{"id":5888,"date":"2025-05-01T17:47:23","date_gmt":"2025-05-01T09:47:23","guid":{"rendered":"https:\/\/nullthought.net\/?p=5888"},"modified":"2025-05-01T17:47:25","modified_gmt":"2025-05-01T09:47:25","slug":"amie%ef%bc%88articulate-medical-intelligence-explorer%ef%bc%89%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%8c%e7%94%a8%e4%ba%8e%e5%8c%bb%e5%ad%a6%e9%89%b4%e5%88%ab%e8%af%8a","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5888","title":{"rendered":"AMIE\uff08Articulate Medical Intelligence Explorer\uff09\uff1a\u57fa\u4e8e\u5927\u6a21\u578b\uff0c\u7528\u4e8e\u533b\u5b66\u201c\u9274\u522b\u8bca\u65ad\uff08differential diagnosis, DDx\uff09\u201d\u7684\u65b0\u7cfb\u7edf"},"content":{"rendered":"\n<p>\u5168\u9762\u7684<strong>\u9274\u522b\u8bca\u65ad\uff08differential diagnosis, DDx\uff09<\/strong>\u662f\u533b\u7597\u62a4\u7406\u7684\u57fa\u77f3\uff0c\u901a\u5e38\u662f\u901a\u8fc7\u7ed3\u5408\u75c5\u53f2\u3001\u4f53\u683c\u68c0\u67e5\u3001\u68c0\u9a8c\u548c\u64cd\u4f5c\u7b49\u53cd\u590d\u63a8\u7406\u8fc7\u7a0b\u5f97\u51fa\u7684\u3002\u7531\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u4ea4\u4e92\u5f0f\u754c\u9762\u4e3a\u8f85\u52a9\u6216\u81ea\u52a8\u5316\u8fd9\u4e00\u8fc7\u7a0b\u7684\u82e5\u5e72\u65b9\u9762\u63d0\u4f9b\u4e86\u65b0\u673a\u9047\u3002\u8bba\u6587<strong><a href=\"https:\/\/www.nature.com\/articles\/s41586-025-08869-4\" target=\"_blank\" rel=\"noreferrer noopener\">Towards accurate differential diagnosis with large language models<\/a><\/strong>\u4ecb\u7ecd\u4e86<strong>Articulate Medical Intelligence Explorer\uff08AMIE\uff09<\/strong>\uff0c\u4e00\u4e2a\u4e13\u4e3a\u8bca\u65ad\u63a8\u7406\u4f18\u5316\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u8bc4\u4f30\u5176\u5728\u72ec\u7acb\u751f\u6210\u9274\u522b\u8bca\u65ad\u4ee5\u53ca\u8f85\u52a9\u4e34\u5e8a\u533b\u751f\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>20\u4f4d\u4e34\u5e8a\u533b\u751f\u8bc4\u4f30\u4e86302\u4e2a\u6e90\u81ea\u771f\u5b9e\u4e16\u754c\u3001\u5177\u6709\u6311\u6218\u6027\u7684\u533b\u5b66\u75c5\u4f8b\uff08\u53d6\u6750\u81ea\u5df2\u53d1\u8868\u7684\u75c5\u4f8b\u62a5\u544a\uff09\u3002\u6bcf\u4efd\u75c5\u4f8b\u7531\u4e24\u4f4d\u533b\u751f\u9605\u8bfb\uff0c\u968f\u673a\u5206\u914d\u5230\u4e24\u4e2a\u8f85\u52a9\u6761\u4ef6\u4e4b\u4e00\uff1a\u4f7f\u7528\u641c\u7d22\u5f15\u64ce\u4e0e\u6807\u51c6\u533b\u5b66\u8d44\u6e90\u8f85\u52a9\uff0c\u6216\u5728\u6b64\u57fa\u7840\u4e0a\u518d\u989d\u5916\u4f7f\u7528AMIE\u8f85\u52a9\u3002\u6240\u6709\u533b\u751f\u5728\u4f7f\u7528\u8f85\u52a9\u5de5\u5177\u524d\uff0c\u9996\u5148\u90fd\u9700\u63d0\u4f9b\u4e00\u6b21\u65e0\u8f85\u52a9\u7684\u521d\u59cb\u9274\u522b\u8bca\u65ad\u5217\u8868\u3002<\/p>\n\n\n\n<p>AMIE\u5728\u72ec\u7acb\u72b6\u6001\u4e0b\u7684\u8868\u73b0\u4f18\u4e8e\u65e0\u8f85\u52a9\u7684\u4e34\u5e8a\u533b\u751f\uff08top-10\u51c6\u786e\u7387\u4e3a59.1%\u5bf9\u6bd433.6%\uff0cP = 0.04\uff09\u3002\u5728\u4e24\u79cd\u8f85\u52a9\u6761\u4ef6\u5bf9\u6bd4\u4e2d\uff0c\u4f7f\u7528AMIE\u8f85\u52a9\u7684\u533b\u751f\u83b7\u5f97\u66f4\u9ad8\u7684\u9274\u522b\u8bca\u65ad\u8d28\u91cf\u8bc4\u5206\uff08top-10\u51c6\u786e\u7387\u4e3a51.7%\uff09\uff0c\u4f18\u4e8e\u672a\u4f7f\u7528AMIE\u8f85\u52a9\u7684\u533b\u751f\uff0836.1%\uff0cMcNemar\u68c0\u9a8c\uff1a45.7\uff0cP &lt; 0.01\uff09\u548c\u4ec5\u4f7f\u7528\u641c\u7d22\u5de5\u5177\u7684\u533b\u751f\uff0844.4%\uff0cMcNemar\u68c0\u9a8c\uff1a4.75\uff0cP = 0.03\uff09\u3002\u6b64\u5916\uff0c\u4f7f\u7528AMIE\u8f85\u52a9\u7684\u533b\u751f\u751f\u6210\u7684\u9274\u522b\u8bca\u65ad\u5217\u8868\u4e5f\u66f4\u4e3a\u5168\u9762\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aDaniel McDuff, Mike Schaekermann, Tao Tu, Anil Palepu, Amy Wang, Jake Garrison, Karan Singhal, Yash Sharma, Shekoofeh Azizi, Kavita Kulkarni, Le Hou, Yong Cheng, Yun Liu, S. Sara Mahdavi, Sushant Prakash, Anupam Pathak, Christopher Semturs, Shwetak Patel, Dale R. Webster, Ewa Dominowska, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S. Corrado, Yossi Matias, Jake Sunshine, Alan Karthikesalingam &amp; Vivek atarajan\uff0c\u6765\u81eaGoogle\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u76ee\u7684<\/h5>\n\n\n\n<p>\u672c\u6587\u9488\u5bf9\u533b\u5b66\u8bca\u65ad\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u201c\u9274\u522b\u8bca\u65ad\uff08differential diagnosis, DDx\uff09\u201d\u8fc7\u7a0b\uff0c\u63d0\u51fa\u5e76\u9a8c\u8bc1\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u5f00\u53d1\u7684\u65b0\u7cfb\u7edf AMIE\uff08Articulate Medical Intelligence Explorer\uff09\u3002\u4f20\u7edf\u7684\u533b\u5b66\u8bca\u65ad\u4f9d\u8d56\u4e8e\u4e34\u5e8a\u75c5\u53f2\u3001\u4f53\u683c\u68c0\u67e5\u3001\u5b9e\u9a8c\u5ba4\u68c0\u6d4b\u53ca\u56fe\u50cf\u7b49\u7efc\u5408\u63a8\u7406\uff0c\u800c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u51fa\u73b0\u63d0\u4f9b\u4e86\u6784\u5efa\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u8bca\u65ad\u5de5\u5177\u7684\u65b0\u673a\u4f1a\u3002\u672c\u6587\u4e0d\u4ec5\u8bc4\u4f30\u4e86AMIE\u5728\u72ec\u7acb\u751f\u6210DDx\u65b9\u9762\u7684\u8868\u73b0\uff0c\u8fd8\u63a2\u7d22\u5176\u4f5c\u4e3a\u533b\u751f\u8f85\u52a9\u5de5\u5177\u7684\u6f5c\u529b\uff0c\u76ee\u6807\u662f\u63d0\u9ad8\u4e34\u5e8a\u63a8\u7406\u8d28\u91cf\uff0c\u63d0\u5347\u8bca\u65ad\u51c6\u786e\u6027\uff0c\u5e76\u6269\u5927\u975e\u4e13\u5bb6\u533b\u751f\u83b7\u5f97\u4e13\u5bb6\u7ea7\u652f\u6301\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001AMIE\u7cfb\u7edf\u4ecb\u7ecd<\/h5>\n\n\n\n<p>AMIE\u6784\u5efa\u4e8eGoogle\u7684PaLM 2\u5927\u6a21\u578b\u4e4b\u4e0a\uff0c\u9488\u5bf9\u533b\u7597\u573a\u666f\u8fdb\u884c\u4e86\u4f18\u5316\u5fae\u8c03\uff0c\u5305\u62ec\u4ee5\u4e0b\u5173\u952e\u80fd\u529b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5177\u5907\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff08\u5904\u7406\u6587\u672c\u957f\u5ea6\u8d85\u8fc76,000\u5b57\u7b26\uff09\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u7684\u6570\u636e\u96c6\u5305\u62ec\u591a\u4e2a\u533b\u5b66\u95ee\u7b54\u6570\u636e\u96c6\uff08\u5982MedQA, MedMCQA, MedicationQA\u7b49\uff09\u3001\u771f\u5b9e\u7684\u533b\u60a3\u5bf9\u8bdd\u6570\u636e\u4ee5\u53caMIMIC-III\u4e2d\u7ecf\u8fc7\u4eba\u5de5\u7cbe\u7ec6\u6807\u6ce8\u7684EHR\u6458\u8981\uff1b<\/li>\n\n\n\n<li>\u5fae\u8c03\u4efb\u52a1\u6db5\u76d6\u591a\u9009\u9898\u7b54\u9898\u3001\u957f\u6587\u672c\u95ee\u7b54\u3001\u5bf9\u8bdd\u751f\u6210\u548c\u75c5\u5386\u603b\u7ed3\uff1b<\/li>\n\n\n\n<li>\u672a\u4f7f\u7528NEJM\u75c5\u4f8b\u62a5\u544a\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u9632\u6b62\u6570\u636e\u6cc4\u6f0f\uff0c\u9a8c\u8bc1\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u7814\u7a76\u65b9\u6cd5<\/h5>\n\n\n\n<p>\u5b9e\u9a8c\u5171\u5305\u62ec\u4e24\u4e2a\u9636\u6bb5\uff0c\u6db5\u76d6302\u4e2aNEJM