\u5065\u635f\u5931\u51fd\u6570\u3002\u524d\u8005\u53ef\u7528\u4e8e\u5f97\u5230\u4e00\u822c\u6a21\u578b\u53c2\u6570\u7684\u53cc\u7a33\u5065\u4f30\u8ba1\uff0c\u540e\u8005\u5e38\u7528\u4e8e\u9884\u6d4b\u95ee\u9898\u4e2d\u3002<\/strong><\/section>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"white-space: normal;\"><strong>\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e3e\u529e\u7684<\/strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" data-linktype=\"2\"><strong>\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63<\/strong><\/a><strong>\uff0c<strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(246, 246, 246);\"><\/strong><strong style=\"color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 13px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(246, 246, 246);\">\u5176\u76ee\u6807\u662f\uff1a\u5c06\u4e3b\u8981\u7ed3\u5408\u56e0\u679c\u63a8\u65ad\u7684\u6f5c\u5728\u7ed3\u679c\uff08Potential Outcomes\uff09\u6846\u67b6\u5c55\u5f00\u8ba8\u8bba\uff0c\u5e76\u5c1d\u8bd5\u5728\u4e0d\u540c\u9886\u57df\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u533b\u5b66\u3001\u7ecf\u6d4e\u5b66\u3001\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u5c1d\u8bd5\u5efa\u7acb\u4e0eSCM\u7684\u5bf9\u5e94\u5173\u7cfb\u3002\u8bfb\u4e66\u81ea2021\u5e7410\u670824\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u4e0a\u534809:00-11:00\u4e3e\u529e\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 2-3 \u4e2a\u6708<\/strong>\u3002<\/strong><\/p>\n<section style=\"clear: none;line-height: 2em;\"><strong style=\"letter-spacing: 0.544px;\"><strong style=\"letter-spacing: 0.544px;\"><\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin: 10px 8px;white-space: normal;letter-spacing: 0.544px;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);line-height: 1.75em;\">\n<section style=\"display: inline-block;vertical-align: middle;line-height: 0;\"><img class=\"rich_pages wxw-img\" data-fileid=\"100098629\" data-ratio=\"0.07314814814814814\"  data-type=\"png\" data-w=\"1080\" style=\"box-sizing: border-box;vertical-align: middle;visibility: visible !important;width: 677px !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2022\/03\/wxsync-2022-03-e16cd5b776e38a4f6806c73548bdc7d4.png\"  \/><\/section>\n<\/section>\n<section style=\"margin: 10px 8px;white-space: normal;letter-spacing: 0.544px;color: rgb(63, 63, 63);font-family: PingFangSC-light;font-size: 15px;background-color: rgb(255, 255, 255);line-height: 1.75em;\">\n<section style=\"display: inline-block;vertical-align: middle;line-height: 0;\"><br  \/><\/section>\n<\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"1.1666666666666667\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1134\" style=\"\" src=\"\/wp-content\/uploads\/2022\/03\/wxsync-2022-03-0e54b4bc923eca2f2ba50f6a3bfc431a.png\"  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<section style=\"text-align: center;margin-left: 8px;margin-right: 8px;\"><br  \/><\/section>\n<h3 style=\"white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">\u80cc\u666f<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<h1 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/h1>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 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style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, 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8px;white-space: normal;line-height: 1.75em;text-align: left;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<h3 style=\"white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">\u4e3b\u8bb2\u4eba<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"white-space: normal;text-align: center;\"><br  \/><\/p>\n<p style=\"text-align: center;\"><img class=\"rich_pages wxw-img js_insertlocalimg\" data-ratio=\"1.28515625\" data-s=\"300,640\"  data-type=\"png\" data-w=\"1280\" style=\"width: 164px;height: 211px;\" src=\"\/wp-content\/uploads\/2022\/03\/wxsync-2022-03-f77a961b1fad8396e4678ca33bb82d26.png\"  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u5434\u9e4f<\/span><\/strong><span style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 15px;color: rgb(63, 63, 63);\">\uff0c\u5317\u4eac\u5927\u5b66\u5317\u4eac\u56fd\u9645\u6570\u5b66\u7814\u7a76\u4e2d\u5fc3\u535a\u58eb\u540e\uff0c\u5bfc\u5e08\u4e3a\u5468\u6653\u534e\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u56e0\u679c\u63a8\u65ad\u548c\u63a8\u8350\u7cfb\u7edf\u3002<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/p>\n<h1 style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u8003\u6587\u732e<\/span><\/strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><\/span><\/h1>\n<ol class=\"list-paddingleft-1\" style=\"list-style-type: decimal;margin-left: 8px;margin-right: 8px;\">\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Seaman, S. R. &amp; Vansteelandt, S. (2018), &#8220;Introduction to double robust methods for incomplete data&#8217;, Statistical Science 33, 184-197.