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PubMed \u548c Web of Science \u5728\u5185\u7684\u591a\u4e2a\u6570\u636e\u5e93\uff0c\u6536\u96c6\u5173\u4e8e\u540c\u884c\u8bc4\u5ba1\u6587\u732e\u548c\u4f1a\u8bae\u6458\u8981\u7684\u7efc\u5408\u6570\u636e\uff08\u56fe 2\uff09\u3002<\/p>\n<p>\u56fe 2. \u6d41\u884c\u75c5\u5b66\u5bb6\u5ba1\u67e5\u7684\u6570\u636e\u6765\u6e90\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-435724\" src=\"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-content\/uploads\/sites\/4\/2026\/01\/b4ff06ab851bcd477c06a72793f355a7.jpg\" alt=\"\u6d41\u884c\u75c5\u5b66\u60c5\u62a5\u6570\u636e\u5e93\" width=\"2775\" height=\"1621\" 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AI \u7684\u5173\u6ce8\u4e0b\uff0cAI\/ML \u6a21\u578b\u5df2\u6210\u4e3a\u7cbe\u51c6\u68c0\u7d22\u7684\u6838\u5fc3\u5de5\u5177\u3002\u4e3a\u4e86\u4f18\u5316\u8fd9\u4e00\u5e9e\u5927\u7684\u8f93\u51fa\uff0c\u6211\u4eec\u91c7\u7528 AI\/ML \u76f8\u5173\u6027\u6a21\u578b\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3\uff08API\uff09\u6309\u76f8\u5173\u6027\u5bf9\u8bba\u6587\u8fdb\u884c\u6392\u5e8f\u3002<\/p>\n<p>\u79d1\u777f\u552f\u5b89\u7684\u6d41\u884c\u75c5\u5b66\u673a\u5668\u5b66\u4e60\uff08EPI ML\uff09\u9879\u76ee\u53ef\u81ea\u52a8\u626b\u63cf\u6d41\u884c\u75c5\u5b66\u7814\u7a76\uff0c\u91cd\u70b9\u5173\u6ce8\u6a21\u578b\u9009\u62e9\u548c ML \u670d\u52a1\u5e73\u53f0\u7684\u5f00\u53d1\u3002\u8bc4\u4ef7\u4e86\u516d\u4e2a\u5206\u7c7b\u5668 ML \u6a21\u578b\uff0c\u5e76\u6df1\u5ea6\u7814\u7a76\u4e86\u6027\u80fd\u62a5\u544a\u3002<\/p>\n<p>\u7531\u4e8e\u6211\u4eec\u7684\u6570\u636e\u96c6\u5b58\u5728\u6837\u672c\u4e0d\u5e73\u8861\u6027\uff08\u4e0d\u76f8\u5173\u6837\u672c\u7684\u6570\u91cf\u591a\u4e8e\u76f8\u5173\u6837\u672c\uff09\uff0c\u56e0\u6b64\u5f15\u5165\u96c6\u6210\u5b66\u4e60\u6280\u672f\uff08ELT\uff09\u63d0\u9ad8\u51c6\u786e\u6027\u3002\u96c6\u6210\u6a21\u578b\u7ed3\u5408\u4e86\u591a\u4e2a\u72ec\u7acb\u6a21\u578b\uff0c\u6bd4\u5355\u4e2a\u6a21\u578b\u80fd\u4ea7\u751f\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3002<\/p>\n<p>\u5bf9\u4e8e\u6d41\u884c\u75c5\u5b66\uff0c\u91c7\u7528\u7b80\u6613\u96c6\u6210\u81ea\u5206\u7c7b\u5668\uff08EEC\uff09\u7684\u591a\u9879\u5f0f\u6734\u7d20\u8d1d\u53f6\u65af\uff08NB\uff09\u6a21\u578b\u8868\u73b0\u6700\u4f73\uff0c\u52a0\u6743\u51c6\u786e\u7387\u7ea6\u4e3a 70%\uff08\u56fe 3\uff09\u3002<\/p>\n<p>\u56fe 3. \u516d\u4e2a\u6d4b\u8bd5\u7684\u5206\u7c7b\u5668 ML \u6a21\u578b\u7684\u6027\u80fd\u62a5\u544a\uff1a<\/p>\n<table class=\"table\">\n<tbody>\n<tr>\n<td style=\"text-align: center;color: #16ab05\" colspan=\"8\" width=\"553\">EEC 2f 21\u96c6<\/td>\n<\/tr>\n<tr>\n<td width=\"79\">\u5206\u7c7b\u5668<\/td>\n<td width=\"66\">\u76f8\u5173\u6027\u53ec\u56de\u7387<\/td>\n<td width=\"68\">\u76f8\u5173\u6027\u7cbe\u786e\u7387<\/td>\n<td width=\"67\">\u4e0d\u76f8\u5173\u6027\u53ec\u56de\u7387<\/td>\n<td width=\"69\">\u4e0d\u76f8\u5173\u6027\u7cbe\u786e\u7387<\/td>\n<td width=\"68\">\u76f8\u5173\u6027 f1 \u5206\u6570<\/td>\n<td width=\"68\">\u4e0d\u76f8\u5173\u6027 f1 \u5206\u6570<\/td>\n<td