{"id":37779,"date":"2021-03-26T00:00:13","date_gmt":"2021-03-25T16:00:13","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=37779"},"modified":"2021-12-10T11:14:39","modified_gmt":"2021-12-10T03:14:39","slug":"%e7%95%b6%e8%ab%96%e6%96%87%e7%99%bc%e8%a1%a8%e6%b7%aa%e7%82%ba%e6%96%b0%e5%93%81%e7%99%bc%e5%b8%83-ai%e6%b7%b1%e9%99%b7%e5%86%8d%e7%8f%be%e6%80%a7%e5%8d%b1%e6%a9%9f","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=37779","title":{"rendered":"\u7576\u8ad6\u6587\u767c\u8868\u6dea\u70ba\u65b0\u54c1\u767c\u5e03 AI\u6df1\u9677\u518d\u73fe\u6027\u5371\u6a5f"},"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\/2019\/05\/budget-trade-off.jpg\" alt=\"\u7576\u8ad6\u6587\u767c\u8868\u6dea\u70ba\u65b0\u54c1\u767c\u5e03 AI\u6df1\u9677\u518d\u73fe\u6027\u5371\u6a5f\" width=\"500\" height=\"333\" 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Health\u7a0d\u65e9\u767c\u8868\u7684\u4e00\u7bc7\u8ad6\u6587\u3002\u8a72\u7bc7\u8ad6\u6587\u662f\u6709\u95dc\u65bc\u4e00\u500b\u80fd\u5728\u91ab\u7642\u5f71\u50cf\u4e2d\u767c\u73fe\u4e73\u764c\u65e9\u671f\u75c5\u8b8a\u7684AI\u6a21\u578b\uff0c\u7136\u800c\u9664\u4e86\u5c0d\u65bc\u6a21\u578b\u6548\u80fd\u986f\u64fa\u4e00\u756a\u4e4b\u5916\uff0c\u5c0d\u65bc\u6240\u4f7f\u7528\u7684\u7a0b\u5f0f\u78bc\uff0c\u4ee5\u53ca\u4ed6\u5011\u5982\u4f55\u6e2c\u8a66\u8a72\u7a0b\u5f0f\u78bc\u7684\u7d30\u7bc0\u4ed8\u4e4b\u95d5\u5982\uff0c\u513c\u7136\u662f\u4e00\u5247\u5ee0\u5546\u63a8\u51fa\u65b0\u7522\u54c1\u7684\u5ee3\u544a\uff0c\u800c\u975e\u4e00\u7bc7\u6b63\u7d93\u7684\u5b78\u8853\u8ad6\u6587\u3002<\/p>\n<p>\u7136\u800c\u56b4\u683c\u8aaa\u8d77\u4f86\uff0cGoogle 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href=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=81719\">\u7f8e\u5316\u5f8c\u7684\u7d50\u679c<\/a>\uff0c\u5982\u6b64\u79d1\u5b78\u624d\u80fd\u4e0d\u65b7\u81ea\u6211\u4fee\u6b63\u4e26\u6dd8\u6c70\u6709\u7591\u616e\u7684\u7406\u8ad6\u3002\u5118\u7ba1\u5728\u5be6\u52d9\u4e0a\uff0c\u5f88\u5c11\u6709\u4eba\u9858\u610f\u82b1\u6642\u9593\u53bb\u91cd\u73fe\u5df2\u7d93\u767c\u8868\u7684\u5be6\u9a57\uff0c\u4e00\u4e00\u6838\u5c0d\u6240\u5f97\u5230\u7684\u7d50\u679c\u3002<\/p>\n<p><strong>\u4e0d\u50c5\u662f\u5b78\u8853\u502b\u7406<\/strong><\/p>\n<p>\u904e\u53bb\u88ab\u8996\u70ba\u7d14\u7406\u8ad6\u79d1\u5b78\u7684AI\uff0c\u5728\u8fd1\u5e7e\u5e74\u6709\u5411\u5be6\u9a57\u79d1\u5b78\u8f49\u5411\u7684\u8da8\u52e2\uff0c\u4f46\u5728\u65b9\u6cd5\u5b78\u4e0a\u986f\u7136\u9084\u672a\u8ddf\u4e0a\u8173\u6b65\u3002\u800c\u5c0d\u65bcAI\u300c\u900f\u660e\u5ea6\u300d\uff08transparency\uff09\u7684\u9700\u6c42\uff0c\u4e0d\u50c5\u55ae\u55ae\u51fa\u65bc\u5b78\u8853\u502b\u7406\u4e0a\u7684\u6f54\u7656\uff0c\u9084\u6709\u66f4\u8feb\u5207\u7684\u8003\u91cf\u3002<\/p>\n<p>\u9577\u671f\u4ee5\u4f86\uff0c<a