{"id":6694,"date":"2024-08-15T21:00:59","date_gmt":"2024-08-15T13:00:59","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6694"},"modified":"2024-12-13T21:06:12","modified_gmt":"2024-12-13T13:06:12","slug":"%e3%80%90%e9%86%ab%e7%99%82%e6%a5%ad%e3%80%91%e7%99%8c%e7%97%87%e6%a9%9f%e6%a7%8b%e5%bb%ba%e7%bd%ae%e6%87%89%e7%94%a8%e7%94%9f%e6%88%90%e5%bc%8f-ai-%e7%9a%84%e9%97%9c%e9%8d%b5%e8%80%83%e9%87%8f","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=6694","title":{"rendered":"\u3010\u91ab\u7642\u696d\u3011\u764c\u75c7\u6a5f\u69cb\u5efa\u7f6e\u61c9\u7528\u751f\u6210\u5f0f AI \u7684\u95dc\u9375\u8003\u91cf"},"content":{"rendered":"\n

2024-08-15 | Maria Korolov<\/p>\n\n\n\n

\u53bb\u5e74\uff0c\u751f\u6210\u5f0f AI \u7684\u904e\u5ea6\u7092\u4f5c\u662f\u6709\u76ee\u5171\u7779\u7684\uff0c\u5118\u7ba1\u6709\u8a31\u591a\u5e72\u64fe\u3001\u672a\u7d93\u8b49\u5be6\u7684\u512a\u9ede\u548c\u6f5b\u5728\u7684\u9677\u9631\uff0c\u4f46 Dana-Farber \u764c\u75c7\u6a5f\u69cb\uff08\u7c21\u7a31 DFCI\uff09\u7684\u8cc7\u8a0a\u9577 Naomi Lenane \u4e26\u4e0d\u60f3\u5b8c\u5168\u7981\u6b62\u9019\u9805\u6280\u8853\u3002\u9019\u9805\u6280\u8853\u7121\u7591\u662f\u5177\u7a81\u7834\u6027\u7684\uff0c\u6a5f\u69cb\u7684\u54e1\u5de5\u4e5f\u53ef\u80fd\u6703\u7528\u5b83\u505a\u4e00\u4e9b\u6709\u8da3\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n

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\u5167\u90e8\u958b\u767c<\/strong><\/p>\n\n\n\n

Lenane \u8868\u793a\uff0cGPT4DFCI \u662f\u70ba\u975e\u81e8\u5e8a\u7528\u9014\u8a2d\u8a08\u7684\uff0c\u4e26\u65bc\u53bb\u5e74\u9996\u6b21\u8207\u4f7f\u7528\u8005\u9032\u884c\u6e2c\u8a66\uff0c\u9810\u8a08\u65bc 2023 \u5e74\u5e95\u548c 2024 \u5e74\u521d\u5168\u9762\u63a8\u51fa\u3002\u73fe\u5728\u5df2\u7d93\u5728\u6574\u500b\u7d44\u7e54\u4e2d\u4f7f\u7528\uff0c\u4e5f\u5305\u542b IT \u90e8\u9580\u3002\u4f8b\u5982\uff0c\u9f13\u52f5\u54e1\u5de5\u7528\u5b83\u64b0\u5beb\u6587\u4ef6\uff0c\u56e0\u70ba\u5f88\u591a\u6280\u8853\u4eba\u54e1\u4e0d\u559c\u6b61\u6216\u4e0d\u9858\u610f\u505a\u9019\u4e9b\u4e8b\u3002 \u5927\u5bb6\u4e5f\u7528\u5b83\u9032\u884c\u4e00\u822c\u6027\u7814\u7a76\uff0c\u4ed6\u8aaa\uff1a\u300c\u6211\u5011\u9f13\u52f5\u54e1\u5de5\u5728\u9700\u8981\u6642\u4f7f\u7528\u5b83\u4f86\u7406\u89e3\u4ed6\u5011\u4e0d\u4e86\u89e3\u7684\u6771\u897f\uff0c\u4f46\u6211\u5011\u9084\u6c92\u6709\u5168\u9762\u63a8\u884c\u5b83\u4f5c\u70ba\u52a0\u5feb\u7de8\u78bc\u7684\u65b9\u5f0f\u3002\u300d\u76f8\u53cd\u5730\uff0c\u4ed6\u5011\u63a1\u7528\u57fa\u65bc OpenAI \u7684 GPT-4 Turbo\uff0c\u4e26\u8a17\u7ba1\u5728\u7814\u7a76\u6240\u7684 Azure \u79c1\u6709\u96f2\u5167\uff0c\u56e0\u6b64\u6c92\u6709\u6578\u64da\u6703\u6d29\u6f0f\u56de OpenAI\u3002GPT4DFCI \u66f4\u50cf\u662f\u4e00\u500b\u6539\u9032\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u5e6b\u52a9\u54e1\u5de5\u80fd\u66f4\u597d\u5730\u7406\u89e3\u67d0\u4e9b\u4e8b\u7269\u3002<\/p>\n\n\n\n