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Scharfstein, D. O., Rotnitzky, A. &amp; Robins, J. M. (1999), &#8220;Adjusting for nonignorable drop-out using semiparametric nonresponse models&#8221;, Journal of American Statistical Association 94, 1096-1120.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Bang, H. &amp; Robins, J. (2005), &#8220;Doubly robust estimation in missing data and causal inference models&#8221;, Biometrics 61, 962-973.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Kang, J. D. &amp; Schafer, J. L. (2007), &#8220;Demystifying double robustness: a comparison of lternative strategies for estimating a population mean from incomplete data&#8221;, Statistical Science 22, 523-539.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Mark J. van der Laan &amp; Sherri Rose (2011). &#8220;Targeted Learning: Causal Inference for Observational and Experimental Data&#8221;. Springer.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Robins, J., Sued, M., Lei-Gomez, Q. &amp; Rotnitzky, A. (2007), &#8220;Comment: Performance of double-robust estimators when inverse probability weights are highly variable&#8221;, Statistical Science 22, 544-559.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Tan, Z. (2006a), &#8220;A distributional approach for causal inference using propensity scores&#8221;, Journal of the American Statistical Association 101(476), 1619-1637.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Tan, Z. (2006b), &#8220;Regresion and weighting methods for causal inference using instrumental variables&#8221;, Journal of the American Medical Association 101, 1607-1618.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Tan, Z. (2010), &#8220;Bounded, effcient, and doubly robust estimation with inverse weighting&#8221;, Biometric 92(2), 1-22.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Tan, Z. (2011), &#8220;Effcient restricted estimators for conditional mean models with missing data&#8221;, Biometrika 98, 663-684.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Vermeulen, K. &amp; Vansteelandt, S. (2015), &#8220;Bias-reduced doubly robust estimation&#8221;, Journal of the American Medical Association 110, 1024-1036.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Vermeulen, K. &amp; Vansteelandt, S. (2016),&#8221;Data-adaptive bias-reduced doubly robust estimation&#8221;, Int. J. Biostat. 12, 253-282.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Zhiqiang Tan (2020), &#8220;Model-assisted inference for treatment effects using regularized calibrated estimation with high-dimensional data&#8221;, The Annals of Statistics 48(2), 811-837.<\/span><\/section>\n<\/li>\n<li style=\"font-size: 13px;\">\n<section style=\"line-height: 1.75em;text-align: left;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 13px;\">Peng Wu, Zhiqiang Tan, Wenjie Hu &amp; Xiao-Hua Zhou (2021), &#8216;Model-assisted inference for covariate-Specic treatment effects with high-dimensional data&#8217;, arXiv:2105.11362.<\/span><\/section>\n<\/li>\n<\/ol>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\"><br  \/><\/span><\/p>\n<h3 style=\"white-space: normal;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);\">\n<section powered-by=\"xiumi.us\" style=\"letter-spacing: 0.544px;font-family: PingFangSC-light;text-align: right;font-size: 13px;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;letter-spacing: 0.544px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;text-align: center;\">\n<section style=\"display: inline-block;vertical-align: middle;\">\n<section style=\"margin-bottom: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"clear: both;line-height: 0;\">\n<section style=\"line-height: 0;width: 0px;\"><svg viewbox=\"0 0 1 1\" style=\"vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"padding-right: 10px;padding-left: 10px;border-left: 3px solid rgb(33, 166, 210);border-right: 3px solid rgb(33, 166, 210);border-top-color: rgb(33, 166, 210);border-bottom-color: rgb(33, 166, 210);font-size: 16px;color: rgb(0, 0, 0);line-height: 1.4;\">\n<p><strong style=\"font-family: mp-quote, -apple-system-font, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;\"><strong style=\"text-align: left;color: rgb(33, 166, 210);font-family: PingFangSC-light;letter-spacing: 