{"id":4963,"date":"2024-10-27T11:32:48","date_gmt":"2024-10-27T03:32:48","guid":{"rendered":"https:\/\/nullthought.net\/?p=4963"},"modified":"2025-03-20T14:05:33","modified_gmt":"2025-03-20T06:05:33","slug":"%e5%88%a9%e7%94%a8%e7%94%9f%e6%88%90%e5%bc%8fai%e8%bf%9b%e8%a1%8c%e5%8c%bb%e5%ad%a6%e6%91%98%e8%a6%81%e7%9a%84%e5%ae%89%e5%85%a8%e5%8e%9f%e5%88%99","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4963","title":{"rendered":"\u5229\u7528\u751f\u6210\u5f0fAI\u8fdb\u884c\u533b\u5b66\u6458\u8981\u7684\u5b89\u5168\u539f\u5219"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.nature.com\/articles\/s41591-024-03313-y\" target=\"_blank\" rel=\"noreferrer noopener\">Safety principles for medical summarization using generative AI<\/a><\/strong>\uff08\u300a\u5229\u7528\u751f\u6210\u5f0fAI\u8fdb\u884c\u533b\u5b66\u6458\u8981\u7684\u5b89\u5168\u539f\u5219\u300b\uff09\u63a2\u8ba8\u4e86\u751f\u6210\u5f0fAI\uff0c\u5c24\u5176\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u533b\u5b66\u6458\u8981\u4e2d\u7684\u5e94\u7528\u4e0e\u6311\u6218\u3002\u8bba\u6587\u63d0\u51fa\u4e86\u57fa\u4e8e\u98ce\u9669\u7ba1\u7406\u7684AI\u5b89\u5168\u5e94\u7528\u539f\u5219\uff0c\u5f3a\u8c03\u4e86\u751f\u6210\u5f0fAI\u5728\u533b\u7597\u73af\u5883\u4e2d\u5b9e\u73b0\u5b89\u5168\u3001\u6709\u6548\u3001\u5408\u4f26\u7406\u6027\u7684\u5fc5\u8981\u6027\u3002\u8fd9\u4e00\u6846\u67b6\u4e0d\u4ec5\u9002\u7528\u4e8eMedLM\uff0c\u4e5f\u53ef\u4f5c\u4e3a\u901a\u7528\u6307\u5357\uff0c\u6307\u5bfc\u533b\u7597\u673a\u6784\u5728\u751f\u6210\u5f0fAI\u7684\u5e7f\u6cdb\u5e94\u7528\u4e2d\u5b9e\u65bd\u6709\u6548\u7684\u5b89\u5168\u9632\u62a4\u7b56\u7565\uff0c\u4ee5\u786e\u4fdd\u6700\u7ec8\u7684\u533b\u7597\u670d\u52a1\u8d28\u91cf\u548c\u60a3\u8005\u5b89\u5168\u200b\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aDillon Obika , Christopher Kelly , Nicola Ding, Chris Farrance, Jonathan Krause, Praney Mittal, Donny Cheung , Heather Cole-Lewis , Madeleine Elish, Alan Karthikesalingam , Dale Webster , Bakul Patel &amp; Michael Howell\uff0c\u6765\u81eaGoogle Health\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u4ece\u80cc\u666f\u3001\u6a21\u578b\u7b80\u4ecb\u3001\u98ce\u9669\u7ba1\u7406\u4f53\u7cfb\u7684\u5177\u4f53\u7ec6\u8282\u3001\u5b89\u5168\u6027\u6311\u6218\u53ca\u5bf9\u5e94\u7684\u5e94\u5bf9\u7b56\u7565\u3001\u4ee5\u53ca\u7ed3\u8bba\u4e0e\u672a\u6765\u5c55\u671b\u4e94\u4e2a\u65b9\u9762\u5bf9\u8bba\u6587\u8fdb\u884c\u6982\u8981\u8bf4\u660e\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u80cc\u666f\uff1a\u751f\u6210\u5f0fAI\u5728\u533b\u7597\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