{"id":44245,"date":"2024-06-19T18:00:43","date_gmt":"2024-06-19T10:00:43","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=44245"},"modified":"2024-06-19T15:40:23","modified_gmt":"2024-06-19T07:40:23","slug":"%e7%94%a8ai%e9%80%b2%e8%a1%8c%e6%86%82%e9%ac%b1%e7%97%87%e7%9a%84%e3%80%8c%e5%bf%ab%e7%af%a9%e3%80%8d","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=44245","title":{"rendered":"\u7528AI\u9032\u884c\u6182\u9b31\u75c7\u7684\u300c\u5feb\u7be9\u300d"},"content":{"rendered":"<p><span style=\"color: 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id=\"attachment_44246\" aria-describedby=\"caption-attachment-44246\" style=\"width: 800px\" class=\"wp-caption aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" class=\"size-large wp-image-44246\" src=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7-1024x676.jpg\" alt=\"\" width=\"800\" height=\"528\" srcset=\"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7-1024x676.jpg 1024w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7-300x198.jpg 300w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7-768x507.jpg 768w, https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7-1536x1014.jpg 1536w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption id=\"caption-attachment-44246\" class=\"wp-caption-text\">\u4f86\u6e90\uff1aMotionElements<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u4f7f\u7528AI\u79d1\u6280\u4f86\u9032\u884c\u6182\u9b31\u75c7\u7be9\u6aa2<\/strong><\/span><\/h6>\n<p>Weisenburger\u7b49\u4eba (2024) \u767c\u8868\u7684\u6700\u65b0\u7814\u7a76\uff0c\u5373\u662f\u91dd\u5c0d\u6182\u9b31\u75c7\u7be9\u6aa2\u7684\u77ed\u7f3a\u9019\u500b\u554f\u984c\u63d0\u4f9b\u89e3\u6c7a\u65b9\u6848\u3002\u4ed6\u5011\u767c\u73fe\uff0c\u76ee\u524d\u5728\u7f8e\u570b\u6709\u8d85\u904e1.6\u5104\u4eba\u96e3\u4ee5\u63a5\u89f8\u5230\u5fc3\u7406\u5065\u5eb7\u76f8\u95dc\u7684\u91ab\u7642\u8cc7\u6e90\uff0c\u4e14\u5177\u6709\u5fc3\u7406\u5065\u5eb7\u76f8\u95dc\u77e5\u8b58\u7684\u91ab\u7642\u4eba\u54e1\u4e5f\u5341\u5206\u77ed\u7f3a\u3002\u5728\u4ed6\u5011\u7684\u7814\u7a76\u4e2d\uff0c\u4f7f\u7528\u4e86\u4e00\u500b\u624b\u6a5f\u61c9\u7528\u7a0b\u5f0f (APP)\u300cAiberry\u300d\uff0c\u7531\u4e00\u5bb6\u5c08\u9580\u9032\u884c\u5fc3\u7406\u5065\u5eb7\u8a55\u4f30\u7684\u6280\u8853\u7814\u767c\u516c\u53f8\u6240\u88fd\u4f5c\uff0c\u4e26\u5229\u7528\u9019\u652fAPP\u4f86\u9032\u884c\u50b3\u7d71\u6182\u9b31\u75c7\u8a55\u4f30\u65b9\u6cd5\uff0c\u4ee5\u53caAI\u8a55\u4f30\u65b9\u6cd5\u7684\u6bd4\u8f03\u3002<\/p>\n<p>\u50b3\u7d71\u4e0a\uff0c\u9032\u884c\u6182\u9b31\u75c7\u7be9\u6aa2\u4f7f\u7528\u7684\u662f\u6182\u9b31\u75c7\u7be9\u6aa2\u91cf\u8868\uff0c\u4f8b\u5982\u75c5\u4eba\u5065\u5eb7\u554f\u5377 (PHQ-9) \u4ee5\u53ca\u6182\u9b31\u75c7\u5feb\u901f\u8a55\u4f30\u91cf\u8868 (QIDS SR-16)\uff0c\u900f\u904e\u81ea\u4e3b\u586b\u5beb\u554f\u5377\u7684\u65b9\u5f0f\uff0c\u4e26\u8a08\u7b97\u554f\u5377\u5f97\u5206\u4f86\u78ba\u8a8d\u4e00\u500b\u4eba\u662f\u5426\u5177\u6709\u6182\u9b31\u75c7\u7684\u50be\u5411\u3002\u4e0d\u904e\uff0c\u9019\u6a23\u7684\u65b9\u5f0f\u6709\u4e09\u5927\u554f\u984c\uff1a\u7b2c\u4e00\u3001\u8981\u80fd\u5beb\u554f\u5377\u4e5f\u9700\u8981\u4e00\u5b9a\u7684\u8b58\u8b80\u80fd\u529b\uff0c\u4ee5\u7f8e\u570b\u70ba\u4f8b\uff0c\u91cf\u8868\u4e2d\u4f7f\u7528\u7684\u8a5e\u5f59\u8d85\u51fa\u4e86\u7f8e\u570b\u4eba\u5e73\u5747\u7684\u95b1\u8b80\u80fd\u529b\uff0c\u56e0\u6b64\uff0c\u53ef\u80fd\u6703\u8b93\u7d50\u679c\u7522\u751f\u8aa4\u5dee\uff1b\u7b2c\u4e8c\u3001\u81ea\u9673\u5831\u544a\u91cf\u8868\u7684\u7d50\u679c\u5e38\u5e38\u5177\u6709\u904e\u5ea6\u9ad8\u4f30\u6182\u9b31\u75c7\u7684\u60c5\u5f62\uff0c\u586b\u7b54\u8005\u53ef\u80fd\u6703\u904e\u5ea6\u5730\u628a\u5206\u6578\u8a55\u5f97\u592a\u9ad8\uff1b\u7b2c\u4e09\u3001\u81ea\u9673\u5831\u544a\u7684\u8868\u683c\u5f88\u96e3\u53d6\u4ee3\u81e8\u5e8a\u91ab\u5e2b\u7684\u8a2a\u8ac7\uff0c\u6240\u4ee5\u5728\u9032\u884c\u81e8\u5e8a\u8aee\u8a62\u7684\u6642\u5019\uff0c\u4ecd\u7136\u9700\u8981\u82b1\u5927\u91cf\u7684\u6642\u9593\u5e36\u8457\u500b\u6848\u586b\u5beb\u8868\u683c\u3001\u8655\u7406\u6587\u66f8\u4f5c\u696d\uff0c\u4e4b\u5f8c\u624d\u9032\u884c\u8a2a\u8ac7\uff0c\u9019\u4f7f\u5f97\u4eba\u54e1\u7684\u5de5\u4f5c\u8ca0\u64d4\u5f88\u91cd\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u70ba\u4e86\u6e1b\u8f15\u8ca0\u64d4\u4e26\u4e14\u89e3\u6c7a\u81ea\u9673\u5831\u544a\u6240\u5e36\u4f86\u7684\u53ef\u80fd\u554f\u984c\uff0cWeisenburger\u7b49\u4eba (2024) \u60f3\u85c9\u7531\u79d1\u6280\u4ecb\u5165\u4f86\u6539\u5584\u9019\u4e9b\u554f\u984c\u3002\u4ed6\u5011\u8207\u300cAiberry\u300d\u9019\u9593\u516c\u53f8\u5408\u4f5c\uff0c\u4ed6\u5011\u6240\u4f7f\u7528\u7684\u6a21\u578b\u5728\u904e\u53bb\u4e5f\u66fe\u7d93\u7528\u65bc\u5b78\u8853\u7814\u7a76\u4e2d\uff0c\u6240\u4ee5\u4e5f\u4f7f\u7528\u4e86\u4ed6\u5011\u6240\u958b\u767c\u7684AI\u6a21\u578b\u4f86\u9032\u884c\u6e2c\u8a66\u3002\u5728\u9019\u9593\u516c\u53f8\u6240\u63a8\u51fa\u7684\u4e00\u500b\u8207\u9019\u9593\u516c\u53f8\u540c\u540d\u7684\u624b\u6a5fAPP\u300cAiberry\u300d\u4e2d\uff0c\u53ef\u4ee5\u900f\u904e\u9304\u5f71\u3001\u9304\u97f3\u7684\u65b9\u5f0f\u548c\u804a\u5929\u6a5f\u5668\u4eba\u5c0d\u8a71\uff0c\u96a8\u5f8c\u518d\u5229\u7528\u9019\u4e9b\u5c0d\u8a71\u5167\u5bb9\u9032\u884c\u6182\u9b31\u75c7\u7684\u7be9\u6aa2\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>\u7d50\u5408\u81e8\u5e8a\u610f\u898b\u8207\u81ea\u9673\u5831\u544a\u9032\u884c\u6a21\u578b\u9a57\u8b49<\/strong><\/span><\/h6>\n<p>\u70ba\u4e86\u9a57\u8b49\u7be9\u6aa2\u6182\u9b31\u75c7\u7684AI\u6a21\u578b\uff0cWeisenburger\u7b49\u4eba (2024) \u7684\u5be6\u9a57\u8981\u6c42\u5be6\u9a57\u53c3\u8207\u8005\u5fc5\u9808\u586b\u5beb\u300c\u6182\u9b31\u75c7\u5feb\u901f\u8a55\u4f30\u91cf\u8868 (QIDS-SR16)\u300d\u6216\u8005\u75c5\u4eba\u5065\u5eb7\u554f\u5377 (PHQ-9)\u3002\u800c\u53c3\u8207\u8005\u5011\u548cAPP\u7684\u804a\u5929\u6a5f\u5668\u4eba\u5c0d\u8a71\u6642\uff0c\u5247\u662f\u63a1\u7528\u958b\u653e\u5f0f\u7684\u554f\u7b54\u984c\u4f86\u9032\u884c\u5c0d\u8ac7\uff0c\u76ee\u524d\u50c5\u6709\u652f\u63f4\u82f1\u6587\u7248\uff0c\u53c3\u8207\u8005\u6bcf\u500b\u984c\u76ee\u6700\u591a\u67091\u5206\u9418\u7684\u6642\u9593\u53ef\u4ee5\u56de\u7b54\uff0c\u5927\u7d043\u81f35\u5206\u9418\u5de6\u53f3\u5c31\u6703\u5b8c\u6210\u521d\u6b65\u7684\u6182\u9b31\u75c7\u8a55\u4f30\u3002<\/p>\n<p>\u7814\u7a76\u4e2d\u4f7f\u7528\u7684AI\u6a21\u578b\uff0c\u662f\u904e\u53bb\u7814\u7a76\u5229\u7528\u81e8\u5e8a\u4e0a\u7684\u8996\u8a0a\u804a\u5929\u7684\u6a23\u672c\u9032\u884c\u8a13\u7df4\uff0c\u7e3d\u5171\u5305\u542b1324\u6b21\u7684\u8a2a\u8ac7\uff0c\u5168\u6578\u90fd\u662f\u8207\u6182\u9b31\u91cf\u8868\u6709\u95dc\u7684\u958b\u653e\u5f0f\u554f\u7b54\u3002\u5728\u4f7f\u7528\u8a9e\u97f3\u8655\u7406\u548c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u6f14\u7b97\u6cd5\u4e4b\u5f8c\uff0c\u8a13\u7df4AI\u6a21\u578b\u9810\u6e2c\u81ea\u9673\u5831\u544a\u7684\u6182\u9b31\u56b4\u91cd\u7a0b\u5ea6\uff0c\u4e26\u4e14\u9032\u884c\u5206\u985e\uff0c\u5171\u6709\u4e94\u7a2e\u7b49\u7d1a\uff1a\u7121\u3001\u6975\u8f15\u5fae\u3001\u8f15\u5ea6\u3001\u4e2d\u5ea6\u3001\u91cd\u5ea6\u3002<\/p>\n<p>\u800c\u4f7f\u7528APP\u6240\u6536\u96c6\u5230\u7684\u5be6\u9a57\u53c3\u8207\u8005\u7684\u6709\u6548\u6a23\u672c\u5171\u6709393\u4eba\uff0c\u6b64\u5916\uff0c\u9664\u4e86\u6709\u53c3\u8207\u8005\u586b\u5beb\u7684\u6182\u9b31\u75c7\u91cf\u8868\u5206\u6578\u4e4b\u5916\uff0cWeisenburger\u7b49\u4eba (2024) \u4e5f\u9080\u8acb\u5230\u4e86\u5169\u4f4d\u535a\u58eb\u7d1a\u7684\u81e8\u5e8a\u5be6\u52d9\u5c08\u5bb6\u4f86\u91dd\u5c0d\u6bcf\u500b\u500b\u6848\u9032\u884c\u8a55\u5206\u3002<\/p>\n<p>\u6700\u5f8c\uff0c\u5c31\u7d71\u8a08\u7d50\u679c\u800c\u8a00\uff0cAI\u6240\u5224\u65b7\u51fa\u4f86\u7684\u7d50\u679c\u548c\u6182\u9b31\u81ea\u9673\u5831\u544a\u91cf\u8868\u7684\u7d50\u679c\u5177\u6709\u9ad8\u5ea6\u76f8\u95dc\u6027\uff0c\u800c\u5169\u4f4d\u5c08\u5bb6\u6240\u8a55\u65b7\u51fa\u4f86\u7684\u7d50\u679c\u8207\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e5f\u5177\u6709\u7d71\u8a08\u4e0a\u7684\u4e00\u81f4\u6027\u3002\u5c31\u6578\u64da\u800c\u8a00\uff0c\u7d0490%\u7684AI\u6a21\u578b\u9810\u6e2c\u548c\u6182\u9b31\u75c7\u91cf\u8868\u6216\u5c08\u5bb6\u7684\u610f\u898b\u5448\u73fe\u4e00\u81f4\u3002<\/p>\n<p>&nbsp;<\/p>\n<h6><span style=\"color: #008000;\"><strong>AI\u6182\u9b31\u75c7\u7be9\u6aa2\u8207\u4f7f\u7528\u8005\u9ad4\u9a57<\/strong><\/span><\/h6>\n<p>\u7279\u5225\u7684\u662f\uff0cWeisenburger\u7b49\u4eba (2024) \u5728\u5be6\u9a57\u4e2d\u4e5f\u9032\u884c\u4e86\u4f7f\u7528\u8005\u9ad4\u9a57\u8abf\u67e5\uff0c\u7d50\u679c\u767c\u73fe\u6bd4\u8d77\u586b\u5beb\u81ea\u9673\u91cf\u8868\u4f86\u6aa2\u8996\u81ea\u5df1\u7684\u6182\u9b31\u75c7\u50be\u5411\uff0c\u559c\u6b61\u4f7f\u7528\u804a\u5929\u6a5f\u5668\u4eba\u4f86\u9032\u884c\u8a2a\u8ac7\u7684\u4f7f\u7528\u8005\u5360\u4e86\u6bd4\u8f03\u591a\u6578\u3002\u800c\u4e14\u5177\u6709\u8f15\u5ea6\u6216\u4e2d\u5ea6\u6182\u9b31\u75c7\u7684\u5be6\u9a57\u53c3\u8207\u8005\uff0c\u5c0d\u65bc\u804a\u5929\u6a5f\u5668\u4eba\u7684\u504f\u597d\u66f4\u52a0\u7684\u986f\u8457\u3002<\/p>\n<p>\u8003\u91cf\u5230\u76ee\u524d\u81e8\u5e8a\u4eba\u54e1\u77ed\u7f3a\u7684\u554f\u984c\uff0c\u82e5\u662f\u80fd\u4ee5\u804a\u5929\u6a5f\u5668\u4eba\u5148\u9032\u884c\u6182\u9b31\u75c7\u7684\u7be9\u6aa2\uff0c\u65e2\u53ef\u4ee5\u6e1b\u5c11\u4eba\u529b\u4f86\u5f15\u5c0e\u6c42\u8a3a\u8005\u586b\u5beb\u8868\u683c\uff0c\u5c0d\u65bc\u4f7f\u7528\u8005\u4f86\u8aaa\uff0c\u4f7f\u7528AI\u7684\u63a5\u53d7\u5ea6\u4e5f\u5f88\u9ad8\uff0c\u751a\u81f3\u4ed6\u5011\u5c0d\u65bc\u9019\u7a2e\u5f62\u5f0f\u7684\u6182\u9b31\u75c7\u7be9\u6aa2\u66f4\u5177\u6709\u4e00\u5b9a\u7684\u504f\u597d\u3002<\/p>\n<p>\u4e0d\u904e\uff0cWeisenburger\u7b49\u4eba (2024) \u4e5f\u63d0\u9192\uff0c\u96d6\u7136\u4f7f\u7528\u8005\u5c0d\u65bcAI\u7be9\u6aa2\u7684\u4f7f\u7528\u7d66\u4e88\u597d\u8a55\uff0c\u4f46\u76ee\u524d\u7684\u7814\u7a76\u7d50\u679c\u662f\u5426\u80fd\u63a8\u5ee3\u5230\u66f4\u5ee3\u5927\u7684\u4eba\u985e\u793e\u7fa4\uff0c\u4ecd\u7136\u6709\u7591\u616e\u3002\u4ee5\u76ee\u524d\u7684\u8cc7\u6599\u800c\u8a00\uff0c\u6709\u8272\u4eba\u7a2e\u7684\u6a23\u672c\u6578\u4ecd\u7136\u4e0d\u5168\uff0c\u800c\u4e14\u7814\u7a76\u4e5f\u8981\u6c42\u5fc5\u9808\u8981\u6709\u6d41\u5229\u7684\u82f1\u8a9e\u5c0d\u8ac7\u80fd\u529b\uff0c\u4f46\u82e5\u662f\u82f1\u8a9e\u53e3\u97f3\u592a\u91cd\uff0c\u5373\u4f7f\u5f88\u6d41\u5229\uff0c\u4e5f\u53ef\u80fd\u4e00\u5b9a\u7a0b\u5ea6\u5730\u5f71\u97ff\u5230AI\u6a21\u578b\u7684\u5224\u8b80\u7d50\u679c\u3002\u672a\u4f86\u82e5\u662f\u7d2f\u7a4d\u8d8a\u4f86\u8d8a\u591a\u7684\u8cc7\u6599\uff0c\u751a\u81f3\u82e5\u6709\u8d8a\u4f86\u8d8a\u591a\u7684\u7814\u7a76\u95dc\u6ce8\u9019\u500b\u8b70\u984c\uff0c\u5c07\u53ef\u80fd\u8d8a\u4f86\u8d8a\u80fd\u6539\u5584\u6182\u9b31\u75c7\u7be9\u6aa2\u7684\u9019\u500b\u96e3\u984c\u3002\u800c\u9664\u4e86\u6182\u9b31\u75c7\u4e4b\u5916\uff0c\u9019\u6574\u5957\u5fc3\u7406\u75be\u75c5\u7684\u7be9\u6aa2\u6a21\u5f0f\uff0c\u4e5f\u53ef\u4ee5\u61c9\u7528\u5230\u5931\u7720\u3001\u66b4\u98f2\u66b4\u98df\u3001\u9152\u7cbe\u6210\u766e\u7b49\u7b49\u5176\u4ed6\u985e\u578b\u7684\u75be\u75c5\u7684\u8a55\u4f30\uff0c\u5c0d\u65bc\u5fc3\u7406\u5065\u5eb7\u7be9\u6aa2\u9019\u500b\u9818\u57df\u800c\u8a00\uff0c\u5177\u6709\u76f8\u7576\u7684\u8ca2\u737b\u3002<\/p>\n<p>&nbsp;<\/p>\n<hr \/>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n<ol>\n<li><a href=\"https:\/\/doi.org\/10.1016\/j.jad.2024.01.212\" target=\"_blank\" rel=\"noopener\">Weisenburger, R. L., Mullarkey, M. C., Labrada, J., Labrousse, D., Yang, M. Y., MacPherson, A. H., Hsu, K. J., Ugail, H., Shumake, J., &amp; Beevers, C. G. (2024). Conversational assessment using artificial intelligence is as clinically useful as depression scales and preferred by users. <em>Journal of Affective Disorders<\/em>, <em>351<\/em>, 489-498.