{"id":85965,"date":"2026-07-28T01:34:51","date_gmt":"2026-07-27T17:34:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85965.html"},"modified":"2026-07-28T01:34:51","modified_gmt":"2026-07-27T17:34:51","slug":"%e8%ae%ba%e6%96%87%e5%ad%a6%e4%b9%a0%e8%bf%88%e5%90%91%e8%87%aa%e4%b8%bb%e5%8c%bb%e7%96%97%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%99%ba%e8%83%bd%e4%bd%93mira%e7%b3%bb%e7%bb%9f%e6%b7%b1%e5%ba%a6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85965.html","title":{"rendered":"[\u8bba\u6587\u5b66\u4e60]\u8fc8\u5411\u81ea\u4e3b\u533b\u7597\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53:MIRA\u7cfb\u7edf\u6df1\u5ea6\u5206\u6790"},"content":{"rendered":"

Towards autonomous medical artificial intelligence agents<\/h2>\n

\u8bba\u6587\u91cd\u70b9<\/h3>\n

\u7531\u5fb7\u56fd\u6d77\u5fb7\u5821\u5927\u5b66\u533b\u9662\u56e2\u961f\u53d1\u8868\u4e8e Nature（2026），\u63d0\u51fa\u4e86MIRA（Medical Intelligence for Reasoning and Action）\u2014\u2014\u4e00\u4e2a\u80fd\u591f\u5728\u6c99\u76d2\u5316\u7535\u5b50\u5065\u5eb7\u8bb0\u5f55（EHR）\u73af\u5883\u4e2d\u81ea\u4e3b\u8fd0\u884c\u7684\u533b\u7597AI\u667a\u80fd\u4f53\u3002\u7814\u7a76\u901a\u8fc7\u5728500\u4f59\u4f8b\u771f\u5b9e\u6025\u8bca\u79d1\u75c5\u4f8b\u4e0a\u7684\u6a21\u62df\u9a8c\u8bc1，\u8bc1\u660eMIRA\u5728\u8bca\u65ad\u51c6\u786e\u6027\u3001\u6cbb\u7597\u65b9\u6848\u5236\u5b9a\u548c\u4e34\u5e8a\u6307\u5357\u4f9d\u4ece\u6027\u7b49\u65b9\u9762\u8fbe\u5230\u751a\u81f3\u8d85\u8d8a\u4e86\u4eba\u7c7b\u533b\u751f\u7684\u6c34\u5e73，\u9996\u6b21\u5c55\u793a\u4e86AI\u667a\u80fd\u4f53\u5728\u5b8c\u6574\u4e34\u5e8a\u5de5\u4f5c\u6d41\u4e2d\u5b9e\u73b0\u4ece\u95ee\u8bca\u5230\u6cbb\u7597\u51b3\u7b56\u7684\u7aef\u5230\u7aef\u81ea\u4e3b\u7ba1\u7406\u80fd\u529b\u3002<\/p>\n

\u6838\u5fc3\u7814\u7a76\u5185\u5bb9<\/h3>\n

\u95ee\u9898\u5b9a\u4e49<\/h4>\n

\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u5728\u533b\u5b66\u9886\u57df\u7684\u5e94\u7528\u5927\u591a\u5c40\u9650\u4e8e\u72ed\u4e49\u7684\u3001\u4efb\u52a1\u7279\u5b9a\u7684\u804a\u5929\u5de5\u5177，\u800c\u975e\u771f\u6b63\u6574\u5408\u5230\u4e34\u5e8a\u5de5\u4f5c\u6d41\u4e2d\u7684\u7cfb\u7edf\u3002\u6709\u6548\u7684\u4e34\u5e8a\u51b3\u7b56\u662f\u4e00\u4e2a\u591a\u6b65\u9aa4\u7684\u8fed\u4ee3\u8fc7\u7a0b：\u533b\u751f\u9700\u8981\u53cd\u590d\u83b7\u53d6\u60a3\u8005\u4fe1\u606f（\u901a\u8fc7\u75c5\u53f2\u91c7\u96c6\u548c\u8bca\u65ad\u6027\u68c0\u67e5），\u6574\u5408\u5e76\u63a8\u7406\u7ed3\u679c，\u76f4\u5230\u5efa\u7acb\u5de5\u4f5c\u5047\u8bbe\u5e76\u542f\u52a8\u6cbb\u7597\u3002\u7136\u800c，\u73b0\u6709AI\u7cfb\u7edf\u672a\u80fd\u5145\u5206\u8986\u76d6\u8fd9\u4e00\u5b8c\u6574\u6d41\u7a0b，\u5c24\u5176\u662f\u5728\u4e0eEHR\u7cfb\u7edf\u6df1\u5ea6\u6574\u5408\u3001\u6267\u884c\u53ef\u64cd\u4f5c\u7684\u4e34\u5e8a\u64cd\u4f5c\u65b9\u9762\u5b58\u5728\u663e\u8457\u7a7a\u767d\u3002\u672c\u7814\u7a76\u8981\u56de\u7b54\u7684\u6838\u5fc3\u95ee\u9898\u662f：\u4e00\u4e2a\u80fd\u591f\u81ea\u4e3b\u5bfc\u822a\u4e8eEHR\u73af\u5883\u3001\u5177\u5907\u7aef\u5230\u7aef\u4e34\u5e8a\u51b3\u7b56\u80fd\u529b\u7684AI\u7cfb\u7edf，\u80fd\u5426\u5728\u5b8c\u6574\u7684\u60a3\u8005\u7ba1\u7406\u6d41\u7a0b\u4e2d\u8fbe\u5230\u533b\u751f\u7ea7\u522b\u7684\u8868\u73b0？<\/p>\n