0.544px;\">\u76f4\u64ad\u4fe1\u606f<\/strong><\/strong><\/p>\n<\/section>\n<section style=\"margin-top: -2px;\">\n<section style=\"float: left;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<section style=\"float: right;width: 8px;height: 3px;background-color: rgb(33, 166, 210);line-height: 0;\"><br  \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n<p style=\"white-space: normal;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;\">\u65f6\u95f4\uff1a<\/span><\/strong><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">2022\u5e743\u670820\u65e5\u4e0a\u53489:00-11:00<\/span><\/p>\n<section style=\"margin-left: 8px;margin-right: 8px;text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><strong><span style=\"font-size: 15px;color: rgb(63, 63, 63);\">\u53c2\u4e0e\u65b9\u5f0f\uff1a<\/span><\/strong><\/p>\n<ul class=\"list-paddingleft-1\" style=\"list-style-type: disc;\">\n<li>\n<section style=\"line-height: 1.75em;margin-left: 8px;margin-right: 8px;margin-bottom: 10px;\"><span style=\"color: rgb(63, 63, 63);font-size: 15px;\">\u6587\u672b\u626b\u7801\u53c2\u52a0<\/span><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" textvalue=\"\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" 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normal;\">\n<section data-mpa-template=\"t\" mpa-from-tpl=\"t\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"margin-top: 10px;text-align: center;justify-content: center;\">\n<section mpa-from-tpl=\"t\" style=\"display: inline-block;width: auto;vertical-align: top;min-width: 10%;height: auto;box-shadow: rgb(0, 0, 0) 0px 0px 0px;border-bottom: 9px solid rgb(169, 215, 227);border-bottom-right-radius: 0px;\">\n<section powered-by=\"xiumi.us\" mpa-from-tpl=\"t\" style=\"margin-bottom: -15px;\">\n<section mpa-from-tpl=\"t\" style=\"padding-right: 10px;padding-left: 10px;color: rgb(12, 130, 169);line-height: 2;letter-spacing: 3px;\">\n<p><strong mpa-from-tpl=\"t\">\u56e0\u679c\u79d1\u5b66\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><br  \/><\/p>\n<\/h3>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7531\u667a\u6e90\u793e\u533a\u3001\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e3e\u529e\u7684<\/span><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" target=\"_blank\" rel=\"noopener noreferrer\" data-linktype=\"2\" style=\"font-size: 15px;\">\u56e0\u679c\u79d1\u5b66\u4e0eCausal AI\u8bfb\u4e66\u4f1a\u7b2c\u4e09\u5b63<\/a><span style=\"font-size: 15px;\">\uff0c\u5c06\u4e3b\u8981\u9762\u5411\u4e24\u7c7b\u4eba\u7fa4\uff1a\u5982\u679c\u4f60\u4ece\u4e8b\u8ba1\u7b97\u673a\u76f8\u5173\u65b9\u5411\u7814\u7a76\uff0c\u5e0c\u671b\u4e3a\u4e0d\u540c\u9886\u57df\u5f15\u5165\u65b0\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u901a\u8fc7\u5927\u6570\u636e\u3001\u65b0\u7b97\u6cd5\u5f97\u5230\u65b0\u6210\u679c\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bfb\u4e66\u4f1a\u5404\u4e2a\u9886\u57df\u7684\u6838\u5fc3\u56e0\u679c\u95ee\u9898\u4ecb\u7ecd\u548c\u8bba\u6587\u63a8\u8350\u5feb\u901f\u5165\u624b\uff1b\u5982\u679c\u4f60\u4ece\u4e8b\u5176\u4ed6\u7406\u5de5\u79d1\u6216\u4eba\u6587\u793e\u79d1\u9886\u57df\u7814\u7a76\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6240\u5c5e\u9886\u57df\u7684\u56e0\u679c\u7814\u7a76\u7efc\u8ff0\u4ecb\u7ecd\u548c\u7814\u8ba8\u5df2\u6709\u5de5\u4f5c\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u5728\u81ea\u5df1\u7684\u7814\u7a76\u4e2d\u5feb\u901f\u5f00\u59cb\u5c1d\u8bd5\u90e8\u7f72\u7ed3\u5408\u56e0\u679c\u7684\u7b97\u6cd5\u3002\u8bfb\u4e66\u81ea2021\u5e7410\u670824\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u4e0a\u5348 9:00-11:00\u4e3e\u529e\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba1 2-3 \u4e2a\u6708\u3002<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;text-align: center;\"><br  \/><\/section>\n<h1 style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;color: rgb(33, 166, 210);\"><strong>\u8bfb\u4e66\u4f1a\u5927\u7eb2\u4e00\u89c8\uff1a<\/strong><\/span><\/h1>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"font-size: 15px;\">Donald Rubin\uff1aEssential Concepts of causal