Lenane \u81ea\u5df1\u4e5f\u4f7f\u7528 GPT4DFCI \u5354\u52a9\u91cd\u5beb\u96fb\u5b50\u90f5\u4ef6\u6216\u6587\u4ef6\u3002\u4ed6\u8aaa\uff1a\u300c\u5982\u679c\u6211\u8a66\u5716\u5411\u6211\u7684\u8001\u95c6\uff0c\u4e5f\u5c31\u662f CFO \u89e3\u91cb\u4e00\u4e9b\u4e8b\u60c5\uff0c\u6211\u6709\u6642\u6703\u628a\u6280\u8853\u5167\u5bb9\uff0c\u4f7f\u7528\u7528\u751f\u6210\u5f0f AI \u5de5\u5177\uff0c\u91cd\u65b0\u7de8\u8f2f\u5167\u5bb9\u4ee5\u78ba\u4fdd\u8868\u9054\u5f97\u5f88\u597d\u6216\u66f4\u6e05\u6670\u3002\u300d\u9019\u500b\u5de5\u5177\u63d0\u4f9b\u4e86\u5f37\u5316\u7684 AI \u6a21\u578b\uff0c\u80fd\u5920\u61c9\u7528\u65bc\u5167\u5bb9\u904e\u6ffe\u548c\u5be9\u8a08\uff0c\u4ed6\u9084\u4f7f\u7528 GPT4DFCI \u66f4\u65b0\u6216\u5408\u4f75\u5c0d\u5de5\u4f5c\u8077\u638c\u7684\u63cf\u8ff0\u3002\u4ed6\u88dc\u5145\u8aaa\uff1a\u300c\u524d\u5e7e\u5929\u6211\u61c9\u7528\u9019\u6a23\u7684\u65b9\u5f0f\u64b0\u5beb\u67d0\u4eba\u7684\u6649\u5347\u6587\u4ef6\uff0c\u4f46\u5b83\u5c0d\u6211\u4f86\u8aaa\u6709\u9ede\u592a\u83ef\u9e97\u4e86\u3002\u6574\u500b\u90e8\u9580\u90fd\u6703\u77e5\u9053\u9019\u4e0d\u662f\u6211\u5beb\u7684\uff0c\u6240\u4ee5\u6211\u81ea\u5df1\u78ba\u5be6\u4e5f\u505a\u4e86\u4e00\u4e9b\u5f8c\u7e8c\u7de8\u8f2f\u3002\u300d<\/p>\n\n\n\n