width=\"68\">\u603b\u4f53\u51c6\u786e\u7387<\/td>\n<\/tr>\n<tr>\n<td style=\"color: #16ab05\" width=\"79\"><strong>\u591a\u9879\u5f0f <\/strong><strong>NB<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"66\"><strong>78.376<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"68\"><strong>20.000<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"67\"><strong>67.189<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"69\"><strong>95.997<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"68\"><strong>29.695<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"68\"><strong>77.800<\/strong><\/td>\n<td style=\"color: #16ab05\" width=\"68\"><strong>68.055<\/strong><\/td>\n<\/tr>\n<tr>\n<td width=\"79\">K \u8fd1\u90bb\u5206\u7c7b\u5668<\/td>\n<td width=\"66\">74.434<\/td>\n<td width=\"68\">14.321<\/td>\n<td width=\"67\">57.455<\/td>\n<td width=\"69\">95.130<\/td>\n<td width=\"68\">22.435<\/td>\n<td width=\"68\">70.661<\/td>\n<td width=\"68\">58.939<\/td>\n<\/tr>\n<tr>\n<td width=\"79\">\u968f\u673a\u68ee\u6797\u5206\u7c7b\u5668<\/td>\n<td width=\"66\">58.581<\/td>\n<td width=\"68\">21.489<\/td>\n<td width=\"67\">78.165<\/td>\n<td width=\"69\">94.571<\/td>\n<td width=\"68\">29.086<\/td>\n<td width=\"68\">85.022<\/td>\n<td width=\"68\">76.399<\/td>\n<\/tr>\n<tr>\n<td width=\"79\">XGB \u5206\u7c7b\u5668<\/td>\n<td width=\"66\">49.833<\/td>\n<td width=\"68\">25.934<\/td>\n<td width=\"67\">86.095<\/td>\n<td width=\"69\">93.946<\/td>\n<td width=\"68\">31.019<\/td>\n<td width=\"68\">89.571<\/td>\n<td width=\"68\">82.466<\/td>\n<\/tr>\n<tr>\n<td width=\"79\">\u903b\u8f91\u56de\u5f52<\/td>\n<td width=\"66\">45.817<\/td>\n<td width=\"68\">31.108<\/td>\n<td width=\"67\">90.095<\/td>\n<td width=\"69\">93.599<\/td>\n<td width=\"68\">33.013<\/td>\n<td width=\"68\">91.547<\/td>\n<td width=\"68\">85.436<\/td>\n<\/tr>\n<tr>\n<td width=\"79\">AdaBoost \u5206\u7c7b\u5668<\/td>\n<td width=\"66\">44.995<\/td>\n<td width=\"68\">25.376<\/td>\n<td width=\"67\">86.842<\/td>\n<td width=\"69\">93.637<\/td>\n<td width=\"68\">29.442<\/td>\n<td width=\"68\">89.849<\/td>\n<td width=\"68\">82.799<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>EPI ML \u670d\u52a1\u5e73\u53f0\u4e8e 2024 \u5e74 8 \u6708\u63a8\u51fa\uff0c\u5229\u7528 API \u8fdb\u884c\u9884\u6d4b\u3001\u8bad\u7ec3\u3001\u6a21\u578b\u7ba1\u7406\u548c\u7cfb\u7edf\u8ddf\u8e2a\uff0c\u4fbf\u4e8e\u96c6\u6210\u5230 Epi-Intelligence \u5e73\u53f0\u4e2d\u3002\u901a\u8fc7\u8fd9\u4e9b API\uff0c\u7528\u6237\u53ef\u4ee5\u9884\u6d4b\u6d41\u884c\u75c5\u5b66\u7814\u7a76\u7684\u76f8\u5173\u6027\u3001\u4e0a\u4f20\u8bad\u7ec3\u6570\u636e\u548c\u7ba1\u7406ML\u6a21\u578b\u3002\u9776\u5411\u68c0\u7d22\u5de5\u4f5c\u4f7f\u7528 PubMed\u3001Web of Science \u548c\u5f15\u7528\u7684\u6587\u732e\u7b49\u6765\u6e90\uff0c\u4ee5\u83b7\u53d6\u66f4\u591a\u6709\u4ef7\u503c\u7684\u6765\u6e90\u3002\u6570\u636e\u7ecf\u8fc7\u4e25\u683c\u9a8c\u8bc1\uff0c\u7136\u540e AI\/ML \u6a21\u578b\u8d4b\u4e88\u76f8\u5173\u6027\u8bc4\u5206\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7b5b\u9009\u3002<\/p>\n<p>\u901a\u8fc7\u5173\u6ce8\u76f8\u5173\u6027\u5f97\u5206\u5728 