{"id":39242,"date":"2018-05-14T00:00:48","date_gmt":"2018-05-13T16:00:48","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39242"},"modified":"2022-01-05T02:04:37","modified_gmt":"2022-01-04T18:04:37","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e9%a9%85%e5%8b%95%e4%ba%86%e6%95%b8%e4%bd%8d%e9%86%ab%e7%99%82-2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39242","title":{"rendered":"\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u4e86\u6578\u4f4d\u91ab\u7642"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78777ft.png\" alt=\"\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u4e86\u6578\u4f4d\u91ab\u7642\" width=\"450\" height=\"229\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u53f0\u5927\u8cc7\u5de5\u6240\u8a31\u6649\u83ef<\/strong><\/p>\n<p>\u6df1\u5ea6\u5b78\u7fd2\u4e0d\u540c\u4ee5\u5f80\u7684\u662f\uff0c\u7121\u9808\u4eba\u985e\u8f38\u5165\u898f\u5247\uff0c\u5373\u53ef\u81ea\u884c\u5206\u6790\u8cc7\u6599\uff0c\u958b\u767c\u51fa\u8907\u96dc\u7684\u8a08\u7b97\u529f\u80fd\uff0c\u627e\u51fa\u8cc7\u6599\u7684\u7279\u5fb5\u9032\u884c\u9810\u6e2c\uff0c\u4f46\u4e5f\u56e0\u6b64\u5c0e\u81f4\u5927\u773e\u7121\u6cd5\u4fe1\u4efb\uff0c\u5c24\u5176\u662f\u7576\u904b\u7528AI\u65bc\u91ab\u7642\u4fdd\u5065\u6642\u3002\u7121\u8ad6\u5982\u4f55\uff0c\u5728\u89e3\u6790\u9019\u500b\u9ed1\u76d2\u5b50\u524d\uff0c\u5728AI\u7684\u5e6b\u52a9\u4e0b\uff0c\u7684\u78ba\u53ef\u6e1b\u8f15\u91ab\u751f\u7684\u5de5\u4f5c\u91cf\uff0c\u5982\uff1a\u81ea\u52d5\u5316\u96fb\u5b50\u75c5\u4f8b\u7684AI\u7cfb\u7d71\uff0c\u78ba\u5be6\u63d0\u5347\u4e86\u91ab\u7642\u9ad4\u9a57\uff0c\u96d6\u7136\u6b64\u985e\u7684\u6280\u8853\u5c1a\u9700\u66f4\u591a\u7684\u81e8\u5e8a\u9a57\u8b49\uff0c\u4f46\u5728\u6b64\u5148\u5206\u4eab\u5176\u4e2d\u5e7e\u500b\u904b\u7528AI\u7684\u6307\u6a19\u6027\u7814\u7a76\uff1a<\/p>\n<p><strong>\u76ae\u819a\u764c\u6aa2\u6e2c<\/strong><\/p>\n<div id=\"attachment_78779\" class=\"wp-caption alignright\"><a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78777p1.png\"><img decoding=\"async\" class=\"wp-image-78779\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78777p1.png\" alt=\"\" width=\"350\" height=\"247\" \/><\/a><\/p>\n<p class=\"wp-caption-text\">\u57161\uff1a\u986f\u5fae\u93e1\u4e0b\u7684\u9ed1\u8272\u7d20\u7624 \uff08\u5716\u7247\u4f86\u6e90\uff1awiki\uff09<\/p>\n<\/div>\n<p>\u76ae\u819a\u764c\u662f\u6700\u5e38\u898b\u7684\u764c\u75c7\uff0c\u5728\u7f8e\u570b\u6bcf\u5e74\u7d04\u6709540\u842c\u7684\u65b0\u75c5\u4f8b\u8207\u4e00\u842c\u591a\u4eba\u6b7b\u4ea1\uff0c\u7531\u65bc\u76ae\u819a\u764c\u5927\u591a\u53ef\u65e9\u671f\u767c\u73fe\uff0c\u82e5\u7121\u63d0\u65e9\u767c\u73fe\u5c07\u6703\u63d0\u9ad8\u81f4\u547d\u7387\u3002\u7136\u800c\uff0c\u6aa2\u6e2c\u76ae\u819a\u4e26\u78ba\u8a3a\u662f\u5426\u7f79\u764c\u662f\u4e00\u9805\u975e\u5e38\u56f0\u96e3\u4e14\u8017\u6642\u7684\u5de5\u4f5c\uff0c\u9700\u8981\u76ae\u819a\u79d1\u91ab\u751f\u624d\u80fd\u57f7\u884c\uff0c\u4f46\u4eba\u529b\u9577\u671f\u77ed\u7f3a\uff0c\u8b93\u6aa2\u6e2c\u8b8a\u5f97\u66f4\u52a0\u56f0\u96e3\u3002<\/p>\n<p>2017\u5e74Esteva\u7b49\u4eba\u6253\u9020\u4e86\u4e00\u500b\u5377\u7a4d\u985e\u795e\u7d93\u7db2\u8def (Convolutional Neural Network) \u4f86\u5340\u5206\u76ae\u819a\u7684\u826f\u6027\u8207\u60e1\u6027\u816b\u7624\uff0c\u5176\u6027\u80fd\u53ef\u548c\u4e00\u7fa4\u7f8e\u570b\u76ae\u819a\u79d1\u91ab\u751f\u76f8\u5ab2\u7f8e\u3002\u7528\u4ee5\u8a13\u7df4\u6a21\u578b\u7684\u8cc7\u6599\u662f\u6578\u5343\u5f35\u4f86\u81ea\u65bc\u91ab\u5e2b\u5718\u968a\u6240\u7b56\u756b\u7684\u958b\u653e\u8cc7\u6599\u96c6\uff0c\u4ee5\u53ca\u53f2\u4e39\u4f5b\u91ab\u9662\u6240\u63d0\u4f9b\u7684\u76ae\u819a\u75c5\u7406\u5f71\u50cf\uff0c\u800c\u6e2c\u8a66\u8cc7\u6599\u662f\u4f7f\u7528\u5177\u75c5\u7406\u8b49\u5be6\u7684\u9ed1\u8272\u7d20\u7624\u5f71\u50cf\uff0c\u4e26\u5c07\u7d50\u679c\u820721\u4f4d\u76ae\u819a\u79d1\u91ab\u751f\u7684\u8a3a\u65b7\u6bd4\u8f03\u3002\u7d93\u6e2c\u8a66\u8a55\u4f30\u5f8c\uff0c\u5176\u8868\u73fe\u76f8\u7576\u51fa\u8272\uff0c\u5206\u5225\u5728\u654f\u611f\u5ea6\u548c\u7279\u7570\u5ea6\u5f97\u5230\u4e860.91\u548c0.96\u7684\u7d50\u679c (\u8a3b1)\u3002<\/p>\n<p>\u6b64\u7814\u7a76\u7684\u8868\u73fe\u70ba\u5be6\u8e10\u6578\u4f4d\u91ab\u7642\u65bc\u76ae\u819a\u8a3a\u65b7\u5e36\u4f86\u5f88\u5927\u7684\u5e0c\u671b\uff0c\u672a\u4f86\u53ef\u5354\u52a9\u91ab\u751f\u8a3a\u65b7\uff0c\u4e26\u6df1\u5165\u5230\u7f3a\u4e4f\u91ab\u7642\u8cc7\u6e90\u7684\u5340\u57df\uff0c\u63d0\u5347\u91ab\u7642\u670d\u52d9\u3002\u96d6\u7136\u73fe\u50c5\u5728\u5be6\u9a57