\u521b\u65b0\u65b9\u6cd5<\/h4>\n

MIRA\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06LLM\u4e0e\u6c99\u76d2\u5316\u865a\u62dfEHR\u73af\u5883\u6df1\u5ea6\u6574\u5408，\u6784\u5efa\u4e86\u4e00\u4e2a\u80fd\u591f\u81ea\u4e3b\u6267\u884c\u5b8c\u6574\u4e34\u5e8a\u5de5\u4f5c\u6d41\u7684AI\u667a\u80fd\u4f53\u3002\u5177\u4f53\u521b\u65b0\u5305\u62ec：<\/p>\n

  • \n

    \u5de5\u5177\u5316EHR\u4ea4\u4e92：MIRA\u914d\u5907\u4e8611\u79cd\u5de5\u5177\u3001\u8d85\u8fc785,000\u4e2a\u9009\u9879，\u6db5\u76d6\u5b9e\u9a8c\u5ba4\u68c0\u67e5\u3001\u5fae\u751f\u7269\u5b66\u68c0\u67e5\u3001\u5f71\u50cf\u5b66\u68c0\u67e5\u3001\u8bca\u65ad\u5047\u8bbe\u751f\u6210\u3001\u6cbb\u7597\u65b9\u6848\u6267\u884c（\u5305\u62ec\u5f00\u5177\u5904\u65b9\u3001\u5b89\u6392\u624b\u672f\u548c\u529e\u7406\u5165\u9662）\u7b49\u5168\u6d41\u7a0b\u64cd\u4f5c\u3002<\/p>\n<\/li>\n

  • \n

    \u60a3\u8005\u667a\u80fd\u4f53（Patient Agent） ：\u4e3a\u8bc4\u4f30MIRA\u7684\u4e34\u5e8a\u80fd\u529b，\u7814\u7a76\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u60a3\u8005\u667a\u80fd\u4f53，\u5176\u56de\u5e94\u4e25\u683c\u57fa\u4e8e\u4ece\u4e34\u5e8a\u8bb0\u5f55\u4e2d\u63d0\u53d6\u7684\u73b0\u75c5\u53f2（HPI），\u786e\u4fdd\u8bc4\u4f30\u6761\u4ef6\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<\/li>\n

  • \n

    \u6807\u51c6\u5316\u4e0e\u4e92\u64cd\u4f5c\u6027：MIRA\u4e25\u683c\u9075\u5faaFHIR\u6807\u51c6\u53ca\u516d\u79cd\u7f16\u7801\u7cfb\u7edf（ICD\u3001LOINC\u3001ATC\u3001NDC\u3001RxNorm\u548cSNOMED-CT），\u786e\u4fdd\u4e0e\u771f\u5b9e\u4e34\u5e8a\u4fe1\u606f\u7cfb\u7edf\u7684\u517c\u5bb9\u6027\u3002<\/p>\n<\/li>\n

  • \n

    \u81ea\u4e3b\u63a8\u7406\u4e0e\u884c\u52a8：MIRA\u9075\u5faa\u533b\u751f\u5f0f\u7684\u5206\u6b65\u5de5\u4f5c\u6d41\u2014\u2014\u4ece\u6025\u8bca\u5206\u8bca\u5f00\u59cb，\u4f9d\u6b21\u8fdb\u884c\u75c5\u53f2\u91c7\u96c6\u3001\u4f53\u683c\u68c0\u67e5\u3001\u5b9e\u9a8c\u5ba4\u548c\u5f71\u50cf\u5b66\u68c0\u67e5\u3001\u8bca\u65ad\u63a8\u7406\u3001\u6cbb\u7597\u51b3\u7b56\u76f4\u81f3\u5165\u9662\u5b89\u6392\u3002<\/p>\n<\/li>\n

    \u7814\u7a76\u6210\u679c<\/h4>\n

    \u8bca\u65ad\u51c6\u786e\u6027：MIRA\u5728574\u4f8b\u75c5\u4f8b\u4e2d\u5e73\u5747\u8bca\u65ad\u51c6\u786e\u7387\u8fbe\u523088.9%，\u5728311\u4f8b\u4e0e\u533b\u751f\u76f4\u63a5\u5bf9\u6bd4\u7684\u75c5\u4f8b\u4e2d\u8fbe\u523087.8%，\u663e\u8457\u4f18\u4e8e\u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f\u768478.1%（P<0.001）\u548c\u6df7\u5408\u8d44\u5386\u533b\u751f\u7ec4\u768471.1%（P<0.001）\u3002\u5728\u80f0\u817a\u708e\u75c5\u4f8b\u4e2d，MIRA\u51c6\u786e\u7387\u8fbe95.2%，\u8fdc\u8d85\u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f\u768478.6%（P<0.05）\u3002<\/p>\n