CPC\uff08\u4e34\u5e8a\u75c5\u7406\u4f1a\u8bae\uff09\u4e2d\u7684\u590d\u6742\u771f\u5b9e\u75c5\u4f8b\uff0c\u753120\u4f4d\u7f8e\u56fd\u5185\u79d1\u8ba4\u8bc1\u533b\u751f\u548c19\u4f4d\u4e13\u5bb6\u53c2\u4e0e\uff1a<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u4e34\u5e8a\u533b\u751f\u7684\u8f85\u52a9\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4f4d\u533b\u751f\u5728\u672a\u8f85\u52a9\u548c\u8f85\u52a9\uff08\u5206AMIE\u6216\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\uff09\u6761\u4ef6\u4e0b\u5747\u9700\u5b8c\u6210DDx\u5217\u8868\uff1b<\/li>\n\n\n\n<li>\u641c\u7d22\u7ec4\u53ef\u4f7f\u7528UpToDate\u3001PubMed\u3001Google Search\uff1b<\/li>\n\n\n\n<li>AMIE\u7ec4\u53ef\u4f7f\u7528AMIE\u754c\u9762\u4e0e\u5176\u4ea4\u4e92\uff0c\u540c\u65f6\u4e5f\u53ef\u9009\u62e9\u5176\u4ed6\u5de5\u5177\uff1b<\/li>\n\n\n\n<li>\u6bcf\u7ec4\u533b\u751f\u4e3a\u5339\u914d\u7ecf\u9a8c\u8fdb\u884c\u4e86\u914d\u5bf9\u5e76\u968f\u673a\u5206\u914d\u4efb\u52a1\uff0c\u907f\u514d\u7ecf\u9a8c\u5dee\u5f02\u9020\u6210\u504f\u5dee\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u4e13\u5bb6\u8bc4\u4f30<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e13\u5bb6\u67e5\u770b\u5b8c\u6574\u75c5\u4f8b\u5e76\u5bf9\u4e94\u4e2aDDx\u5217\u8868\u6253\u5206\uff08\u5305\u62ecAMIE\u751f\u6210\u3001\u533b\u751f\u5728\u65e0\u8f85\u52a9\u3001\u6709\u641c\u7d22\u3001\u6709AMIE\u4e09\u79cd\u6761\u4ef6\u4e0b\u751f\u6210\u7684DDx\uff09\uff1b<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6307\u6807\u5305\u62ec\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u8d28\u91cf\u5206\uff08\u662f\u5426\u5305\u542b\u6b63\u786e\u8bca\u65ad\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u9002\u5f53\u6027\u5206\uff08DDx\u662f\u5426\u5408\u7406\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u5168\u9762\u6027\u5206\uff08DDx\u662f\u5426\u6db5\u76d6\u6240\u6709\u5408\u7406\u5019\u9009\uff09<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u4e3b\u8981\u7ed3\u679c\u4e0e\u6570\u636e\u5206\u6790<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AMIE\u72ec\u7acb\u8868\u73b0\u4f18\u5f02<\/strong>\n<ul class=\"wp-block-list\">\n<li>top-10\u51c6\u786e\u7387\u8fbe <strong>59.1%<\/strong>\uff0c\u663e\u8457\u4f18\u4e8e\u65e0\u8f85\u52a9\u533b\u751f\u7684 <strong>33.6%<\/strong>\uff08P=0.04\uff09\uff1b<\/li>\n\n\n\n<li>top-1\u51c6\u786e\u7387\u4e3a <strong>29.2%<\/strong>\uff0c\u540c\u6837\u4f18\u4e8e\u4eba\u7c7b\u533b\u751f\uff1b<\/li>\n\n\n\n<li>\u5728\u5185\u90e8\u8bc4\u4f30\u4e2d\uff0cAMIE\u5728\u8d28\u91cf\u3001\u9002\u5f53\u6027\u3001\u5168\u9762\u6027\u4e09\u7ef4\u5ea6\u5f97\u5206\u5747\u4e3a\u6700\u9ad8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>AMIE\u6709\u6548\u589e\u5f3a\u533b\u751f\u8bca\u65ad\u80fd\u529b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528AMIE\u8f85\u52a9\u540e\uff0c\u533b\u751f\u7684top-10\u51c6\u786e\u7387\u63d0\u5347\u81f3 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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