\u968e\u6bb5\uff0c\u4f46\u76f8\u4fe1\u5728\u4e0d\u4e45\u7684\u5c07\u4f86\u6703\u88ab\u5be6\u4f5c\u65bc\u79fb\u52d5\u88dd\u7f6e\u6216\u81e8\u5e8a\u6aa2\u9a57\u8a2d\u65bd\u4e2d\uff0c\u6709\u4e86\u9019\u6a23\u7684\u6280\u8853\uff0c\u53ef\u5927\u5e45\u964d\u4f4e\u91ab\u751f\u81e8\u5e8a\u6aa2\u9a57\u76ae\u819a\u764c\u7684\u6642\u9593\uff0c\u76ae\u819a\u79d1\u91ab\u751f\u5c07\u6703\u5c08\u6ce8\u5728\u75c5\u4eba\u7684\u6cbb\u7642\u4e0a\uff0c\u5efa\u7acb\u66f4\u7dca\u5bc6\u7684\u91ab\u75c5\u95dc\u4fc2\u3002<\/p>\n<p><strong>\u7cd6\u5c3f\u75c5\u8996\u7db2\u819c\u75c5\u8b8a<\/strong><\/p>\n<div id=\"attachment_78780\" class=\"wp-caption alignright\"><a href=\"http:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78777p2.png\"><img decoding=\"async\" class=\"wp-image-78780\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/05\/p78777p2.png\" alt=\"\" width=\"350\" height=\"223\" \/><\/a><\/p>\n<p class=\"wp-caption-text\">\u57162\uff1a\u7cd6\u5c3f\u75c5\u8996\u7db2\u819c\u75c5\u8b8a\u7684\u773c\u5e95\u651d\u5f71\u5f71\u50cf \uff08\u5716\u7247\u4f86\u6e90\uff1awiki\uff09<\/p>\n<\/div>\n<p>\u9ad8\u9054\u4e09\u5343\u842c\u7684\u7f8e\u570b\u4eba\u60a3\u6709\u7cd6\u5c3f\u75c5\uff0c\u53e6\u5916\u9084\u6709\u5e7e\u5343\u842c\u4eba\u60a3\u6709\u7cd6\u5c3f\u75c5\u524d\u671f\uff0c\u5982\u4f55\u6709\u6548\u63a7\u5236\u7cd6\u5c3f\u75c5\u6210\u9577\u7684\u8da8\u52e2\u662f\u76f8\u7576\u91cd\u8981\u7684\uff0c\u5176\u4e2d28.5% \u7684\u7f8e\u570b\u7cd6\u5c3f\u75c5\u60a3\u8005\u60a3\u6709\u7cd6\u5c3f\u75c5\u8996\u7db2\u819c\u75c5\u8b8a\uff0c\u751a\u81f3\u5c0e\u81f4\u5931\u660e\uff0c\u4f7f\u5f97\u773c\u775b\u8b77\u7406\u66f4\u52a0\u91cd\u8981\u3002\u7cd6\u5c3f\u75c5\u60a3\u8005\u4e00\u5e74\u9700\u9032\u884c1-2\u6b21\u7684\u773c\u5e95\u651d\u5f71\u6aa2\u67e5\uff0c\u4f9d\u8996\u7db2\u819c\u75c5\u8b8a\u7684\u7a0b\u5ea6\uff0c\u5b9a\u671f\u8ffd\u8e64\uff0c\u800c\u76ee\u524d\u662f\u7531\u91ab\u751f\u9032\u884c\u773c\u5e95\u6aa2\u67e5\u4e26\u8a3a\u65b7\u3002<\/p>\n<p>2016\u5e74Gulshan\u7b49\u4eba\u958b\u767c\u4e86\u4e00\u500b\u6df1\u5ea6\u985e\u795e\u7d93\u7db2\u8def (Deep Neural Network) \u4f86\u8a55\u4f30\u7cd6\u5c3f\u75c5\u8996\u7db2\u819c\u75c5\u8b8a\u7684\u773c\u5e95\u5f71\u50cf\uff0c\u63a1\u7528\u7d9354\u4f4d\u7f8e\u570b\u773c\u79d1\u91ab\u751f\u548c\u4e00\u7fa4\u8cc7\u6df1\u7684\u773c\u79d1\u4f4f\u9662\u91ab\u751f\u8a55\u4f30\u7684128, 