    \u6cbb\u7597\u51b3\u7b56\u8d28\u91cf：MIRA\u5728\u836f\u7269\u5904\u65b9\u4e0a\u8868\u73b0\u51fa95.2%\u7684\u53ec\u56de\u7387\u548c99.6%\u7684\u7cbe\u786e\u7387\u3002\u5728\u7a0b\u5e8f\u5339\u914d\u65b9\u9762，MIRA\u6b63\u786e\u8bc6\u522b\u5e76\u8bf7\u6c42\u4e8653.5%\u7684\u76f8\u5173\u533b\u7597\u7a0b\u5e8f，\u4f18\u4e8e\u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f\u768438.3%\u3002\u9611\u5c3e\u708e\u75c5\u4f8b\u4e2d，MIRA\u7cbe\u786e\u5339\u914d\u4e86100%\u7684\u8179\u8154\u955c\u9611\u5c3e\u5207\u9664\u672f\u3002<\/p>\n

    \u6307\u5357\u4f9d\u4ece\u6027：MIRA\u7684\u4e34\u5e8a\u6307\u5357\u4f9d\u4ece\u6027\u5e73\u5747\u6bd4\u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f\u9ad8\u51fa35\u4e2a\u767e\u5206\u70b9，\u6bd4\u6df7\u5408\u8d44\u5386\u533b\u751f\u7ec4\u9ad8\u51fa36\u4e2a\u767e\u5206\u70b9（P<0.001）\u3002<\/p>\n

    \u836f\u7269\u5b89\u5168\u6027：\u572856\u4f8b\u60a3\u8005\u7684468\u4efd\u5904\u65b9\u4e2d，\u672a\u89c2\u5bdf\u5230\u9ad8\u4e25\u91cd\u6027\u836f\u7269\u76f8\u4e92\u4f5c\u7528\u3001\u80be\u529f\u80fd\u5242\u91cf\u4e0d\u517c\u5bb9\u3001\u8fc7\u654f-\u836f\u7269\u4e0d\u5339\u914d\u3001QT\u98ce\u9669\u5904\u65b9\u6216\u4e0d\u5b89\u5168\u963f\u7247\u7c7b\u836f\u7269\u5904\u65b9\u300299.8%\u7684\u5904\u65b9\u88ab\u8ba4\u4e3a\u5305\u542b\u76f8\u5173\u4e14\u4e34\u5e8a\u6709\u7528\u7684\u6b63\u786e\u5242\u91cf\u8bf4\u660e\u3002<\/p>\n

    \u60a3\u8005\u667a\u80fd\u4f53\u53ef\u9760\u6027：\u5728622\u4e2a\u53ef\u8bc4\u4f30\u7684\u95ee\u7b54\u5bf9\u4e2d，\u60a3\u8005\u667a\u80fd\u4f53\u5bf9\u539f\u59cb\u95ee\u9898\u4e0e\u6539\u5199\u95ee\u9898\u7684\u56de\u7b54\u5185\u5bb9\u4e00\u81f4\u6027\u8fbe99.4%，\u4e0eHPI\u7684\u5bf9\u9f50\u7387\u8fbe99.3%\u3002\u5728933\u6b21\u5bf9\u8bdd\u4e2d\u672a\u89c2\u5bdf\u5230\u4efb\u4f55\u8fc7\u65e9\u7684\u4fe1\u606f\u6cc4\u9732（0\/933，\u7f6e\u4fe1\u533a\u95f40.0-0.4%）\u3002<\/p>\n

    \u5b9e\u9645\u843d\u5730\u5e94\u7528\u7684\u53ef\u80fd\u6027<\/h4>\n

    MIRA\u5c55\u793a\u4e86AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u533b\u751f\u526f\u9a7e\u9a76（Copilot） \u7684\u5207\u5b9e\u53ef\u80fd\u6027\u3002\u5176\u6700\u76f4\u63a5\u7684\u843d\u5730\u573a\u666f\u5305\u62ec：<\/p>\n

      \n
    • \u6025\u8bca\u79d1\u5206\u8bca\u4e0e\u521d\u6b65\u8bc4\u4f30：MIRA\u53ef\u8f85\u52a9\u6025\u8bca\u533b\u751f\u5feb\u901f\u5b8c\u6210\u75c5\u53f2\u91c7\u96c6\u3001\u521d\u6b65\u68c0\u67e5\u548c\u8bca\u65ad\u63a8\u7406\u3002<\/li>\n
    • \u4e34\u5e8a\u51b3\u7b56\u652f\u6301：\u5728\u590d\u6742\u75c5\u4f8b\u4e2d\u63d0\u4f9b\u7b2c\u4e8c\u610f\u89c1，\u5c24\u5176\u5728\u80f0\u817a\u708e\u7b49MIRA\u8868\u73b0\u4f18\u4e8e\u4eba\u7c7b\u7684\u75be\u75c5\u9886\u57df\u3002<\/li>\n
    • \u533b\u7597\u8d44\u6e90\u4f18\u5316：MIRA\u5728\u68c0\u67e5\u9009\u62e9\u4e0a\u66f4\u4e3a\u5ba1\u614e\u2014\u2014\u5176\u68c0\u67e5\u8bf7\u6c42\u4f4e\u4e8eMIMIC-IV\u6570\u636e\u96c6\u7684\u57fa\u7ebf\u6c34\u5e73，\u8868\u660e\u5176\u91c7\u7528\u7684\u662f"\u7cbe\u51c6\u68c0\u67e5"\u800c\u975e"\u5168\u9762\u68c0\u67e5"\u7b56\u7565\u3002<\/li>\n
    • \u533b\u5b66\u6559\u80b2\u4e0e\u57f9\u8bad：MIRA\u7684\u5b8c\u6574\u884c\u52a8\u8f68\u8ff9\u53ef\u4f5c\u4e3a\u4f4f\u9662\u533b\u5e08\u57f9\u8bad\u7684\u6559\u5b66\u6848\u4f8b\u3002<\/li>\n<\/ul>\n

