

{"id":38316,"date":"2020-03-12T00:00:33","date_gmt":"2020-03-11T16:00:33","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=38316"},"modified":"2022-01-03T11:31:39","modified_gmt":"2022-01-03T03:31:39","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7ai%e6%aa%a2%e6%b8%ac%e8%82%ba%e7%99%8c%e6%88%90%e7%b8%be%e4%ba%ae%e7%9c%bc-2","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=38316","title":{"rendered":"\u4eba\u5de5\u667a\u6167AI\u6aa2\u6e2c\u80ba\u764c\u6210\u7e3e\u4eae\u773c"},"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\/2020\/03\/lung-cancer-ct-scan.jpg\" alt=\"\u4eba\u5de5\u667a\u6167AI\u6aa2\u6e2c\u80ba\u764c\u6210\u7e3e\u4eae\u773c\" width=\"500\" height=\"330\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u64b0\u6587\uff0f\u9673\u6566\u7406<\/strong><\/p>\n<p><strong>\u8a3a\u65b7\u65e9\u671f\u80ba\u764c\u56f0\u96e3\u91cd\u91cd<\/strong><\/p>\n<p>\u80ba\u764c\u662f\u80ba\u3001\u6c23\u7ba1\u6216\u652f\u6c23\u7ba1\u7d30\u80de\u767c\u751f\u7570\u5e38\u5206\u88c2\u589e\u751f\u5f62\u6210\u60e1\u6027\u816b\u7624\uff0c\u8207\u826f\u6027\u816b\u7624\u4e0d\u540c\u7684\u662f\u60e1\u6027\u816b\u7624\u751f\u9577\u4e0d\u53d7\u9650\u5236\uff0c\u6703\u900f\u904e\u6dcb\u5df4\u3001\u8840\u6db2\u7b49\u8f49\u79fb\u5165\u4fb5\u3001\u7834\u58de\u8eab\u9ad4\u5176\u4ed6\u5668\u5b98\uff0c\u5373\u4f7f\u958b\u5200\u5207\u9664\u4ecd\u53ef\u80fd\u5fa9\u767c\u3002<\/p>\n<p>\u5438\u83f8\u662f\u80ba\u764c\u6700\u5927\u7684\u5371\u96aa\u56e0\u5b50\uff0c\u53e6\u5916\u60a3\u6709\u76f8\u95dc\u75be\u75c5\u50cf\u7d50\u6838\u75c5\u3001\u6162\u6027\u80ba\u75c5\u3001\u5bb6\u65cf\u6210\u54e1\u66fe\u7d93\u7f79\u60a3\u80ba\u764c\u3001\u66b4\u9732\u5728\u7a7a\u6c23\u6c61\u67d3\u3001\u6cb9\u7159\u3001\u4e8c\u624b\u83f8\u3001\u77f3\u7dbf\u74b0\u5883\u4e2d\u90fd\u589e\u52a0\u7f79\u60a3\u80ba\u764c\u7684\u98a8\u96aa\u3002\u80ba\u764c\u4e5f\u6210\u70ba\u6700\u8fd1\u5e7e\u5e74\u8a31\u591a\u570b\u5bb6\u6c11\u773e\u5341\u5927\u764c\u75c7\u6b7b\u56e0\u7b2c\u4e00\u4f4d\uff0c\u81fa\u7063\u6bcf\u5e74\u8d85\u904e\u4e5d\u5343\u4eba\u6b7b\u65bc\u80ba\u764c\uff0c\u7f8e\u570b\u6bcf\u5e74\u4e5f\u6709\u5341\u516d\u842c\u4eba\u6b7b\u65bc\u80ba\u764c\u3002<\/p>\n<p>\u9632\u6cbb\u80ba\u764c\u7684\u6700\u597d\u65b9\u5f0f\u5c31\u662f\u65e9\u671f\u8a3a\u65b7\uff0c\u4e0d\u4f46\u53ef\u4ee5\u9632\u6b62\u764c\u7d30\u80de\u64f4\u6563\u4e5f\u80fd\u63d0\u5347\u75c5\u60a3\u751f\u6d3b\u54c1\u8cea\u8207\u5b58\u6d3b\u6a5f\u7387\uff0c\u7136\u5be6\u52d9\u4e0a\u9762\u81e8\u8a31\u591a\u554f\u984c\u3002\u80ba\u764c\u65e9\u671f\u8a3a\u65b7\u7684\u56f0\u96e3\u5728\u65bc\u75c7\u72c0\u4e0d\u660e\u986f\uff0c\u7b49\u5230\u8eab\u9ad4\u51fa\u73fe\u7570\u72c0\u5c31\u8a3a\u6642\u5927\u591a\u665a\u671f\u76f8\u7576\u56b4\u91cd\u6216\u764c\u7d30\u80de\u5df3\u7d93\u8f49\u79fb\u3002\u75c5\u60a3\u82e5\u7f79\u60a3\u80ba\u764c\u65e9\u671f\u8a3a\u65b7\u51fa\u4f86\u4e26\u63a5\u53d7\u6cbb\u7642\u5b58\u6d3b\u7387\u6700\u4f73\uff0c\u4ee5\u4f4e\u5291\u91cf\u96fb\u8166\u65b7\u5c64\u6383\u63cf \uff08Low-dose computed tomography\uff0cLDCT)\uff09\u6aa2\u9a57\u80ba\u764c\u96d6\u7136\u6bd4\u50b3\u7d71\u80f8\u90e8X\u5149\u52a0\u4e0a\u75f0\u6db2\u6aa2\u9a57\u66f4\u6709\u6548\uff0c\u53ef\u4ee5\u6e1b\u5c11\u75c5\u60a3\u80ba\u764c\u6b7b\u4ea1\u7387\u9054\u767e\u5206\u4e4b\u4e8c\u5341\u5230\u767e\u5206\u4e4b\u56db\u5341\u4e09\uff0c\u537b\u6709\u8cbb\u7528\u6602\u8cb4\u3001\u9577\u671f\u8ffd\u8e64\u8f3b\u5c04\u66b4\u9732\u5291\u91cf\u9ad8\u3001\u6e96\u78ba\u5ea6\u4ecd\u4e0d\u8db3\u3001\u904e\u5ea6\u8a3a\u65b7\u7b49\u554f\u984c\u3002\u7f8e\u570b\u52a0\u5dde\u8c37\u6b4c\u5065\u5eb7\u7814\u7a76\u4e2d\u5fc3\uff08Google Health Research\uff09\u7814\u7a76\u5718\u968a\u767c\u73fe\u96fb\u8166\u4eba\u5de5\u667a\u6167\u53ef\u4ee5\u5224\u8b80\u96fb\u8166\u65b7\u5c64\u6383\u63cf\u5f71\u50cf\u5354\u52a9\u91ab\u5e2b\u8a3a\u65b7\u65e9\u671f\u80ba\u764c\uff0c\u521d\u6b65\u6e2c\u8a66\u6548\u679c\u5f88\u597d\uff0c\u6e96\u78ba\u7387\u8207\u653e\u5c04\u5b78\u5bb6\u4e0d\u76f8\u4e0a\u4e0b\u3002<\/p>\n<p><strong>\u96fb\u8166\u6df1\u5ea6\u5b78\u7fd2\u5354\u52a9\u6aa2\u6e2c\u80ba\u764c<\/strong><\/p>\n<p>\u7814\u7a76\u5718\u968a\u904b\u7528\u96fb\u8166\u6df1\u5ea6\u5b78\u7fd2 \uff08Deep learning) \u6f14\u7b97\u6cd5\u5206\u6790\u829d\u52a0\u54e5\u897f\u5317\u5927\u5b78\u91ab\u9662\u96fb\u5b50\u8cc7\u6599\u5eab\u88e1\u9762\u56db\u842c\u4e8c\u5343\u591a\u7b46\u4f4e\u5291\u91cf\u96fb\u8166\u65b7\u5c64\u6383\u63cf\u5f71\u50cf\u3002<\/p>\n<p>\u96fb\u8166\u6df1\u5ea6\u5b78\u7fd2\u5df3\u7d93\u61c9\u7528\u5728\u6211\u5011\u751f\u6d3b\u4e2d\u8a31\u591a\u89d2\u843d\uff0c\u50cf\u662f\u667a\u6167\u624b\u6a5f\u3001\u751f\u6d3b\u52a9\u7406\u7684\u8a9e\u97f3\u8fa8\u8b58\u3001\u8eca\u8f1b\u81ea\u52d5\u99d5\u99db\u7b49\u3002\u6df1\u5ea6\u5b78\u7fd2\u662f\u96fb\u8166\u6a5f\u5668\u5b78\u7fd2\u7684\u5176\u4e2d\u4e00\u7a2e\uff0c\u7279\u5225\u7684\u662f\u5728\u8a2d\u8a08\u7406\u5ff5\u4e0a\u4eff\u7167\u4eba\u9ad4\u795e\u7d93\u7cfb\u7d71\u7db2\u7d61\u7d50\u69cb\uff0c\u8b93\u96fb\u8166\u80fd\u5920\u9032\u884c\u8907\u96dc\u904b\u7b97\u3001\u50cf\u4eba\u985e\u822c\u7d71\u6574\u8cc7\u6599\u505a\u51fa\u5224\u65b7\u3002\u800c\u5224\u65b7\u7684\u512a\u52a3\u5247\u53d6\u6c7a\u65bc\u795e\u7d93\u7db2\u8def\u8a2d\u8a08\u3001\u8a13\u7df4\u904e\u7a0b\u8207\u8a13\u7df4\u8cc7\u6599\u5145\u8db3\u8207\u5426\u3002\u6df1\u5ea6\u5b78\u7fd2\u7684\u795e\u7d93\u7db2\u8def\u7d50\u69cb\u6709\u597d\u5e7e\u7a2e\uff0c\u5404\u6709\u5176\u64c5\u9577\u9818\u57df\uff0c\u6709\u7684\u9069\u5408\u8655\u7406\u6642\u9593\u3001\u8a9e\u610f\u8cc7\u6599\uff0c\u6709\u7684\u5354\u52a9\u96fb\u8166\u7ba1\u7406\u6b63\u5728\u9032\u884c\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5f71\u50cf\u8fa8\u8b58\u5247\u662f\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Network\uff0cCNN\uff09\u7684\u5f37\u9805\uff0c\u64c5\u9577\u8655\u7406\u7a7a\u9593\u6578\u64da\u8cc7\u6599\u3002<\/p>\n<p>\u4eba\u5de5\u667a\u6167\u5728\u6df1\u5ea6\u5b78\u7fd2\u7684\u5e6b\u52a9\u4e0b\uff0c\u529f\u80fd\u8b8a\u5f97\u76f8\u7576\u5f37\u5927\uff0c\u7528\u5728\u5f71\u50cf\u8fa8\u8b58\u4e0a\u6548\u679c\u975e\u5e38\u597d\uff0c\u91ab\u7642\u65b9\u9762Google\u4eba\u5de5\u667a\u6167\u5df3\u7d93\u5728\u5354\u52a9\u75c5\u7406\u5b78\u5bb6\u7531\u7d44\u7e54\u5207\u7247\u986f\u5fae\u5f71\u50cf\u5206\u8fa8\u764c\u75c7\u3001\u5354\u52a9\u773c\u79d1\u91ab\u5e2b\u70ba\u7cd6\u5c3f\u75c5\u60a3\u8005\u770b\u773c\u75be\uff0c\u4e0d\u904e\u9084\u6709\u8a31\u591a\u9650\u5236\u9700\u8981\u7a81\u7834\u3002\u7814\u7a76\u5718\u968a\u6559\u96fb\u8166\u8fa8\u8b58\u4e0d\u540c\u5f71\u50cf\u7684\u7279\u5fb5\u6a21\u5f0f\uff0c\u50cf\u80ba\u7d50\u6838\u3001\u764c\u75c7\u3001\u9aa8\u6298\u7b49\u3002\u9019\u5957\u8070\u660e\u7684\u795e\u7d93\u7db2\u8def\u7cfb\u7d71\u6703\u6309\u7167\u4e00\u7cfb\u5217\u7684\u6307\u793a\u4f86\u64cd\u4f5c\u8207\u53cd\u61c9\uff0c\u63a5\u8457\u4ed6\u5011\u7d66\u96fb\u8166\u5206\u6790\u8a31\u591a\u75c5\u60a3\u7684\u65b7\u5c64\u6383\u63cf\u5f71\u50cf\uff0c\u5f71\u50cf\u6709\u539f\u59cb\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u548c\u65e9\u671f\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u5169\u7a2e\uff0c\u9019\u4e9b\u75c5\u60a3\u90fd\u5df3\u7d93\u78ba\u8a3a\uff0c\u5176\u4e2d\u6709\u7f79\u60a3\u80ba\u764c\u3001\u6c92\u6709\u80ba\u764c\u3001\u9084\u6709\u672c\u4f86\u662f\u816b\u7624\u5f8c\u4f86\u60e1\u5316\u6210\u80ba\u764c\u3002\u65e9\u671f\u80ba\u90e8\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u5341\u5206\u6709\u7528\uff0c\u53ef\u4ee5\u986f\u793a\u816b\u7624\u751f\u9577\u901f\u5ea6\u662f\u5426\u7570\u5e38\uff0c\u4ee5\u6b64\u5224\u65b7\u70ba\u60e1\u6027\u816b\u7624\u3002\u5b8c\u6210\u8abf\u6559\u5f8c\u9019\u5957\u81ea\u52d5\u5f71\u50cf\u8a55\u4f30\u7cfb\u7d71\u4e0d\u7528\u4eba\u5354\u52a9\u5373\u53ef\u5f9e\u63d0\u4f9b\u7684\u5f71\u50