175 \u5f35\u773c\u5e95\u5f71\u50cf\u4f5c\u70ba\u6a21\u578b\u7684\u8a13\u7df4\u8cc7\u6599\uff0c\u4e26\u5728\u53e6\u5169\u7d44\u8cc7\u6599\u4e0a\u4f5c\u6e2c\u8a66\u2500\u5206\u5225\u67099963 \u548c1748\u5f35\u5f71\u50cf\uff0c\u7d93\u8a55\u4f30\u5f8c\u6a21\u578b\u7684\u6210\u679c\u9ad8\u90540.97-0.99 (\u8a3b1) \u3002<\/p>\n<p>\u900f\u904e\u9019\u9805\u6280\u8853\uff0c\u5728\u672a\u4f86\u4e5f\u80fd\u63d0\u5347\u8996\u7db2\u819c\u75c5\u8b8a\u7be9\u6aa2\u7684\u901f\u5ea6\u548c\u6e96\u78ba\u6027\uff0c\u4e26\u8b93\u6b64\u9805\u7be9\u6aa2\u8f49\u8b8a\u70ba\u5373\u6642\u6aa2\u6e2c (point-of-care\uff0c\u8a3b2) \uff0c\u540c\u6642\u63d0\u9ad8\u65e9\u671f\u767c\u73fe\u548c\u6cbb\u7642\u7684\u6a5f\u7387\uff0c\u4f46\u6b64\u5be6\u9a57\u5c1a\u672a\u4f5c\u81e8\u5e8a\u6e2c\u8a66\uff0c\u4e5f\u7121\u6cd5\u5224\u8b80\u51fa\u5176\u4ed6\u53ef\u80fd\u51fa\u73fe\u7684\u75c5\u7076\uff0c\u5982\uff1a\u9ec3\u6591\u90e8\u75c5\u8b8a\u7b49\u3002\u9019\u985e\u7814\u7a76\u80fd\u8b93\u91ab\u751f\u66f4\u8457\u91cd\u65bc\u5176\u4ed6\u773c\u90e8\u6cbb\u7642\u548c\u8a3a\u65b7\uff0c\u4e26\u81f4\u529b\u65bc\u7167\u8b77\u7cd6\u5c3f\u75c5\u60a3\u7684\u773c\u90e8\u5065\u5eb7\u3002<\/p>\n<p><strong>\u670d\u85e5\u9075\u5f9e\u6027<\/strong><\/p>\n<p>\u8003\u91cf\u5230\u91ab\u7642\u4fdd\u5065\u7684\u6210\u672c\u4e0a\u6f32\uff0c\u670d\u85e5\u9075\u5f9e\u6027\u6210\u70ba\u4e00\u500b\u91cd\u8981\u7684\u91ab\u7642\u554f\u984c\uff0c\u56e0\u4e0d\u4f73\u7684\u670d\u85e5\u9075\u5f9e\u6027\u800c\u5c0e\u81f4\u6b7b\u4ea1\u7684\u4eba\u6578\u6bcf\u5e74\u9ad8\u9054125, 000\u4eba\uff0c\u5e36\u4f86\u4e86\u5343\u5104\u7f8e\u5143\u7684\u91ab\u7642\u8cbb\u7528\uff0c\u6709\u7814\u7a76\u6307\u51fa\uff0c\u5728\u958b\u7acb\u7684\u8655\u65b9\u7c64\u4e2d\uff0c\u7d04\u6709\u4e00\u534a\u7684\u75c5\u60a3\u672a\u6309\u6307\u793a\u670d\u85e5\uff0c\u4e5f\u670920%-30%\u672a\u914d\u5408\u9818\u85e5\u3002<\/p>\n<p>2017\u5e74Labovitz\u7b49\u4eba\u4f7f\u7528\u667a\u6167\u578b\u624b\u6a5f\u90e8\u7f72AI\u5e73\u53f0\u4f86\u8a55\u4f30\u75c5\u60a3\u5728\u53e3\u670d\u6297\u51dd\u8840\u5291\u7684\u670d\u85e5\u9075\u5f9e\u6027\uff0c\u4ed6\u5011\u61c9\u7528\u96fb\u8166\u8996\u89ba\u985e\u795e\u7d93\u7db2\u8def (Neural Network) \u65bc\u667a\u6167\u578b\u624b\u6a5f\u7684\u76f8\u6a5f\u93e1\u982d\uff0c\u4f86\u8b58\u5225\u60a3\u8005\u4e26\u78ba\u8a8d\u662f\u5426\u670d\u7528\u85e5\u7269\uff0c\u5c07\u6b64\u5be6\u9a57\u7d44\u8207\u5c0d\u7167\u7d44\u4f5c\u6bd4\u8f03\uff0c\u6bd4\u8f03\u7684\u6307\u6a19\u70ba\u85e5\u7247\u6578\u548c\u8840\u6db2\u63a1\u6a23\u3002\u7d9312\u5468\u572828\u4f4d\u75c5\u60a3\u7684\u5be6\u9a57\u5f8c\uff0c\u767c\u73fe\u4f7f\u7528\u667a\u6167\u578b\u624b\u6a5f\u76e3\u63a7\u7684\u60a3\u8005\u670d\u85e5\u9075\u5f9e\u6027\u5c07\u8fd1100%\uff0c\u76f8\u8f03\u65bc\u5c0d\u7167\u7d44\u50c5\u670950%\u3002<\/p>\n<p>\u6b64\u5916\uff0cBain\u7b49\u4eba\u5728\u540c\u5e74\u4e5f\u57f7\u884c\u4e86\u985e\u4f3c\u7684\u7814\u7a76\u65bc\u4e00\u7a2e\u7cbe\u795e\u5206\u88c2\u75c7\u6cbb\u7642\u85e5\u7269\u7684\u670d\u85e5\u9075\u5f9e\u6027\uff0c\u572824\u5468\u7684\u5be6\u9a57\u5f8c\uff0c\u7d50\u679c\u986f\u793aAI\u7d44\u7684\u9075\u5f9e\u6027\u6bd4\u76f4\u63a5\u89c0\u5bdf\u7684\u5c0d\u8c61\u9ad8\u51fa17.9%\uff0c\u4e26\u767c\u73feAI\u5e73\u53f0\u80fd\u66f4\u5feb\u767c\u73fe\u4e26\u9810\u6e2c\u672a\u9075\u5b88\u670d\u85e5\u7684\u60c5\u6cc1\u3002\u5f9e\u9019\u5169\u500b\u7814\u7a76\uff0c\u53ef\u60f3\u50cf\u672a\u4f86\u4eba\u5de5\u667a\u6167\u80fd\u5ee3\u6cdb\u5730\u88ab\u61c9\u7528\u5728\u8a55\u4f30\u5404\u7a2e\u85e5\u7269\u7684\u670d\u85e5\u9075\u5f9e\u6027\uff0c\u7a81\u7834\u76ee\u524d\u7814\u7a76\u670d\u85e5\u9075\u5f9e\u6027\u5f71\u97ff\u56e0\u7d20\u7684\u74f6\u9838\u3002<\/p>\n<p>\u5f9e\u4e0a\u8ff0\u61c9\u7528AI\u65bc\u91ab\u7642\u4fdd\u5065\u7684\u6578\u4f4d\u91ab\u7642\u7814\u7a76\u4e2d\uff0c\u53ef\u4ee5\u767c\u73fe\u5728\u5be6\u8e10\u524d\u4ecd\u6709\u8a31\u591a\u56e0\u7d20\u9700\u8003\u91cf\uff0c\u5728\u6b64\u6b78\u7d0d\u51fa\u5e7e\u9ede\u5efa\u8b70\uff0c\u8b93\u6211\u5011\u5728\u9081\u5411\u6578\u4f4d\u91ab\u7642\u6642\u4ee3\u524d\u80fd\u8b39\u8a18\u65bc\u5fc3\uff1a<\/p>\n<ul>\n<li>\u75c5\u60a3\u7167\u8b77\u70ba\u9996\u8981\u76ee\u6a19\u3002<br 