      \u7136\u800c，\u4f5c\u8005\u660e\u786e\u6307\u51fa，\u4ecd\u9700\u901a\u8fc7\u524d\u77bb\u6027\u3001\u771f\u5b9e\u4e16\u754c\u7814\u7a76\u6765\u5efa\u7acb\u6cdb\u5316\u80fd\u529b\u3001\u5b89\u5168\u6027\u548c\u6cbb\u7406\u6846\u67b6\u3002MIRA\u76ee\u524d\u4ec5\u5728\u6a21\u62df\u73af\u5883\u4e2d\u9a8c\u8bc1，\u8ddd\u79bb\u771f\u5b9e\u4e34\u5e8a\u90e8\u7f72\u4ecd\u6709\u8ddd\u79bb\u3002<\/p>\n

      \u6280\u672f\u7ec6\u8282<\/h3>\n

      \u7cfb\u7edf\u67b6\u6784<\/h4>\n

      MIRA\u7684\u67b6\u6784\u56f4\u7ed5\u4e00\u4e2a\u6838\u5fc3LLM\u6784\u5efa，\u8be5LLM\u901a\u8fc7API\u8c03\u7528\u4e0e\u865a\u62dfEHR\u73af\u5883\u4ea4\u4e92\u3002\u7cfb\u7edf\u5305\u542b\u4e09\u4e2a\u5173\u952e\u5c42\u6b21：<\/p>\n

    • \n

      \u611f\u77e5\u5c42：\u901a\u8fc7\u60a3\u8005\u667a\u80fd\u4f53\u8fdb\u884c\u5bf9\u8bdd\u5f0f\u75c5\u53f2\u91c7\u96c6，\u5e76\u901a\u8fc7EHR\u5de5\u5177\u83b7\u53d6\u5df2\u6709\u68c0\u67e5\u7ed3\u679c\u3002<\/p>\n<\/li>\n

    • \n

      \u63a8\u7406\u5c42：LLM\u5bf9\u6536\u96c6\u5230\u7684\u4fe1\u606f\u8fdb\u884c\u591a\u6b65\u63a8\u7406，\u751f\u6210\u9274\u522b\u8bca\u65ad\u5217\u8868\u3002<\/p>\n<\/li>\n

    • \n

      \u884c\u52a8\u5c42：\u901a\u8fc711\u79cd\u5de5\u5177\u6267\u884c\u5177\u4f53\u64cd\u4f5c，\u6db5\u76d6\u4ece\u68c0\u67e5\u7533\u8bf7\u5230\u6cbb\u7597\u6267\u884c\u7684\u5168\u6d41\u7a0b\u3002<\/p>\n<\/li>\n

      \u5de5\u5177\u7cfb\u7edf<\/h4>\n

      MIRA\u768411\u79cd\u5de5\u5177\u6db5\u76d6\u4ee5\u4e0b\u529f\u80fd\u7c7b\u522b：<\/p>\n

        \n
      • \u75c5\u53f2\u83b7\u53d6\u5de5\u5177（PatientHistory）<\/li>\n
      • \u4f53\u683c\u68c0\u67e5\u5de5\u5177<\/li>\n
      • \u5b9e\u9a8c\u5ba4\u68c0\u67e5\u7533\u8bf7\u5de5\u5177（\u6db5\u76d6\u7ea636\u79cd\u8840\u6db2\u53c2\u6570）<\/li>\n
      • \u5fae\u751f\u7269\u5b66\u68c0\u67e5\u5de5\u5177<\/li>\n
      • \u5f71\u50cf\u5b66\u68c0\u67e5\u5de5\u5177<\/li>\n
      • \u8bca\u65ad\u5047\u8bbe\u751f\u6210\u5de5\u5177<\/li>\n
      • \u836f\u7269\u5904\u65b9\u5de5\u5177<\/li>\n
      • \u624b\u672f\u5b89\u6392\u5de5\u5177<\/li>\n
      • \u5165\u9662\u5b89\u6392\u5de5\u5177<\/li>\n<\/ul>\n

        \u6bcf\u4e2a\u5de5\u5177\u90fd\u901a\u8fc7FHIR\u6807\u51c6\u4e0e\u865a\u62dfEHR\u4ea4\u4e92，\u786e\u4fdd\u64cd\u4f5c\u7684\u6807\u51c6\u5316\u548c\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n

        \u8bc4\u4f30\u6307\u6807<\/h4>\n

        \u7814\u7a76\u91c7\u7528\u4e86\u591a\u7ef4\u5ea6\u7684\u8bc4\u4f30\u4f53\u7cfb：<\/p>\n