inference<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;\">\u300c\u57fa\u7840\u7406\u8bba\u5b66\u4e60\u300d<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u63a8\u65ad\u7684\u6f5c\u5728\u7ed3\u679c\u6846\u67b6\u5728\u5b9e\u9a8c\u6027\u7814\u7a76\u7684\u5e94\u7528<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u63a8\u65ad\u5728\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff1aDESIGN<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u63a8\u65ad\u5728\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\u7684\u5e94\u7528\uff08\u7eed\uff09\uff1aANALYSIS<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;\">\u300c\u6848\u4f8b\u7814\u8ba8\u300d<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u533b\u5b66\u3001\u836f\u5b66\u3001\u751f\u7269\u5b66\u4e2d\u7684\u7814\u7a76\u6848\u4f8b<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7ba1\u7406\u5b66\u3001\u7ecf\u6d4e\u5b66\u3001\u793e\u4f1a\u5b66\u53ca\u653f\u6cbb\u5b66\u4e2d\u7684\u7814\u7a76\u6848\u4f8b<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u968f\u673a\u68ee\u6797\u53ca\u5176\u5728\u5de5\u4e1a\u754c\u7684\u5e94\u7528<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u591a\u7ea7\u6cbb\u7597\u4e0e\u8fde\u7eed\u6027\u66b4\u9732<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u63a8\u8350\u7cfb\u7edf<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e94\u7528<\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 10px;\"><span style=\"font-size: 15px;\">\u56e0\u679c\u4e0e\u516c\u5e73\u6027\u548c\u53ef\u89e3\u91ca\u6027<\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;margin-bottom: 5px;\"><span style=\"font-size: 15px;\">\u300c\u6df1\u5165\u7406\u8bba\u5b66\u4e60\u300d<\/span><\/p>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u53cc\u7a33\u5065\u4f30\u8ba1\u3001\u5904\u7406\u6781\u7aef\u503e\u5411\u5f97\u5206\u7684\u65b9\u6cd5<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u9634\u6027\u5bf9\u7167\u8bd5\u9a8c<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u9ad8\u7ef4\u56e0\u679c\u63a8\u65ad<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\">\u7ed3\u5408\u968f\u673a\u5316\u8bd5\u9a8c\u6570\u636e\u4e0e\u89c2\u5bdf\u6027\u6570\u636e<\/span><\/section>\n<section style=\"margin-right: 8px;margin-left: 8px;line-height: 1.75em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/section>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;max-width: 100%;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 1.75em;box-sizing: border-box !important;word-wrap: break-word !important;\"><span style=\"outline: 0px;max-width: 100%;font-size: 15px;letter-spacing: 0.544px;box-sizing: border-box !important;word-wrap: break-word !important;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247580041&amp;idx=1&amp;sn=ac9c1f715efa58ca79fc416c6e41190c&amp;chksm=e896e304dfe16a12a7cb349d945f3fc400533c5b89f6df9a407c1654ccb248f1a65d1e89fb9e&amp;scene=21#wechat_redirect\" textvalue=\"\u4f60\u5df2\u9009\u4e2d\u4e86\u6dfb\u52a0\u94fe\u63a5\u7684\u5185\u5bb9\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"1\" wah-hotarea=\"click\" hasload=\"1\" style=\"outline: 0px;cursor: pointer;max-width: 100%;font-family: -apple-system, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;text-align: center;box-sizing: border-box !important;word-wrap: break-word !important;\" rel=\"noopener noreferrer\"><span class=\"js_jump_icon h5_image_link\" data-positionback=\"static\" style=\"outline: 0px;max-width: 100%;line-height: 0;vertical-align: bottom;box-sizing: border-box !important;overflow-wrap: break-word !important;width: 100%;\"><img class=\"rich_pages wxw-img\" data-backh=\"237\" data-backw=\"562\" data-cropselx1=\"0\" data-cropselx2=\"562\" data-cropsely1=\"0\" data-cropsely2=\"518\" data-fileid=\"100099027\" data-ratio=\"0.4212962962962963\"  data-type=\"jpeg\" data-w=\"1080\" style=\"outline: 0px;border-width: 0px;border-style: initial;border-color: initial;width: 661px;box-sizing: border-box !important;overflow-wrap: break-word !important;visibility: visible !important;height: auto !important;\" src=\"\/wp-content\/uploads\/2022\/03\/wxsync-2022-03-182ca533aa54fa4e2cf8c369b050cce9.jpeg\"  \/><\/span><\/a><\/span><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;outline: 0px;max-width: 100%;letter-spacing: 0.544px;white-space: normal;color: rgb(136, 136, 136);font-size: 14px;font-family: -apple-system-font, system-ui, &quot;Helvetica Neue&quot;, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;background-color: rgb(255, 255, 255);line-height: 1.75em;box-sizing: border-box !important;word-wrap: break-word !important;\"><br  \/><\/p>\n<p style=\"margin-right: 8px;margin-left: 8px;white-space: normal;line-height: 1.75em;\"><br  \/><\/p>\n<p style=\"white-space: normal;line-height: 1.75em;\"><strong style=\"font-size: 15px;letter-spacing: 0.544px;background-color: rgb(255, 255, 255);color: rgb(255, 255, 255);font-family: PingFangSC-light;\"><span style=\"background-color: rgb(12, 130, 169);\">\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u76f4\u64ad<\/span><\/strong><\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bed 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