cf\u5224\u65b7\u75c5\u60a3\u662f\u5426\u7f79\u60a3\u80ba\u764c\u3002<\/p>\n<p><strong>AI\u6aa2\u6e2c\u80ba\u764c\u503c\u5f97\u671f\u5f85<\/strong><\/p>\n<p>\u7814\u7a76\u5718\u968a\u628a\u96fb\u8166\u81ea\u52d5\u8a55\u4f30\u7cfb\u7d71\u8207\u516d\u4f4d\u653e\u5c04\u5b78\u5bb6\u7684\u8a3a\u65b7\u4e00\u8d77\u9032\u884c\u6bd4\u8f03\uff0c\u9019\u4e9b\u653e\u5c04\u5b78\u5bb6\u7684\u81e8\u5e8a\u7d93\u9a57\u6700\u77ed\u6709\u56db\u5e74\u6700\u9577\u4e8c\u5341\u5e74\u3002\u6e2c\u8a66\u8cc7\u6599\u7e3d\u5171\u67096716\u540d\u80ba\u764c\u78ba\u8a3a\u75c5\u60a3\u7684\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\uff0c\u7d50\u679c\u767c\u73fe\u9019\u5957\u81ea\u52d5\u8a55\u4f30\u7cfb\u7d71\u7684\u6e96\u78ba\u7387\u9ad8\u905494%\u3002\u5982\u679c\u6c92\u6709\u65e9\u671f\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\uff0c\u7cfb\u7d71\u5224\u65b7\u51fa\u80ba\u764c\u7684\u5047\u967d\u6027\u6578\u76ee\u6bd4\u653e\u5c04\u5b78\u5bb6\u6e1b\u5c11\u767e\u5206\u4e4b\u5341\u4e00\uff0c\u5047\u9670\u6027\u6578\u76ee\u6e1b\u5c11\u767e\u5206\u4e4b\u4e94\uff0c\u5728\u6709\u65e9\u671f\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u6642\uff0c\u7cfb\u7d71\u6e96\u78ba\u7387\u548c\u653e\u5c04\u5b78\u5bb6\u4e00\u6a23\u597d\u3002\u9019\u5957\u6a21\u64ec\u4eba\u9ad4\u795e\u7d93\u7db2\u8def\u7cfb\u7d71\u90a3\u9ebc\u8070\u660e\u7684\u539f\u56e0\u5728\u65bc\u653e\u5c04\u5b78\u5bb6\u901a\u5e38\u662f\u6aa2\u8996\u4e0a\u767e\u5f35\u80ba\u90e8\u5e73\u9762\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\uff0c\u800c\u96fb\u8166\u81ea\u52d5\u8a55\u4f30\u7cfb\u7d71\u5247\u6aa2\u8996\u5927\u91cf\u7684\u7acb\u9ad4\u65b7\u5c64\u6383\u63cf\u5f71\u50cf\uff0c\u9019\u9700\u8981\u975e\u5e38\u5927\u91cf\u7684\u96fb\u8166\u904b\u7b97\u3002\u96fb\u8166\u900f\u904e\u7acb\u9ad4\u5f71\u50cf\u6bd4\u4eba\u900f\u904e\u5e73\u9762\u5f71\u50cf\u66f4\u5bb9\u6613\u767c\u73fe\u65e9\u671f\u80ba\u764c\uff0c\u518d\u52a0\u4e0a\u5169\u500b\u4e0d\u540c\u6642\u9593\u9ede\u7684\u5f71\u50cf\uff0c\u5c31\u5df3\u7d93\u4f86\u52304D\u7684\u5c64\u7d1a\u3002\u96fb\u8166\u6df1\u5ea6\u5b78\u7fd2\u79d1\u6280\u8b93\u65e9\u671f\u80ba\u764c\u8a3a\u65b7\u66f4\u52a0\u6e96\u78ba\uff0c\u4e5f\u53ef\u4ee5\u628a\u7279\u5b9a\u75c5\u8b8a\u5206\u985e\u505a\u5f97\u66f4\u597d\u3002<\/p>\n<p>\u96fb\u8166\u4e0d\u4f46\u53ef\u4ee5\u8a3a\u65b7\u51fa\u7f79\u764c\u75c5\u60a3\uff0c\u4e5f\u5e6b\u52a9\u6c92\u6709\u7f79\u764c\u7684\u6c11\u773e\u812b\u96e2\u6602\u8cb4\u3001\u98a8\u96aa\u53c8\u9ad8\u7684\u4fb5\u5165\u8a66\u80ba\u764c\u6aa2\u9a57\u3002\u4e0d\u904e\u9019\u5957\u96fb\u8166\u80ba\u764c\u81ea\u52d5\