          \n
        • Tversky\u8ddd\u79bb：\u7528\u4e8e\u8861\u91cfMIRA\u4e0eMIMIC-IV\u57fa\u7ebf\u5728\u68c0\u67e5\u9009\u62e9\u4e0a\u7684\u5dee\u5f02，\u5176\u4e2d\u5bf9\u8fc7\u5ea6\u4f7f\u7528（\u03b1=2）\u7684\u60e9\u7f5a\u6743\u91cd\u662f\u4f7f\u7528\u4e0d\u8db3（\u03b2=1）\u7684\u4e24\u500d\u3002<\/li>\n
        • \u76f4\u63a5\u5339\u914d\u4e0e\u7b49\u6548\u5339\u914d：\u5728\u7a0b\u5e8f\u5339\u914d\u8bc4\u4f30\u4e2d，\u533a\u5206\u7cbe\u786e\u7684ICD\u4ee3\u7801\u5339\u914d\u548c\u4e34\u5e8a\u7b49\u6548\u7684\u5339\u914d\u3002<\/li>\n
        • \u4fe1\u606f\u6cc4\u9732\u5ba1\u8ba1：\u7cfb\u7edf\u6027\u5730\u68c0\u67e5\u60a3\u8005\u667a\u80fd\u4f53\u662f\u5426\u8fc7\u65e9\u900f\u9732\u8bca\u65ad\u4fe1\u606f\u3002<\/li>\n<\/ul>\n

          \u7814\u7a76\u8bbe\u5b9a<\/h3>\n

          \u6570\u636e\u6765\u6e90<\/h4>\n

          \u7814\u7a76\u4f7f\u7528MIMIC-IV（\u91cd\u75c7\u76d1\u62a4\u533b\u5b66\u4fe1\u606f\u96c6\u5e02）\u6570\u636e\u5e93\u7684\u771f\u5b9e\u60a3\u8005\u6570\u636e，\u6db5\u76d6500\u4f59\u4f8b\u6025\u8bca\u79d1\u75c5\u4f8b\u3002\u75c5\u4f8b\u6db5\u76d68\u79cd\u75be\u75c5：\u80c6\u56ca\u708e\u3001\u80ba\u6813\u585e\u3001\u61a9\u5ba4\u708e\u3001\u9611\u5c3e\u708e\u3001\u80f0\u817a\u708e\u3001\u80ba\u708e\u3001\u80f0\u817a\u764c\u548c\u5c3f\u8def\u611f\u67d3\u3002<\/p>\n

          \u5bf9\u6bd4\u8bbe\u8ba1<\/h4>\n

          MIRA\u7684\u8868\u73b0\u4e0e\u4e24\u7ec4\u533b\u751f\u8fdb\u884c\u5bf9\u6bd4：<\/p>\n

        • \u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f\u7ec4：4\u540d\u5df2\u83b7\u5f97\u4e13\u4e1a\u8ba4\u8bc1\u7684\u533b\u751f<\/li>\n
        • \u6df7\u5408\u8d44\u5386\u7ec4：4\u540d\u4f4f\u9662\u533b\u5e08\u548c2\u540d\u59d4\u5458\u4f1a\u8ba4\u8bc1\u533b\u751f，\u53cd\u6620\u5fb7\u56fd\u6025\u8bca\u79d1\u7684\u4eba\u5458\u914d\u7f6e\u73b0\u72b6<\/li>\n

          \u4e24\u7ec4\u533b\u751f\u5747\u5728\u4e0eMIRA\u5b8c\u5168\u76f8\u540c\u7684\u6761\u4ef6\u4e0b\u8bc4\u4f30\u76f8\u540c\u7684\u60a3\u8005\u75c5\u4f8b（\u6bcf\u7ec4311\u4f8b），\u4f7f\u7528\u76f8\u540c\u7684\u754c\u9762\u548c\u53ef\u83b7\u53d6\u7684\u4fe1\u606f\u3002<\/p>\n

          \u8f6f\u786c\u4ef6\u914d\u7f6e<\/h4>\n

          \u8bba\u6587\u672a\u8be6\u7ec6\u62ab\u9732\u5177\u4f53\u786c\u4ef6\u914d\u7f6e，\u4f46\u57fa\u4e8eLLM\u667a\u80fd\u4f53\u7684\u5178\u578b\u90e8\u7f72\u9700\u6c42，\u53ef\u63a8\u65ad\u9700\u8981：<\/p>\n

            \n
          • \u9ad8\u6027\u80fdGPU\u96c6\u7fa4（\u7528\u4e8eLLM\u63a8\u7406）<\/li>\n
          • \u6a21\u62dfEHR\u670d\u52a1\u5668（\u7b26\u5408FHIR\u6807\u51c6）<\/li>\n
          • \u5b89\u5168\u6c99\u76d2\u73af\u5883（\u9694\u79bb\u771f\u5b9e\u60a3\u8005\u6570\u636e）<\/li>\n
          • \u5b8c\u6574\u7684\u65e5\u5fd7\u8bb0\u5f55\u4e0e\u5ba1\u8ba1\u7cfb\u7edf<\/li>\n<\/ul>\n