<\/a><\/li>\n<li><a href=\"https:\/\/www.depression.org.tw\/detection\/index_04.asp\" target=\"_blank\" rel=\"noopener\">\u793e\u5718\u6cd5\u4eba\u81fa\u7063\u6182\u9b31\u75c7\u9632\u6cbb\u5354\u6703<\/a><\/li>\n<li><a href=\"https:\/\/www.aiberry.com\/\" target=\"_blank\" rel=\"noopener\">Aiberry<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u73fe\u4eca\u793e\u6703\u4e2d\uff0c\u5177\u6709\u6182\u9b31\u75c7\u6216\u6182\u9b31\u50be\u5411\u7684\u60a3\u8005\u6578\u91cf\u6301\u7e8c\u6500\u5347\uff0c\u7136\u800c\u50b3\u7d71\u4e0a\u8a55\u65b7\u6182\u9b31\u75c7\u7684\u65b9\u5f0f\u5177\u6709\u5176\u554f\u984c\u8207\u9650\u5236\uff0c\u4e14\u9808\u82b1\u8cbb\u81e8\u5e8a\u91ab\u5e2b\u5927\u91cf\u7684\u6642\u9593\u8655\u7406\u6a94\u6848\u8207\u8a2a\u8ac7\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u500b\u554f\u984c\uff0cWeisenburger\u7b49\u4eba\u958b\u767c\u51fa\u4e86\u65b0\u7684\u65b9\u6cd5\uff0c\u61c9\u7528\u79d1\u6280\u4f86\u5e6b\u52a9\u6211\u5011\u89e3\u6c7a\u9019\u500b\u554f\u984c\u3002\u4ed6\u5011\u8a13\u7df4\u4e86AI\u804a\u5929\u6a21\u578b\uff0c\u8b93\u53d7\u8a66\u8005\u50c5\u9700\u8207\u6a5f\u5668\u4eba\u5b8c\u6210\u554f\u7b54\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u521d\u6b65\u7684\u6182\u9b31\u75c7\u8a55\u4f30\uff0c\u4e14\u5176\u9810\u6e2c\u7d50\u679c\u6709\u9ad8\u905490%\u7684\u6e96\u78ba\u5ea6\u3002\u7136\u800c\uff0c\u7531\u65bc\u76ee\u524d\u6b64\u9805\u7814\u7a76\u7d50\u679c\u4ecd\u6709\u5176\u9650\u5236\uff0c\u671f\u671b\u65e5\u5f8c\u6709\u66f4\u591a\u95dc\u65bc\u9019\u65b9\u9762\u7684\u7814\u7a76\uff0c\u8b93\u79d1\u6280\u80fd\u5e6b\u52a9\u6211\u5011\u89e3\u6c7a\u66f4\u591a\u5fc3\u7406\u5065\u5eb7\u6aa2\u6e2c\u7684\u56f0\u96e3\u3002<\/p>\n","protected":false},"author":20,"featured_media":44246,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,5128,3293,4988],"tags":[3006,7111,835,792],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2024\/06\/AI\u7be9\u6aa2\u6182\u9b31\u75c7.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44245"}],"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\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=44245"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44245\/revisions"}],"predecessor-version":[{"id":44247,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/44245\/revisions\/44247"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/44246"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=44245"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=44245"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=44245"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}