528\u4e0e\u98ce\u9669<\/h5>\n\n\n\n<p>\u751f\u6210\u5f0fAI\u7279\u522b\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\uff0c\u56e0\u5176\u5728\u590d\u6742\u63a8\u7406\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u5185\u5bb9\u65b9\u9762\u7684\u6f5c\u529b\u800c\u5907\u53d7\u5173\u6ce8\u3002\u5b83\u4eec\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u7c7b\u4f3c\u4eba\u7c7b\u64b0\u5199\u7684\u6587\u672c\uff0c\u8fd8\u80fd\u9002\u7528\u4e8e\u5927\u91cf\u8de8\u884c\u4e1a\u4efb\u52a1\u3002\u8fd9\u7c7b\u6a21\u578b\u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u573a\u666f\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u636e\u603b\u7ed3\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u60a3\u8005\u75c5\u5386\u5206\u6790\u7b49\u65b9\u9762\u3002\u7136\u800c\uff0c\u533b\u7597\u51b3\u7b56\u5177\u6709\u9ad8\u5ea6\u7684\u590d\u6742\u6027\u548c\u4e13\u4e1a\u6027\uff0c\u5176\u98ce\u9669\u6781\u9ad8\uff0c\u4e0d\u5f53\u7684\u4fe1\u606f\u53ef\u80fd\u76f4\u63a5\u5371\u53ca\u60a3\u8005\u7684\u751f\u547d\u5b89\u5168\u3002\u56e0\u6b64\uff0c\u786e\u4fdd\u751f\u6210\u5f0fAI\u5728\u533b\u7597\u73af\u5883\u4e2d\u7684\u5b89\u5168\u3001\u6709\u6548\u548c\u5408\u4f26\u7406\u6027\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u6307\u51fa\uff0c\u751f\u6210\u5f0fAI\u7cfb\u7edf\u7684\u98ce\u9669\u7ba1\u63a7\u5c24\u4e3a\u590d\u6742\uff0c\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u8fd9\u4e9b\u7cfb\u7edf\u7684\u7075\u6d3b\u6027\u96be\u4ee5\u5b8c\u5168\u9884\u5224\u6240\u6709\u6f5c\u5728\u7684\u4f7f\u7528\u60c5\u5883\u548c\u76f8\u5e94\u7684\u98ce\u9669\u3002\u4efb\u52a1\u7279\u5b9a\u7684AI\u7cfb\u7edf\u5f80\u5f80\u6709\u660e\u786e\u7684\u7528\u9014\u548c\u98ce\u9669\u8bc4\u4f30\uff0c\u800c\u751f\u6210\u5f0fAI\u56e0\u5176\u5bbd\u6cdb\u7684\u9002\u7528\u6027\uff0c\u5176\u98ce\u9669\u8bc4\u4f30\u96be\u5ea6\u66f4\u5927\u3002\u4e3a\u6b64\uff0c\u8bba\u6587\u9009\u53d6\u4e86\u533b\u7597\u6587\u672c\u603b\u7ed3\u4f5c\u4e3a\u4ee3\u8868\u6027\u5e94\u7528\u573a\u666f\uff0c\u4ee5\u6df1\u5165\u63a2\u8ba8\u751f\u6210\u5f0fAI\u5728\u8be5\u573a\u666f\u4e2d\u7684\u5b89\u5168\u6311\u6218\u53ca\u5e94\u5bf9\u7b56\u7565\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. MedLM\u6a21\u578b\u7b80\u4ecb\u53ca\u5176\u533b\u7597\u6587\u672c\u603b\u7ed3\u5e94\u7528<\/h5>\n\n\n\n<p>MedLM\u662f\u8c37\u6b4c\u5f00\u53d1\u7684\u4e13\u95e8\u7528\u4e8e\u533b\u7597\u9886\u57df\u7684\u751f\u6210\u5f0fAI\u6a21\u578b\u7cfb\u5217\uff0c\u5c5e\u4e8e\u5927\u578b\u6587\u672c\u5230\u6587\u672c\u8bed\u8a00\u6a21\u578b\uff08text-to-text