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\/>\n\u5728\u8fce\u63a5\u6578\u4f4d\u91ab\u7642\u6642\u4ee3\u7684\u4f86\u81e8\u524d\uff0c\u8a18\u5f97\u8981\u6aa2\u8996\u81ea\u5df1\u5728\u9019\u65b9\u9762\u7684\u7f3a\u9ede\uff0c\u91cd\u65b0\u57f9\u990a\u8edf\u5be6\u529b\uff0c\u4ee5\u6df1\u5165\u7406\u89e3\u3001\u7372\u5f97\u75c5\u60a3\u7684\u4fe1\u4efb\uff0c\u5c0d\u60a3\u8005\u63d0\u51fa\u66f4\u597d\u7684\u91ab\u7642\u5efa\u8b70\u3002<\/li>\n<\/ul>\n<p>\u96a8\u8457\u91cd\u8907\u6027\u8cea\u9ad8\u7684\u5de5\u4f5c\u9010\u6f38\u88ab\u81ea\u52d5\u5316\u5f8c\uff0c\u4eba\u985e\u80fd\u66f4\u5c08\u6ce8\u65bc\u53ea\u6709\u6211\u5011\u80fd\u57f7\u884c\u7684\u4efb\u52d9\uff1a\u5efa\u7acb\u95dc\u4fc2\u3001\u904b\u7528\u540c\u7406\u5fc3\uff0c\u4e26\u5229\u7528\u4eba\u7684\u5224\u65b7\u4f86\u7d66\u4e88\u6307\u5c0e\u548c\u5efa\u8b70\uff0c\u4e5f\u8a31AI\u6703\u5c07\u91ab\u7642\u4fdd\u5065\u8b8a\u5f97\u66f4\u4f73\u4eba\u6027\u5316\uff01<\/p>\n<p>\u7de8\u8b6f\u4f86\u6e90\uff1a<a href=\"https:\/\/www.nature.com\/articles\/s41746-017-0012-2\">Alexander L. Fogel &amp; Joseph C. Kvedar. Artificial intelligence powers digital medicine. Nature<\/a><\/p>\n<p><strong>\u8a3b\u89e3\uff1a<\/strong><\/p>\n<p>\u8a3b[1] \uff1a\u8a55\u4f30\u6a21\u578b\u7684\u6027\u80fd\u6a19\u6e96\u70baAUC (Area Under Curve)\u3002<br \/>\n\u8a3b[2] \uff1a\u5373\u6642\u6aa2\u6e2c (point-of-care) \u70ba\u53ef\u5728\u91ab\u9662\u4ee5\u5916\u7684\u5404\u500b\u5730\u65b9\u9032\u884c\u6aa2\u6e2c\uff0c\u53ef\u6e1b\u5c11\u5f80\u8fd4\u91ab\u9662\u548c\u4eba\u4e8b\u6aa2\u6e2c\u7684\u6642\u9593\u6210\u672c\u3002<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ul>\n<li>[1]\u00a0<a href=\"https:\/\/www.nature.com\/articles\/nature21056\">Esteva, A. et al. Dermatologist-level classification of skin cancer with deep neural networks. Nature 542, 115\u2013118 (2017).<\/a><\/li>\n<li>[2]\u00a0<a href=\"https:\/\/jamanetwork.com\/journals\/jama\/fullarticle\/2588763\">Gulshan, V. et al. Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs. JAMA 316, 2402\u20132410 (2016).<\/a><\/li>\n<li>[3]\u00a0<a href=\"http:\/\/stroke.ahajournals.org\/content\/48\/5\/1416\">Labovitz, D. L., Shafner, L., Reyes Gil, M., Virmani, D. &amp; Hanina, A. Using artificial intelligence to reduce the risk of nonadherence in patients on anticoagulation therapy. Stroke 48, 1416\u20131419 (2017).