href=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/?p=78448\">AI\u4e00\u76f4\u88ab\u6bd4\u55bb\u70ba\u300c\u9ed1\u76d2\u5b50\u300d\uff08black box\uff09<\/a>\uff0c\u610f\u5473\u8457\u5176\u5be6\u9023\u958b\u767c\u8005\u81ea\u5df1\u90fd\u4e0d\u4e00\u5b9a\u6e05\u695a\u4e00\u500b\u6a21\u578b\u70ba\u4ec0\u9ebc\u6709\u7528\uff1f\u4e5f\u7121\u6cd5\u4fdd\u8b49\u7576\u6a21\u578b\u96e2\u958b\u5be6\u9a57\u5ba4\u74b0\u5883\u5f8c\uff0c\u662f\u5426\u9084\u80fd\u7dad\u6301\u540c\u6a23\u7684\u8868\u73fe\uff0c\u6216\u5c0e\u81f4\u96e3\u4ee5\u633d\u56de\u7684\u5f8c\u679c\uff1f<\/p>\n<p>\u900f\u660e\u5ea6\u5728\u6b64\u986f\u5f97\u683c\u5916\u91cd\u8981\uff0c\u6838\u5fc3\u7d30\u7bc0\u7684\u958b\u8aa0\u5e03\u516c\u624d\u5f97\u4ee5\u8b93\u66f4\u591a\u4eba\u5f9e\u591a\u65b9\u9762\u6e2c\u8a66\u6a21\u578b\u7684\u53ef\u9760\u6027\u3001\u662f\u5426\u6709\u6f5b\u5728\u7684\u504f\u8aa4\uff0c\u4ee5\u53ca\u5b89\u5168\u4e0a\u7684\u7591\u616e\uff0c\u6253\u9020\u66f4\u5b89\u5168\u7684\u91ab\u7642AI\u3001\u66f4\u516c\u5e73\u7684\u6cd5\u52d9\u8207\u8b66\u7528A\u3001\u907f\u514d\u7a81\u7136\u7206\u51fa\u4ec7\u6068\u8a00\u8ad6\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/p>\n<p><strong>\u5230\u5e95\u7f3a\u4e86\u4ec0\u9ebc\uff1f<\/strong><\/p>\n<p>\u53ea\u662f\u91cd\u73fe\u4e00\u500bAI\u6a21\u578b\uff0c\u55ae\u55ae\u53ea\u6709\u7a0b\u5f0f\u78bc\u662f\u9060\u9060\u4e0d\u5920\u7684\uff0c\u6578\u64da\u4ee5\u53ca\u786c\u9ad4\u53cd\u800c\u662f\u66f4\u91cd\u8981\u7684\u5169\u5927\u8981\u7d20\u3002\u6578\u64da\u901a\u5e38\u70ba\u300c\u5c08\u6709\u8ca1\u300d\uff0c\u8b6c\u5982\u8aaaFacebook\u6240\u6536\u96c6\u5230\u7684\u4f7f\u7528\u8005\u8a0a\u606f\u3001\u654f\u611f\u4fe1\u606f\u7b49\uff0c\u9019\u4e9b\u6578\u64da\u90fd\u662f\u4e0d\u80fd\u81ea\u7531\u5206\u4eab\u7684\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u8a13\u7df4\u6a21\u578b\u6642\u5c0d\u8a31\u591a\u53c3\u6578\u7684\u5c0f\u5fae\u8abf\uff0c\u4e5f\u95dc\u4fc2\u8457\u6a21\u578b\u6210\u529f\u8207\u5426\u3002<\/p>\n<p>\u786c\u9ad4\u8a2d\u5099\u66f4\u662f\u53e6\u4e00\u500b\u68d8\u624b\u7684\u554f\u984c\u3002\u8209\u4f8b\u4f86\u8aaa\uff0cOpenAI\u4f30\u8a08\u8017\u8cbb\u4e861,000\u52301,200\u842c\u7f8e\u5143\u53ea\u70ba\u4e86\u8a13\u7df4\u5176\u8a9e\u8a00\u751f\u6210\u5668GPT-3\uff0c\u9019\u9084\u4e0d\u5305\u62ec\u524d\u7f6e\u958b\u767c\uff0c\u4ee5\u53ca\u524d\u5e7e\u4ee3\u6a21\u578b\u7684\u8a13\u7df4\u6210\u672c