\u5c07 Gen AI \u4f5c\u70ba\u76df\u53cb<\/strong><\/p>\n\n\n\n

DFCI \u64c1\u6709\u5927\u7d04 5,000 \u540d\u7684\u76f4\u63a5\u50f1\u54e1\uff0c\u53e6\u6709 5,000 \u540d\u900f\u904e\u8d0a\u52a9\u5546\u6216\u5176\u4ed6\u5408\u7d04\u5b89\u6392\u79df\u8cc3\u7d66 DFCI\uff0c\u6216\u662f\u63d0\u4f9b\u7e3d\u52d9\u7b49\u670d\u52d9\u7684\u4f9b\u61c9\u5546\u7684\u54e1\u5de5\u3002\u76ee\u524d\uff0c\u5927\u7d04\u6709 1,400 \u4eba\u6b63\u5728\u7a4d\u6975\u4f7f\u7528 GPT4DFCI\u3002 Lenane \u8aaa\uff1a\u300c\u6211\u5011\u958b\u653e\u4e86\u9019\u500b\u5de5\u5177\uff0c\u4e26\u4e14\u4eba\u5011\u9700\u8981\u5728\u5b8c\u6210\u4e00\u4e9b\u5fc5\u8981\u7684\u57f9\u8a13\u5f8c\u8a3b\u518a\u4f7f\u7528\u5b83\u3002\u7562\u7adf\uff0c\u8981\u5f9e\u9019\u500b\u5de5\u5177\u4e2d\u7372\u5f97\u826f\u597d\u7684\u56de\u61c9\u5167\u5bb9\uff0c\u4f60\u5fc5\u9808\u8981\u80fd\u6b63\u78ba\u5730\u63d0\u554f\uff0c\u4e26\u8003\u616e\u4f60\u8f38\u5165\u7684\u554f\u984c\u63d0\u793a\u4ee5\u7372\u5f97\u53ef\u9760\u7684\u7b54\u6848\u3002\u300d\u5118\u7ba1 GPT4DFCI \u4e0d\u5141\u8a31\u4f7f\u7528\u65bc\u81e8\u5e8a\u76ee\u7684\uff0c\u56e0\u70ba\u6cbb\u7406\u59d4\u54e1\u6703\u5df2\u7d93\u898f\u5b9a\u4e86\u9019\u4e00\u9ede\uff0c\u4f46\u5b83\u5df2\u7d93\u904e\u96b1\u79c1\u548c\u901a\u8a0a\u5b89\u5168\u5718\u968a\u7684\u5be9\u67e5\uff0c\u4ee5\u78ba\u4fdd\u5176\u5b89\u5168\u6027\u548c\u6709\u6548\u6027\u3002 \u4ed6\u8868\u793a\uff0c\u9019\u662f\u4e00\u7a2e\u6709\u7528\u7684\u65b9\u6cd5\uff0c\u5176\u4ed6\u5e0c\u671b\u70ba\u54e1\u5de5\u63d0\u4f9b\u66f4\u9ad8\u6548\u7387\u5de5\u5177\u7684\u6a5f\u69cb\u4e5f\u53ef\u4ee5\u6548\u4eff\uff0c\u4f46\u4e0d\u5e0c\u671b\u7d66\u5176\u4ed6\u6a5f\u69cb\u5e36\u4f86\u66f4\u5927\u7684\u98a8\u96aa\u3002 DFCI \u9084\u8a2d\u6709\u4e00\u500b Dana-Farber \u524d\u7aef\u4ecb\u9762\uff0c\u56e0\u6b64\u54e1\u5de5\u4e0d\u6703\u76f4\u63a5\u8207 OpenAI \u7684\u804a\u5929\u6a5f\u5668\u4eba\u4e92\u52d5\u3002\u9019\u4f7f\u5f97\u6a5f\u69cb\u53ef\u4ee5\u8ffd\u8e64\u4f7f\u7528\u7684\u60c5\u6cc1\u548c\u9032\u884c\u7d00\u9304\u67e5\u8a62\uff0c\u4e26\u5168\u9762\u4e86\u89e3\u5927\u5bb6\u662f\u5982\u4f55\u4f7f\u7528\u9019\u500b\u5de5\u5177\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u4e5f\u5c31\u80fd\u5920\u5728\u5176\u5468\u570d\u5efa\u7acb\u5b89\u5168\u6027\u3001\u5408\u898f\u6027\u3001\u500b\u4eba\u8cc7\u8a0a\u6aa2\u67e5\u7b49\u9632\u8b77\u63aa\u65bd\u3002 Dana-Farber \u7684 AI \u71df\u904b\u548c\u8cc7\u6599\u79d1\u5b78\u670d\u52d9\u7e3d\u76e3 Renato Umeton \u8868\u793a\uff0c\u7531\u65bc GPT4DFCI \u904b\u884c\u5728 Azure \u4e0a\uff0c\u9019\u662f\u4e00\u500b\u7b26\u5408 HIPAA \uff08\u7f8e\u570b\u5065\u5eb7\u4fdd\u96aa\u53ef\u651c\u6027\u548c\u8cac\u4efb\u6cd5\u6848\uff09\u7684\u96f2\u7aef\u74b0\u5883\u4e2d\uff0c\u56e0\u6b64\u4e00\u4e9b\u767c\u898f\u9650\u5236\u7684\u554f\u984c\u4e5f\u5c31\u7372\u5f97\u4e86\u8655\u7406\u3002 \u4ed6\u8aaa\uff0c\u6839\u64da HIPAA \u7684\u898f\u5b9a\uff0c\u7531\u65bc\u4fdd\u8b77\u75c5\u4eba\u96b1\u79c1\u548c\u8cc7\u6599\u7684\u7fa9\u52d9\uff0c\u4f7f\u5f97\u6a5f\u69cb\u4e0d\u80fd\u4f7f\u7528\u516c\u5171\u7684\u751f\u6210 AI \u670d\u52d9\uff0c\u5982 ChatGPT\uff0c\u800c\u9019\u4e5f\u8b93\u5f9e\u65b0\u958b\u59cb\u8a13\u7df4\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u6210\u672c\u904e\u9ad8\u800c\u96e3\u4ee5\u9032\u884c\u3002\u4ed6\u8aaa\uff1a\u300c\u5118\u7ba1\u8003\u616e\u904e\u672c\u5730\u958b\u6e90\u7684 LLMs\uff0c\u4f46\u5b83\u5011\u9700\u8981\u5927\u91cf\u7684\u57fa\u790e\u8a2d\u65bd\u6295\u8cc7\uff0c\u53ef\u80fd\u7121\u6cd5\u63d0\u4f9b\u5982\u540c GPT-4 \u7684\u540c\u7b49\u9748\u6d3b\u6027\u3002\u300d \u5728\u9078\u64c7\u5177\u9ad4\u7684\u5546\u696d LLMs \u4f7f\u7528\u6642\uff0c\u6a5f\u69cb\u53c3\u8003\u4e86 LMSYS Arena \u6a19\u7aff\u3002\u4ed6\u88dc\u5145\u8aaa\uff1a\u300cGPT-4 \u4e00\u76f4\u662f\u6700\u512a\u79c0\u7684\u6a21\u578b\u7d44\u4e4b\u4e00\uff0c\u63d0\u4f9b\u7d66\u6240\u6709\u4f7f\u7528\u8005\u672a\u7d93\u5fae\u8abf\u7684\u7248\u672c\u3002\u6240\u4ee5\uff0c\u6211\u5011\u5728\u5404\u7a2e\u4e0d\u540c\u5c08\u6848\u4e2d\uff0c\u6210\u529f\u5730\u52a0\u5165\u4e0d\u540c\u7684\u76f8\u95dc\u53c3\u6578\uff0c\u800c\u6210\u529f\u5be6\u4f5c\u4e86\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08RAG\uff09\u3002\u300d \u6aa2\u7d22\u589e\u5f37\u751f\u6210\u662f\u4f7f\u7528\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u6216\u5176\u4ed6\u77e5\u8b58\u5eab\u70ba\u500b\u5225\u67e5\u8a62\uff0c\u63d0\u4f9b\u984d\u5916\u4e0a\u4e0b\u6587\uff0c\u4f7f\u7d50\u679c\u66f4\u52a0\u6e96\u78ba\u548c\u5b9a\u5236\u5316\u3002Umeton \u8aaa\uff1a\u300c\u4f8b\u5982\uff0c\u6211\u5011\u8207\u5eb7\u4e43\u723e\u5408\u4f5c\uff0c\u5229\u7528 RAG \u7d9c\u5408\u4e86\u6578\u767e\u7bc7\u624b\u7a3f\uff0c\u5c0d\u5373\u5c07\u767c\u5e03\u7684 PathML \u5de5\u5177\u5305\u63d0\u4f9b\u4e86\u91cd\u8981\u8cc7\u8a0a\u3002\u300d<\/p>\n\n\n\n