LLM\uff09\u3002\u8be5\u6a21\u578b\u662f\u5728\u8c37\u6b4cLLM\u57fa\u7840\u4e0a\u901a\u8fc7\u5fae\u8c03\uff08fine-tuning\uff09\u800c\u5f97\uff0c\u5176\u5f00\u53d1\u521d\u8877\u662f\u4e3a\u4e86\u7b80\u5316\u548c\u52a0\u901f\u533b\u7597\u6587\u672c\u603b\u7ed3\u5de5\u4f5c\u3002\u4e3e\u4f8b\u800c\u8a00\uff0cMedLM\u53ef\u4ee5\u5e2e\u52a9\u533b\u62a4\u4eba\u5458\u5c06\u590d\u6742\u7684\u4f4f\u9662\u8bb0\u5f55\u7b80\u5316\u4e3a\u4fbf\u4e8e\u60a3\u8005\u7406\u89e3\u7684\u51fa\u9662\u603b\u7ed3\uff0c\u6216\u5c06\u95e8\u8bca\u8bb0\u5f55\u8f6c\u5316\u4e3a\u6613\u4e8e\u67e5\u770b\u7684\u5c31\u8bca\u6458\u8981\u3002<\/p>\n\n\n\n<p>MedLM\u7684\u8bbe\u8ba1\u539f\u5219\u5f3a\u8c03\u201c<strong>\u8349\u7a3f\u751f\u6210<\/strong>\u201d\u7684\u6982\u5ff5\uff0c<strong>\u5373\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\u9700\u7ecf\u8fc7\u533b\u62a4\u4e13\u4e1a\u4eba\u5458\u7684\u590d\u6838\u548c\u5ba1\u6279<\/strong>\uff0c\u4e0d\u80fd\u76f4\u63a5\u5e94\u7528\u4e8e\u4e34\u5e8a\u51b3\u7b56\u6216\u8bca\u7597\u3002\u901a\u8fc7\u8fd9\u79cd\u6a21\u5f0f\uff0cMedLM\u610f\u56fe\u5728\u975e\u8bca\u7597\u73af\u8282\uff08\u5982\u884c\u653f\u3001\u540e\u52e4\u548c\u7814\u7a76\uff09\u4e2d\u63d0\u4f9b\u652f\u6301\uff0c\u4ece\u800c\u5728\u4e0d\u589e\u52a0\u60a3\u8005\u98ce\u9669\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3002\u6b64\u5916\uff0c\u8c37\u6b4c\u5728MedLM\u7684\u5f00\u53d1\u4e2d\u53c2\u8003\u4e86\u5176\u81ea\u8eab\u7684AI\u539f\u5219\uff0c\u4ee5\u786e\u4fdd\u5b89\u5168\u548c\u516c\u5e73\u6027\u4f18\u5148\uff0c\u5e76\u901a\u8fc7\u6e10\u8fdb\u5f0f\u53cd\u9988\u673a\u5236\u9010\u6b65\u5728\u751f\u547d\u79d1\u5b66\u548c\u533b\u7597\u4fdd\u5065\u9886\u57df\u63a8\u5e7f\u5e94\u7528\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3. \u98ce\u9669\u7ba1\u7406\u4f53\u7cfb\u7684\u5177\u4f53\u6784\u6210<\/h5>\n\n\n\n<p>\u751f\u6210\u5f0fAI\u5728\u533b\u7597\u573a\u666f\u4e2d\u7684\u98ce\u9669\u7ba1\u7406\u4f53\u7cfb\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u5176\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u5b9e\u65bd\u65b9\u5f0f\u548c\u9002\u7528\u8303\u56f4\u3002\u8bba\u6587\u7279\u522b\u6307\u51fa\uff0c\u7531\u4e8e\u4e0d\u540c\u533b\u7597\u673a\u6784\u7684\u5de5\u4f5c\u6d41\u3001\u6587\u4ef6\u683c\u5f0f\u3001\u60a3\u8005\u7fa4\u4f53\u5b58\u5728\u663e\u8457\u5dee\u5f02\uff0c\u6a21\u578b\u5f00\u53d1\u8005\u7684\u98ce\u9669\u8bc4\u4f30\u9700\u4e0e\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u98ce\u9669\u7ba1\u7406\u7ed3\u5408\uff0c\u4ee5\u4fdd\u8bc1\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9002\u5e94\u6027\u3002\u4ee5\u4e0b\u662fMedLM\u7684\u4e3b\u8981\u98ce\u9669\u7ba1\u7406\u6846\u67b6\uff1a<\/p>\n\n\n\n<ul 