            \u7efc\u5408\u5206\u6790<\/h3>\n

            \u4e3a\u4ec0\u4e48MIRA\u80fd\u8d85\u8d8a\u4eba\u7c7b\u533b\u751f？<\/h4>\n

            MIRA\u5728\u591a\u9879\u6307\u6807\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u533b\u751f\u7684\u8868\u73b0，\u6211\u8ba4\u4e3a\u53ef\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u5c42\u9762\u7406\u89e3：<\/p>\n

            \u7b2c\u4e00，\u4fe1\u606f\u5904\u7406\u7684\u5b8c\u6574\u6027\u3002 MIRA\u5728\u4f53\u683c\u68c0\u67e5\u65b9\u9762\u6bd4\u4eba\u7c7b\u533b\u751f\u66f4\u4e00\u81f4（97.1% vs 87.8%），\u5728\u8840\u6db2\u68c0\u67e5\u65b9\u9762\u8986\u76d6\u4e86MIMIC-IV\u4e2d51.1%\u7684\u53c2\u6570，\u800c\u533b\u751f\u4ec5\u8986\u76d628.3%\u3002\u8fd9\u79cd\u7cfb\u7edf\u6027\u7684\u4fe1\u606f\u6536\u96c6\u51cf\u5c11\u4e86\u9057\u6f0f，\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f，MIRA\u7684\u68c0\u67e5\u8bf7\u6c42\u4ecd\u4f4e\u4e8eMIMIC-IV\u7684\u57fa\u7ebf\u6c34\u5e73，\u8bf4\u660e\u5176\u5e76\u975e\u7b80\u5355\u5730"\u68c0\u67e5\u4e00\u5207"，\u800c\u662f\u6709\u9009\u62e9\u6027\u5730\u8865\u5145\u4fe1\u606f\u3002<\/p>\n

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            \u7b2c\u4e09，\u6307\u5357\u7684\u7cbe\u786e\u9075\u5faa\u3002 MIRA\u5728\u6307\u5357\u4f9d\u4ece\u6027\u4e0a\u6bd4\u4eba\u7c7b\u533b\u751f\u9ad8\u51fa\u7ea635\u4e2a\u767e\u5206\u70b9\u3002\u8fd9\u53cd\u6620\u4e86LLM\u5728"\u8bb0\u5fc6"\u548c"\u5e94\u7528"\u5927\u91cf\u7ed3\u6784\u5316\u533b\u5b66\u77e5\u8bc6\u65b9\u9762\u7684\u4f18\u52bf\u3002\u4e0d\u8fc7，\u5373\u4f7f\u5982\u6b64，MIRA\u5728\u6297\u751f\u7d20\u6cbb\u7597\u65b9\u9762\u4ecd\u672a\u8fbe\u5230\u5b8c\u7f8e\u4e00\u81f4\u6027（\u4ec5\u80ba\u708e\u8fbe\u5230100%），\u8bf4\u660e\u4e34\u5e8a\u51b3\u7b56\u7684\u590d\u6742\u6027\u8fdc\u8d85\u7b80\u5355\u7684\u89c4\u5219\u5339\u914d\u3002<\/p>\n

            \u5c40\u9650\u6027\u4e0e\u6311\u6218<\/h4>\n

            \u4f5c\u8005\u5766\u8bda\u5730\u6307\u51fa\u4e86MIRA\u7684\u51e0\u4e2a\u5173\u952e\u5c40\u9650：<\/p>\n

            \u9996\u5148，\u6a21\u62df\u4e0e\u771f\u5b9e\u7684\u5dee\u8ddd\u3002 \u6240\u6709\u8bc4\u4f30\u5747\u5728\u6c99\u76d2\u5316\u865a\u62dfEHR\u4e2d\u8fdb\u884c\u3002\u60a3\u8005\u667a\u80fd\u4f53\u7684\u56de\u5e94\u4e25\u683c\u57fa\u4e8eHPI，\u800c\u771f\u5b9e\u60a3\u8005\u7684\u4e3b\u8bc9\u5f80\u5f80\u66f4\u6a21\u7cca\u3001\u66f4\u4e0d\u4e00\u81f4\u3002<\/p>\n

            \u5176\u6b21，\u8bca\u65ad\u7684"\u63a5\u5730\u6c14"\u95ee\u9898\u3002 \u5c06MIMIC-IV\u7684\u51fa\u9662ICD\u8bca\u65ad\u4f5c\u4e3a"\u91d1\u6807\u51c6"\u5b58\u5728\u56fa\u6709\u5c40\u9650\u2014\u2014\u90e8\u5206\u4e34\u5e8a\u80cc\u666f\u4fe1\u606f\u53ef\u80fd\u5728\u8bb0\u5f55\u4e2d\u7f3a\u5931\u3002<\/p>\n