u8a55\u4f30\u7cfb\u7d71\u9084\u5728\u7814\u767c\u968e\u6bb5\uff0c\u9700\u8981\u66f4\u5927\u898f\u6a21\u7684\u81e8\u5e8a\u5be6\u9a57\u4f86\u9a57\u8b49\u5176\u6548\u679c\u3002\u4e00\u65e6\u672a\u4f86\u7814\u767c\u6210\u529f\u6295\u5165\u91ab\u7642\uff0c\u5c07\u6210\u70ba\u80ba\u764c\u9632\u6cbb\u7684\u751f\u529b\u8ecd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<ol>\n<li>Ardila, D., Kiraly, A.P., Bharadwaj, S. et al. \u201c<a href=\"https:\/\/www.nature.com\/articles\/s41591-019-0447-x\">End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography<\/a>.\u201d,\u00a0<em>Nature Medicine<\/em>.\u00a0 2019.<\/li>\n<li>\u5468\u79c9\u8abc\u3002<a href=\"http:\/\/www.cc.ntu.edu.tw\/chinese\/epaper\/0038\/20160920_3805.html\">\u6dfa\u8ac7Deep Learning\u539f\u7406\u53ca\u61c9\u7528\u3002<\/a>\u00a0\u570b\u7acb\u53f0\u7063\u5927\u5b78\u8a08\u7b97\u6a5f\u53ca\u8cc7\u8a0a\u7db2\u8def\u4e2d\u5fc3\u96fb\u5b50\u5831\u30022016\u3002<\/li>\n<\/ol>\n<p>(\u672c\u6587\u7531\u6559\u80b2\u90e8\u88dc\u52a9\u300cAI\u5831\u5831\u2500AI\u79d1\u666e\u63a8\u5ee3\u8a08\u756b\u300d\u57f7\u884c\u5718\u968a\u7de8\u8b6f)<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u9632\u6cbb\u80ba\u764c\u7684\u6700\u597d\u65b9\u5f0f\u5c31\u662f\u65e9\u671f\u8a3a\u65b7\uff0c\u4e0d\u4f46\u53ef\u4ee5\u9632\u6b62\u764c\u7d30\u80de\u64f4\u6563\u4e5f\u80fd\u63d0\u5347\u75c5\u60a3\u751f\u6d3b\u54c1\u8cea\u8207\u5b58\u6d3b\u6a5f\u7387\uff0c\u7136\u800c\u80ba\u764c\u65e9\u671f\u7684\u75c7\u72c0\u4e0d\u660e\u986f\u3002AI\u53ef\u4ee5\u5224\u8b80\u96fb\u8166\u65b7\u5c64\u6383\u63cf\u5f71\u50cf\u5354\u52a9\u91ab\u5e2b\u65e9\u671f\u8a3a\u65b7\uff0c\u521d\u6b65\u6e2c\u8a66\u6548\u679c\u5f88\u597d\uff0c\u6e96\u78ba\u7387\u8207\u653e\u5c04\u5b78\u5bb6\u4e0d\u76f8\u4e0a\u4e0b\u3002<\/p>\n","protected":false},"author":21,"featured_media":38122,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5656,4334,5509],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/lung-cancer-ct-scan.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38316"}],"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=38316"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38316\/revisions"}],"predecessor-version":[{"id":38317,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/38316\/revisions\/38317"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/38122"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38316"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38316"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38316"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}