\u3002\u5de8\u91cf\u8cc7\u6599\uff0c\u4ee5\u53ca\u8655\u7406\u5b83\u5011\u6240\u9700\u7684\u5927\u91cf\u904b\u7b97\u80fd\u529b\uff0c\u7d55\u975e\u4e00\u822c\u5b78\u8853\u55ae\u4f4d\u6216\u662f\u5c0f\u578b\u79d1\u6280\u516c\u53f8\u53ef\u4ee5\u671b\u5176\u9805\u80cc\u7684\u3002\u63db\u53e5\u8a71\u8aaa\uff1a\u5373\u4f7f\u516c\u5e03\u4e86\u7a0b\u5f0f\u78bc\uff0c\u4e5f\u4e0d\u662f\u4efb\u4f55\u4eba\u90fd\u6709\u80fd\u529b\u8907\u88fd\u51fa\u540c\u6a23\u7684\u6a21\u578b\u3002<\/p>\n<p>\u9019\u500b\u73fe\u8c61\u4e26\u975e\u552f\u7368\u51fa\u73fe\u5728AI\u9818\u57df\u3002\u7269\u7406\u5b78\u7576\u4e2d\u7684\u67d0\u4e9b\u5be6\u9a57\uff0c\u4f8b\u5982\u57fa\u672c\u7c92\u5b50\u7684\u7814\u7a76\uff0c\u4fbf\u9700\u8981\u7528\u5230\u300c\u5927\u578b\u5f37\u5b50\u5c0d\u649e\u6a5f\u300d\uff08Large Hadron Collider\uff0cLHC\uff09\u9019\u985e\uff0c\u53ea\u6709\u50be\u570b\u5bb6\u4e4b\u529b\u624d\u80fd\u8ca0\u64d4\u7684\u5be6\u9a57\u88dd\u7f6e\uff0c\u4f46\u7ba1\u7406LHC\u7684\u6b50\u6d32\u6838\u5b50\u7814\u7a76\u7d44\u7e54\uff08Conseil europ\u00e9en pour la recherche nucl\u00e9aire\uff0cCERN\uff09\u4e26\u4e0d\u541d\u65bc\u8207\u6b50\u76df\u5167\u5404\u5927\u5b78\u8853\u6216\u7814\u7a76\u6a5f\u69cb\u5171\u4eab\u9019\u9805\u5100\u5668\u3002\u76f8\u5f62\u4e4b\u4e0b\uff0c\u64c1\u6709\u96c4\u539aAI\u7814\u7a76\u80fd\u529b\u7684\u5927\u578b\u79d1\u6280\u516c\u53f8\u53cd\u800c\u66f4\u50cf\u662f\u5927\u578b\u85e5\u5ee0\uff0c\u6bcf\u5e74\u6295\u6ce8\u5927\u91cf\u7814\u7a76\u8cc7\u91d1\uff0c\u53ea\u6c42\u85e5\u54c1\u6700\u5f8c\u80fd\u6210\u529f\u4e0a\u5e02\u5e36\u4f86\u5de8\u5927\u7372\u5229\u3002<\/p>\n<p><strong>\u5546\u696d\u8207\u5b78\u8853\u7684\u5169\u96e3<\/strong><\/p>\n<p>\u5982\u679c\u5927\u578b\u79d1\u6280\u516c\u53f8\u53ea\u5728\u610f\u6536\u76ca\uff0c\u90a3\u70ba\u4f55\u9084\u8981\u767c\u8868\u5b78\u8853\u8ad6\u6587\uff0c\u5403\u529b\u800c\u4e0d\u8a0e\u597d\uff1f\u5f88\u5927\u7684\u539f\u56e0\u5728\u65bc\u5be6\u969b\u53c3\u8207\u7814\u7a76\u7684\uff0c\u5176\u5be6\u9084\u662f\u5f9e\u5b78\u8853\u5708\u51fa\u4f86\u7684\u4eba\uff0c\u5be6\u5728\u6539\u4e0d\u6389\u4f5c\u70ba\u5b78\u8005\u5c31\u61c9\u8a72\u767c\u8868\u8ad6\u6587\u7684\u8001\u7fd2\u6163\uff1b\u5927\u578b\u79d1\u6280\u516c\u53f8\u4e5f\u7a4d\u6975\u53c3\u8207\u5404\u9805\uff08\u5305\u62ec\u5b78\u754c\uff09\u7684\u7814\u7a76\uff0c\u5c31\u50cf\u4f60\u5f88\u96e3\u627e\u5230\u4efb\u4f55\u5be6\u969b\u5f9e\u4e8bAI\u7814\u7a76\u7684\u4eba\uff0c\u6c92\u6709\u7528\u904eFacebook\u7684PyTorch\u6216Google\u7684TensorFlow\u7b49\u958b\u6e90\u6a21\u578b\u958b\u767c\u5957\u4ef6\u3002<\/p>\n<p>\u5b78\u754c\u5167