            \u7b2c\u4e09，\u5b89\u5168\u4f59\u91cf\u4e0d\u8db3\u3002 \u867d\u7136MIRA\u5728\u836f\u7269\u5b89\u5168\u65b9\u9762\u8868\u73b0\u51fa\u8272，\u4f46\u4ecd\u5b58\u5728\u5c11\u6570\u6cbb\u7597\u91cd\u590d\u7684\u60c5\u51b5（\u5982\u6602\u4e39\u53f8\u743c\u91cd\u590d\u5904\u65b9\u3001\u534e\u6cd5\u6797\/\u4f9d\u8bfa\u809d\u7d20\u91cd\u53e0）\u3002\u4f5c\u8005\u5f3a\u8c03，\u5373\u4f7f\u662f\u4e00\u4e2a\u5c0f\u6bd4\u4f8b\u7684\u9519\u8bef，\u5728\u771f\u5b9e\u4e34\u5e8a\u4e2d\u4e5f\u610f\u5473\u7740\u5b9e\u5b9e\u5728\u5728\u7684\u60a3\u8005\u98ce\u9669，\u56e0\u6b64\u9700\u8981\u60a3\u8005\u7ea7\u522b\u7684\u5b89\u5168\u4fdd\u969c\u548c\u4e3b\u52a8\u76d1\u63a7\u3002<\/p>\n

            \u7b2c\u56db，\u6cdb\u5316\u80fd\u529b\u672a\u77e5\u3002 \u7814\u7a76\u4ec5\u6db5\u76d68\u79cd\u75be\u75c5\u548c\u6025\u8bca\u79d1\u573a\u666f，MIRA\u5728\u5176\u4ed6\u79d1\u5ba4\u3001\u5176\u4ed6\u75be\u75c5\u3001\u5176\u4ed6\u533b\u7597\u7cfb\u7edf\u4e2d\u7684\u8868\u73b0\u5c1a\u5f85\u9a8c\u8bc1\u3002<\/p>\n

            \u4ece"\u804a\u5929\u673a\u5668\u4eba"\u5230"\u884c\u52a8\u667a\u80fd\u4f53"\u7684\u8303\u5f0f\u8f6c\u53d8<\/h4>\n

            \u8fd9\u7bc7\u8bba\u6587\u6700\u91cd\u8981\u7684\u8d21\u732e，\u6216\u8bb8\u4e0d\u5728\u4e8eMIRA\u5728\u67d0\u4e9b\u6307\u6807\u4e0a\u8d85\u8d8a\u4eba\u7c7b，\u800c\u5728\u4e8e\u5b83\u793a\u8303\u4e86\u4e00\u79cd\u5168\u65b0\u7684AI\u5728\u533b\u7597\u4e2d\u7684\u5e94\u7528\u8303\u5f0f\u3002\u6b64\u524d\u7684\u533b\u7597LLM\u5e94\u7528\u591a\u4e3a"\u95ee\u7b54\u5f0f"\u2014\u2014\u533b\u751f\u63d0\u95ee，AI\u7ed9\u51fa\u5efa\u8bae\u3002MIRA\u5219\u5c55\u793a\u4e86AI\u53ef\u4ee5\u4f5c\u4e3a\u81ea\u4e3b\u884c\u52a8\u8005，\u5728EHR\u4e2d\u6267\u884c\u53ef\u64cd\u4f5c\u7684\u7ed3\u6784\u5316\u64cd\u4f5c\u3002<\/p>\n

            \u8fd9\u79cd\u4ece"\u8bf4\u4ec0\u4e48"\u5230"\u505a\u4ec0\u4e48"\u7684\u8f6c\u53d8，\u624d\u662f\u771f\u6b63\u5177\u6709\u53d8\u9769\u610f\u4e49\u7684\u3002\u6b63\u5982\u8bba\u6587\u6807\u9898"Towards autonomous medical artificial intelligence agents"\u6240\u793a，\u8fd9\u53ea\u662f\u4e00\u4e2a\u5f00\u59cb\u2014\u2014\u901a\u5411\u771f\u6b63\u81ea\u4e3b\u533b\u7597AI\u7684\u6f2b\u957f\u9053\u8def\u4e0a\u7684\u91cd\u8981\u4e00\u6b65\u3002<\/p>\n

            \u5b9e\u8df5\u5e94\u7528<\/h3>\n

            \u5bf9\u533b\u7597\u673a\u6784\u7684\u5efa\u8bae<\/h4>\n
          • \n

            \u4ece\u51b3\u7b56\u652f\u6301\u800c\u975e\u5b8c\u5168\u81ea\u4e3b\u5f00\u59cb：MIRA\u76ee\u524d\u6700\u9002\u5408\u4f5c\u4e3a"\u526f\u9a7e\u9a76"\u800c\u975e"\u81ea\u52a8\u9a7e\u9a76"\u3002\u533b\u7597\u673a\u6784\u53ef\u5148\u5728\u4f4e\u98ce\u9669\u573a\u666f（\u5982\u5206\u8bca\u8f85\u52a9\u3001\u68c0\u67e5\u5efa\u8bae）\u4e2d\u90e8\u7f72\u7c7b\u4f3c\u7cfb\u7edf，\u79ef\u7d2f\u7ecf\u9a8c\u548c\u4fe1\u4efb\u3002<\/p>\n<\/li>\n

          • \n

            \u91cd\u89c6EHR\u6807\u51c6\u5316：MIRA\u7684\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8eFHIR\u7b49\u6807\u51c6\u5316\u63a5\u53e3\u3002\u533b\u7597\u673a\u6784\u5e94\u52a0\u5feb\u63a8\u8fdbEHR\u7cfb\u7edf\u7684\u6807\u51c6\u5316\u5efa\u8bbe，\u4e3aAI\u6574\u5408\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n<\/li>\n