80% \u6216\u66f4\u9ad8\u7684\u8bba\u6587\uff0c\u6d41\u7a0b\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\uff0c\u901a\u5e38\u4f1a\u7f29\u5c0f\u8be6\u7ec6\u8bc4\u4ef7\u7684\u5217\u8868\u8303\u56f4\u3002\u8fd9\u79cd\u65b9\u6cd5\u8282\u7701\u4e86\u5927\u91cf\u65f6\u95f4\uff0c\u540c\u65f6\u786e\u4fdd\u7eb3\u5165\u4e86\u6700\u4f73\u4e14\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\u3002<\/p>\n<p>EPI ML \u670d\u52a1\u96c6\u6210\u7684\u540e\u7eed\u8def\u7ebf\u56fe\u5305\u62ec\uff1a\u5f15\u5165\u652f\u6301\u6301\u7eed\u5b66\u4e60\u7684\u81ea\u52a8\u5316\u53cd\u9988\u95ed\u73af\u3001\u521b\u5efa\u7528\u6237\u53cb\u597d\u7684 Singularity \u4eea\u8868\u677f\uff0c\u4ee5\u53ca\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u6d4b\u8bd5\u4ee5\u63d0\u9ad8\u6a21\u578b\u51c6\u786e\u6027\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u7531 AI\/ML \u8f85\u52a9\u7684\u9776\u5411\u68c0\u7d22\u5de5\u4f5c\u5c06\u4fa7\u91cd\u4e8e\u6240\u6709\u9002\u5e94\u75c7\u7684\u5e74\u5ea6\u66f4\u65b0\u3001\u8bb0\u5f55\u6700\u65b0\u6587\u7ae0\uff0c\u5e76\u5c06\u7814\u7a76\u7ed3\u679c\u6574\u5408\u5230 Epi-Intelligence \u5e73\u53f0\u4e2d\uff0c\u4ee5\u4fbf\u4e3a\u5ba2\u6237\u63d0\u4f9b\u6700\u65b0\u7684\u3001\u5168\u9762\u7684\u6d41\u884c\u75c5\u5b66\u6570\u636e\u3002Epi-Intelligence \u5e73\u53f0\u96c6\u6210\u4e86\u65e7\u7cfb\u7edf\u5185\u5bb9\uff0c\u5e76\u63d0\u4f9b\u589e\u5f3a\u529f\u80fd\uff0c\u4f8b\u5982\u7528\u6237\u53cb\u597d\u7684\u641c\u7d22\u6846\u3001\u5feb\u901f\u52a0\u8f7d\u65f6\u95f4\u3001\u91cd\u65b0\u8bbe\u8ba1\u7684\u6c47\u603b\u8868\u3001\u5168\u65b0\u7684\u53ef\u89c6\u5316\u548c\u53ef\u5b9a\u5236\u6570\u636e\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ee5\u53ca\u5404\u56fd\u6d41\u884c\u75c5\u5b66\u6570\u636e\u7684\u70ed\u56fe\u89c6\u56fe\u3002\u8fd9\u4e9b\u529f\u80fd\u5171\u540c\u4e3a\u8bbf\u95ee\u548c\u5206\u6790\u6d41\u884c\u75c5\u5b66\u6570\u636e\u63d0\u4f9b\u4e86\u5168\u9762\u3001\u9ad8\u6548\u548c\u7528\u6237\u53cb\u597d\u7684\u4f53\u9a8c\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u901a\u8fc7\u96c6\u6210 AI\/ML \u6280\u672f\uff0c\u79d1\u777f\u552f\u5b89\u5728\u6d41\u884c\u75c5\u5b66\u7814\u7a76\u7684\u7cbe\u786e\u5ea6\u4e0e\u4ea4\u4ed8\u6548\u7387\u65b9\u9762\u6b63\u6301\u7eed\u5b9a\u4e49\u884c\u4e1a\u6807\u51c6\u3002<\/p>\n<h3><strong>\u4f9d\u6258\u7a33\u5065\u6570\u636e\u96c6\uff0c\u9884\u89c1\u672a\u6765\u8d8b\u52bf<\/strong><\/h3>\n<p>\u79d1\u777f\u552f\u5b89\u6d41\u884c\u75c5\u5b66\u60c5\u62a5\u5e73\u53f0\u63d0\u4f9b\uff1a<\/p>\n<ul>\n<li><strong>\u8986\u76d6 <\/strong><strong>45 <\/strong><strong>\u4e2a\u56fd\u5bb6<\/strong><strong>\/<\/strong><strong>\u5730\u533a\u7684\u6570\u636e\uff0c<\/strong>\u5916\u63a8\u80fd\u529b\u53ef\u6269\u5c55\u81f3 171 \u4e2a\u56fd\u5bb6\/\u5730\u533a<\/li>\n<li><strong>\u8d85\u8fc7 <\/strong><strong>200 <\/strong><strong>\u79cd\u75be\u75c5\u548c\u5173\u952e\u4eba\u7fa4\uff0c<\/strong>\u6db5\u76d6\u76ae\u80a4\u75c5\u5b66\u3001\u80bf\u7624\u5b66\u3001\u5fc3\u8840\u7ba1\u3001\u4f20\u67d3\u75c5\u7b49\u9886\u57df<\/li>\n<li><strong>\u63d0\u4f9b<\/strong><strong> 10 <\/strong><strong>\u81f3<\/strong><strong> 20 <\/strong><strong>\u5e74\u7684\u524d\u77bb\u6027\u9884\u6d4b\uff0c\u52a9\u529b\u5ba2\u6237\u5236\u5b9a\u957f\u671f\u6218\u7565\u89c4\u5212<\/strong>\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u5e7f\u6cdb\u7684\u8986\u76d6\u8303\u56f4\u4e3a\u5236\u836f\u516c\u53f8\u548c\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u9488\u5bf9\u4e0d\u540c\u5e02\u573a\u7684\u5b9e\u64cd\u6027\u6d1e\u5bdf\u3002\u65e0\u8bba\u662f\u4e86\u89e3\u75be\u75c5\u8d1f\u62c5\u3001\u8bc6\u522b\u5173\u952e\u98ce\u9669\u56e0\u7d20\uff0c\u8fd8\u662f\u9884\u6d4b\u672a\u6765\u8d8b\u52bf\uff0c\u79d1\u777f\u552f\u5b89\u7684\u6d41\u884c\u75c5\u5b66\u56e2\u961f\u59cb\u7ec8\u81f4\u529b\u4e8e\u63d0\u4f9b\u5177\u6709\u6218\u7565\u51b3\u7b56\u4ef7\u503c\u7684\u6df1\u5ea6\u89c1\u89e3\u3002<\/p>\n<p><strong>\u8981\u5168\u9762\u4e86\u89e3\u6211\u4eec\u8986\u76d6\u7684\u75be\u75c5\u548c\u65b9\u6cd5\uff0c\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684<\/strong><a href=\"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/portfolio-strategy\/market-assessment\/epidemiology-intelligence\/\"><strong>\u6d41\u884c\u75c5\u5b66\u60c5\u62a5\u5e73\u53f0<\/strong><\/a><strong>\uff0c\u6216\u7acb\u5373\u8054\u7cfb\u6211\u4eec\u7684\u56e2\u961f\u3002\u6211\u4eec\u53ef\u4ee5\u5171\u540c\u5851\u9020\u533b\u7597\u4fdd\u5065\u7814\u7a76\u7684\u672a\u6765\u3002<\/strong><\/p>\n<p>\u672c\u6587\u7531\u6d41\u884c\u75c5\u5b66\u603b\u76d1 Narendra Parihar \u548c\u9ad8\u7ea7\u9996\u5e2d STEM \u5185\u5bb9\u5206\u6790\u5e08 Shyama Ghosh \u64b0\u5199\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u51b3\u5b9a\u662f\u5426\u6295\u8d44\u836f\u7269\u7814\u53d1\u6216\u5546\u4e1a\u5316\u65f6\uff0c\u6df1\u5165\u4e86\u89e3\u76ee\u6807\u5e02\u573a\u662f\u81f3\u5173\u91cd\u8981\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n","protected":false},"author":8,"featured_media":435717,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_links_to":"","_links_to_type":0,"footnotes":""},"categories":[3,43],"tags":[47,69,48,50],"class_list":["post-435713","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-life-sciences-healthcare","category-biopharma","tag-ai-machine-learning","tag-market-access","tag-epidemiology","tag-real-world-data"],"acf":[],"publishpress_future_action":{"enabled":false,"date":"2026-06-27 09:01:37","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/posts\/435713","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/comments?post=435713"}],"version-history":[{"count":10,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/posts\/435713\/revisions"}],"predecessor-version":[{"id":435911,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/posts\/435713\/revisions\/435911"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/media\/435717"}],"wp:attachment":[{"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/media?parent=435713"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/categories?post=435713"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clarivate.com.cn\/life-sciences-healthcare\/wp-json\/wp\/v2\/tags?post=435713"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}