\u90e8\u4e5f\u5b58\u5728\u8457\u7d50\u69cb\u6027\u7684\u554f\u984c\uff1a\u53ea\u5728\u4e4e\u8ab0\u505a\u4e86\u54ea\u4e9b\u65b0\u7814\u7a76\uff0c\u537b\u6c92\u6709\u4eba\u5728\u610f\u8ab0\u5be6\u969b\u91cd\u8907\u5be6\u9a57\u3001\u9a57\u8b49\u4e86\u7814\u7a76\u7684\u7d50\u679c\u3002\u4ee5\u76ee\u524d\u4f86\u8aaa\uff0c\u8b93\u78a9\u3001\u535a\u58eb\u751f\u4f86\u5f9e\u4e8b\u5be6\u9a57\u8907\u88fd\uff0c\u4e26\u5728\u91cd\u8981\u7684\u7814\u8a0e\u6703\u6216\u671f\u520a\u4e2d\u52a0\u5165\u300c\u91cd\u88fd\u6311\u6230\u300d\uff08reproducibility challenge\uff09\u7684\u734e\u9805\u6216\u9805\u76ee\uff0c\u6703\u662f\u500b\u4e0d\u932f\u7684\u65b9\u6cd5\u3002\u5c31\u50cf<em>Nature<\/em>\uff0c\u5c07\u53ef\u5be6\u969b\u8907\u88fd\u7684\u7814\u7a76\u8207\u55ae\u7d14\u5c55\u793a\u65b0\u7522\u54c1\u7684\u6587\u7ae0\u5206\u70ba\u5169\u985e\u767c\u8868\uff1b\u5176\u4ed6\u5982\u514d\u8cbb\u7684\u9810\u5370\u672c\uff08preprint\uff09\u671f\u520a\u5206\u4eab\u5e73\u53f0arXiv\uff0c\u66f4\u8981\u6c42\u6240\u6709\u8207\u6a5f\u5668\u5b78\u7fd2\u76f8\u95dc\u7684\u6587\u7ae0\u90fd\u61c9\u8a72\u4e00\u4f75\u9644\u4e0a\u7a0b\u5f0f\u78bc\u3002<\/p>\n<p><strong>\u651c\u624b\u5408\u4f5c\u7684\u79d1\u5b78<\/strong><\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u5011\u4e0d\u61c9\u8a72\u62b9\u715e\u79d1\u6280\u5de8\u982d\u5011\u5728\u5176\u4e2d\u7684\u52aa\u529b\u3002\u7121\u6cd5\u907f\u514d\u7684\uff0cAI\u7684\u524d\u6cbf\u7814\u7a76\u9084\u662f\u9700\u8981\u7531\u638c\u63e1\u5145\u6c9b\u8cc7\u6e90\u7684\u4ed6\u5011\u4f86\u4e3b\u5c0e\u3002\u5c31\u50cfDeepMind\u4e00\u518d\u5f37\u8abf\uff1a\u5927\u578b\u79d1\u6280\u516c\u53f8\u8017\u8cbb\u5728AlphaGo\u6216GPT-3\u4e0a\u7684\u5927\u91cf\u8cc7\u672c\uff0c\u90fd\u6703\u4ee5\u53e6\u4e00\u7a2e\u65b9\u5f0f\u56de\u994b\u65bc\u793e\u6703\u3002\u6d93\u6ef4\u6548\u61c9\uff08trickle-down effect\uff09\u4f7f\u5f97\u5176\u4ed6\u5c0f\u516c\u53f8\uff0c\u4e43\u81f3\u65bc\u500b\u4eba\uff0c\u90fd\u6703\u56e0\u70ba\u66f4\u6709\u6548\u7387\u3001\u50c5\u9700\u66f4\u5c11\u904b\u7b97\u8cc7\u6e90\u7684\u6a21\u578b\u800c\u53d7\u76ca\u3002<\/p>\n<p>\u597d\u6d88\u606f\u662f\u9762\u5c0d\u9019\u985e\u6279\u8a55\uff0c\u4ed6\u5011\u4e4b\u4e2d\u6709\u4e0d\u5c11\u516c\u53f8\u5df2\u7d93\u8457\u624b\u6539\u8b8a\u65e2\u6709\u4f5c\u6cd5\uff0c\u78ba\u4fdd\u5176\u4ed6\u4eba\u4e5f\u6709\u6a5f\u6703\u4e00\u8d77\u8a0e\u8ad6\u3001\u53c3\u8207\u3002\u4f8b\u5982DeepMind\u627f\u8afe\u5c07\u5728\u7814\u7a76\u65b9\u6cd5\u4e0a\u76e1\u91cf\u900f\u660e\uff0c\u4e26\u53ef\u4ea4\u7531\u5176\u4ed6\u4eba\u5be9\u67e5\uff1bOpenAI\u5247\u8207\u591a\u905480\u500b\u696d\u754c\u