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class=\"wp-block-heading\">4. \u5b89\u5168\u6027\u6311\u6218\u53ca\u5e94\u5bf9\u7b56\u7565<\/h5>\n\n\n\n<p>\u5728\u533b\u7597\u6587\u672c\u603b\u7ed3\u573a\u666f\u4e2d\uff0c\u751f\u6210\u5f0fAI\u6a21\u578b\u5982MedLM\u9762\u4e34\u7684\u4e3b\u8981\u5b89\u5168\u6027\u6311\u6218\u5305\u62ec\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u5e7b\u89c9<\/strong>\uff1a\u5e7b\u89c9\u662f\u6307\u6a21\u578b\u53ef\u80fd\u751f\u6210\u51fa\u4e0d\u51c6\u786e\u6216\u865a\u6784\u7684\u5185\u5bb9\uff0c\u8fd9\u662f\u751f\u6210\u5f0fAI\u56fa\u6709\u7684\u6311\u6218\u4e4b\u4e00\u3002\u5728\u533b\u7597\u573a\u666f\u4e2d\uff0c\u8fd9\u4e00\u95ee\u9898\u5c24\u4e3a\u4e25\u91cd\uff0c\u56e0\u9519\u8bef\u4fe1\u606f\u53ef\u80fd\u8bef\u5bfc\u533b\u62a4\u4eba\u5458\uff0c\u8fdb\u800c\u5371\u5bb3\u60a3\u8005\u3002\u4e3a\u51cf\u5c11\u5e7b\u89c9\u73b0\u8c61\uff0c\u8bba\u6587\u63d0\u51fa\u91c7\u7528\u201c\u53d6\u8bc1\u652f\u6301\u751f\u6210\uff08retrieval-augmented 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class=\"wp-block-heading\">5. \u7ed3\u8bba\u4e0e\u672a\u6765\u5c55\u671b<\/h5>\n\n\n\n<p>\u8bba\u6587\u6700\u540e\u6307\u51fa\uff0c\u751f\u6210\u5f0fAI\u5728\u533b\u5b66\u6587\u672c\u603b\u7ed3\u9886\u57df\u62e5\u6709\u663e\u8457\u7684\u6f5c\u529b\uff0c\u80fd\u591f\u63d0\u9ad8\u533b\u7597\u5de5\u4f5c\u6548\u7387\u5e76\u51cf\u8f7b\u533b\u62a4\u4eba\u5458\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002\u7136\u800c\uff0c\u751f\u6210\u5f0fAI\u4e5f\u4f34\u968f\u98ce\u9669\uff0c\u82e5\u672a\u88ab\u5ba1\u614e\u7ba1\u7406\uff0c\u53ef\u80fd\u5bf9\u60a3\u8005\u5b89\u5168\u9020\u6210\u6f5c\u5728\u5a01\u80c1\u3002\u4e3a\u6b64\uff0c\u5f00\u53d1\u9002\u7528\u4e8e\u533b\u7597\u9886\u57df\u7684\u751f\u6210\u5f0fAI\u5e94\u4ee5\u4e34\u5e8a\u5b89\u5168\u548c\u5065\u5eb7\u516c\u5e73\u4e3a\u9996\u8981\u4efb\u52a1\uff0c\u6a21\u578b\u5f00\u53d1\u8005\u5e94\u8fdb\u884c\u8be6\u5c3d\u7684\u98ce\u9669\u8bc6\u522b\u3001\u7f13\u89e3\u5e76\u900f\u660e\u62ab\u9732\u3002\u8bba\u6587\u63d0\u4f9b\u7684\u98ce\u9669\u7ba1\u7406\u6846\u67b6\u4e3a\u751f\u6210\u5f0fAI\u5728\u533b\u7597\u9886\u57df\u7684\u5e94\u7528\u5960\u5b9a\u4e86\u5b89\u5168\u539f\u5219\uff0c\u5e76\u4e3a\u5176\u4ed6\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53ef\u501f\u9274\u7684\u5b9e\u8df5\u6807\u51c6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Safety principles for medical summarization using gen [&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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