<\/a><\/li>\n<li>\u6a19\u984c\u5716\u7247\u4f86\u6e90\uff1aBrother UK<br \/>\n<a href=\"http:\/\/www.brother.co.uk\/business-solutions\/healthcare\/future-of-hospital-technology\">http:\/\/www.brother.co.uk\/business-solutions\/healthcare\/future-of-hospital-technology<\/a>\u00a0<a href=\"https:\/\/www.flickr.com\/photos\/brother-uk\/31501281374\/in\/album-72157677501372361\/\">https:\/\/www.flickr.com\/photos\/brother-uk\/31501281374\/in\/album-72157677501372361\/<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u6167 (AI) \u6700\u8fd1\u5728\u8a31\u591a\u9818\u57df\u4e2d\u90fd\u5df2\u8d85\u8d8a\u4eba\u985e\u7684\u8868\u73fe\uff0c\u4e5f\u70ba\u91ab\u7642\u4fdd\u5065\u5e36\u4f86\u5e0c\u671b\uff0cAI\u4e5f\u8a31\u6703\u6bd4\u73fe\u4ee3\u91ab\u5b78\u66f4\u80fd\u9810\u9632\u3001\u5075\u6e2c\u3001\u8a3a\u65b7\u548c\u6cbb\u7642\u75be\u75c5\uff0c\u6709\u7814\u7a76\u9810\u6e2c\u57282053\u5e74AI\u57f7\u884c\u624b\u8853\u7684\u80fd\u529b\u5c07\u6703\u52dd\u904e\u4eba\u985e\u3002\u96d6\u7136\u5f88\u591a\u4eba\u64d4\u5fc3AI\u6703\u53d6\u4ee3\u4eba\u985e\u7684\u5de5\u4f5c\uff0c\u6216\u7834\u58de\u91ab\u75c5\u95dc\u4fc2\uff0c\u4f46\u53ea\u8981\u64c1\u62b1\u6578\u4f4d\u91ab\u7642\u4e26\u4e92\u52a9\u5171\u5b58\uff0c\u76f8\u4fe1AI\u53ef\u4ee5\u5e6b\u6211\u5011\u6e1b\u5c11\u91cd\u8907\u6027\u8cea\u9ad8\u7684\u5de5\u4f5c\uff0c\u4e26\u904b\u7528\u4eba\u985e\u7684\u7279\u8cea\u4f86\u95dc\u61f7\u75c5\u60a3\u3001\u91dd\u5c0d\u4e0d\u540c\u75c5\u60a3\u898f\u756b\u9069\u5408\u7684\u7642\u7a0b\uff0c\u5b88\u8b77\u5065\u5eb7\uff0c\u8b93\u91ab\u751f\u5728\u6709\u9650\u7684\u6642\u9593\u4e2d\u767c\u63ee\u6700\u5927\u7684\u529f\u7528\u3002<\/p>\n","protected":false},"author":21,"featured_media":39243,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[3006,3865,3032,967],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/p78777ft.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39242"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39242"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39242\/revisions"}],"predecessor-version":[{"id":39244,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39242\/revisions\/39244"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/39243"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39242"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39242"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39242"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}