8207\u5b78\u8853\u7d44\u7e54\u5408\u4f5c\uff0c\u5171\u540c\u64ec\u8a02\u7814\u7a76\u7d50\u679c\u7684\u767c\u8868\u898f\u7bc4\u3002\u5373\u4f7f\u56e0\u70ba\u96b1\u79c1\u6216\u5176\u4ed6\u8003\u91cf\u800c\u7121\u6cd5\u5206\u4eab\u6240\u6709\u5be6\u9a57\u6578\u64da\uff0c\u4f46\u53ea\u8981\u80fd\u9084\u539f\u51fa\u6a21\u578b\u5927\u81f4\u4e0a\u7684\u6a21\u6a23\uff08\u7e31\u4f7f\u56e0\u70ba\u6578\u64da\u91cf\u5c11\u800c\u6548\u679c\u4e0d\u7406\u60f3\uff09\uff0c\u4e5f\u80fd\u5927\u5927\u6539\u5584AI\u300c\u518d\u73fe\u6027\u300d\u8207\u300c\u900f\u660e\u5ea6\u300d\u7684\u554f\u984c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n<ul>\n<li>W. Heaven, \u201c<a href=\"https:\/\/www.technologyreview.com\/2020\/11\/12\/1011944\/artificial-intelligence-replication-crisis-science-big-tech-google-deepmind-facebook-openai\">AI is wrestling with a replication crisis<\/a>\u201c,\u00a0<em>MIT Technology Review<\/em>, 2020.<\/li>\n<\/ul>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<ol>\n<li>B. Haibe-Kains et al., \u201c<a href=\"https:\/\/doi.org\/10.1038\/s41586-020-2766-y\">Transparency and reproducibility in artificial intelligence<\/a>\u201c,\u00a0<em>Nature<\/em>, vol. 586, no. 7829, pp. E14-E16, 2020.<\/li>\n<li>S. McKinney et al., \u201c<a href=\"https:\/\/doi.org\/10.1038\/s41586-019-1799-6\">International evaluation of an AI system for breast cancer screening<\/a>\u201c,\u00a0<em>Nature<\/em>, vol. 577, no. 7788, pp. 89-94, 2020.<\/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>\u7576\u6a21\u578b\u7684\u539f\u59cb\u7a0b\u5f0f\u78bc\u56e0\u70ba\u5546\u696d\u5229\u76ca\u8003\u91cf\u800c\u88ab\u523b\u610f\u96b1\u533f\uff0c\u8ad6\u6587\u88e1\u53c8\u76e1\u662f\u5c0d\u65b0\u7522\u54c1\u7684\u6ea2\u7f8e\u4e4b\u8a5e\uff0c\u6709\u96c4\u539a\u8cc7\u672c\u5f9e\u4e8b\u524d\u6cbfAI\u7814\u7a76\u7684\u9ad8\u79d1\u6280\u516c\u53f8\u6b63\u5728\u4fb5\u8755\u79d1\u5b78\u7684\u57fa\u790e\u2500\u2500\u4fe1\u4efb\u3002<\/p>\n","protected":false},"author":21,"featured_media":37781,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[5287,417,5288,4488],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2021\/12\/budget-trade-off.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37779"}],"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=37779"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37779\/revisions"}],"predecessor-version":[{"id":37782,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/37779\/revisions\/37782"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/37781"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}