          • \n

            \u5efa\u7acb\u6c99\u76d2\u6d4b\u8bd5\u73af\u5883：\u5728\u771f\u5b9e\u90e8\u7f72\u524d，\u5efa\u7acb\u4e0e\u751f\u4ea7\u73af\u5883\u9694\u79bb\u7684\u6c99\u76d2\u6d4b\u8bd5\u73af\u5883\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e0d\u4ec5\u7528\u4e8e\u9a8c\u8bc1AI\u7cfb\u7edf，\u4e5f\u53ef\u7528\u4e8e\u533b\u751f\u57f9\u8bad\u3002<\/p>\n<\/li>\n

            \u5bf9\u7814\u7a76\u8005\u7684\u5efa\u8bae<\/h4>\n
          • \n

            \u524d\u77bb\u6027\u4e34\u5e8a\u7814\u7a76\u662f\u4e0b\u4e00\u6b65：MIRA\u7684\u56de\u987e\u6027\u6a21\u62df\u7814\u7a76\u4ee4\u4eba\u632f\u594b，\u4f46\u771f\u5b9e\u4e16\u754c\u7684\u524d\u77bb\u6027\u7814\u7a76\u624d\u662f\u9a8c\u8bc1\u5176\u4e34\u5e8a\u4ef7\u503c\u7684\u91d1\u6807\u51c6\u3002<\/p>\n<\/li>\n

          • \n

            \u6269\u5c55\u75be\u75c5\u8c31\u548c\u4e34\u5e8a\u573a\u666f：MIRA\u5728\u80ba\u708e\u548c\u5c3f\u8def\u611f\u67d3\u7b49\u75be\u75c5\u4e0a\u8868\u73b0\u76f8\u5bf9\u8f83\u5f31\u3002\u672a\u6765\u7814\u7a76\u5e94\u63a2\u7d22\u5728\u66f4\u5e7f\u6cdb\u7684\u75be\u75c5\u8c31\u548c\u66f4\u590d\u6742\u7684\u4e34\u5e8a\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<\/li>\n

          • \n

            \u4eba\u673a\u534f\u4f5c\u6a21\u5f0f\u7814\u7a76：MIRA\u5728\u72ec\u7acb\u8fd0\u884c\u65f6\u8868\u73b0\u4f18\u5f02，\u4f46\u6700\u7406\u60f3\u7684\u6a21\u5f0f\u53ef\u80fd\u662f\u4eba\u673a\u534f\u4f5c\u3002\u9700\u8981\u7814\u7a76\u5982\u4f55\u8bbe\u8ba1\u6700\u4f18\u7684\u534f\u4f5c\u754c\u9762\u548c\u5de5\u4f5c\u6d41\u3002<\/p>\n<\/li>\n

            \u5bf9\u653f\u7b56\u5236\u5b9a\u8005\u7684\u5efa\u8bae<\/h4>\n
          • \n

            \u5efa\u7acbAI\u533b\u7597\u8bbe\u5907\u7684\u76d1\u7ba1\u6846\u67b6：MIRA\u5c55\u793a\u4e86AI\u81ea\u4e3b\u6267\u884c\u4e34\u5e8a\u64cd\u4f5c\u7684\u6f5c\u529b，\u8fd9\u8981\u6c42\u76d1\u7ba1\u673a\u6784\u91cd\u65b0\u601d\u8003\u533b\u7597AI\u7684\u5ba1\u6279\u548c\u76d1\u7ba1\u6846\u67b6\u3002<\/p>\n<\/li>\n

          • \n

            \u5173\u6ce8\u8d23\u4efb\u4e0e\u95ee\u8d23\u673a\u5236：\u5f53AI\u7cfb\u7edf\u505a\u51fa\u4e34\u5e8a\u51b3\u7b56\u65f6，\u8d23\u4efb\u5f52\u5c5e\u95ee\u9898\u4e9f\u5f85\u660e\u786e\u3002\u8fd9\u9700\u8981\u6cd5\u5f8b\u3001\u4f26\u7406\u548c\u533b\u5b66\u754c\u7684\u5171\u540c\u53c2\u4e0e\u3002<\/p>\n<\/li>\n

          • \n

            \u4fc3\u8fdb\u6570\u636e\u6807\u51c6\u5316\u4e0e\u4e92\u64cd\u4f5c\u6027：MIRA\u7684\u6210\u529f\u8bc1\u660e\u4e86\u6807\u51c6\u5316（FHIR\u3001ICD\u3001LOINC\u7b49）\u7684\u91cd\u8981\u6027\u3002\u653f\u7b56\u5e94\u9f13\u52b1\u548c\u63a8\u52a8\u533b\u7597\u6570\u636e\u7684\u6807\u51c6\u5316\u5efa\u8bbe\u3002<\/p>\n<\/li>\n

            \n

            \u53c2\u8003\u8d44\u6599\u6765\u6e90<\/h3>\n
              \n
            • \u539f\u59cb\u8bba\u6587: Towards autonomous medical artificial intelligence agents, Nature, 2026<\/li>\n
            • Agents AMIE and MIRA advance medical AI capabilities, Nature, 2026<\/li>\n
            • AI agent MIRA supports clinical workflows in electronic health records as a co-pilot, \u6d77\u5fb7\u5821\u5927\u5b66\u533b\u9662, 2026<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

              Towards autonomous medical artificial intelligence agents
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