\u4ed6\u6307\u51fa\uff0c\u5df2\u7d93\u5c07 GPT4DFCI \u7684 API \u63d0\u4f9b\u7d66\u60f3\u8981\u9032\u884c\u521d\u6b65\u6e2c\u8a66\u7684\u5de5\u7a0b\u5e2b\uff0c\u76ee\u524d\u6709\u8a31\u591a\u4eba\u6b63\u5728\u63a2\u7d22\u61c9\u7528 RAG \u6280\u8853\u9032\u884c\u8cc7\u6599\u7684\u63d0\u53d6\u548c\u805a\u5408\u3002\u800c\u71df\u904b\u3001\u57fa\u790e\u7814\u7a76\u548c\u81e8\u5e8a\u7814\u7a76\u4eba\u54e1\uff0c\u5247\u4f7f\u7528 RAG \u63a2\u7d22\u81ea\u5df1\u611f\u8208\u8da3\u7684\u4f7f\u7528\u6848\u4f8b\uff0c\u540c\u6642\u5354\u52a9\u9032\u4e00\u6b65\u6539\u9032 GPT4DFCI API\u3002 \u5728\u904e\u53bb\u7684\u5e7e\u500b\u6708\u88e1\uff0c\u5718\u968a\u4e2d\u7684 GPT4DFCI API \u8a0e\u8ad6\u793e\u7fa4\uff0c\u5f9e\u4e09\u540d\u958b\u767c\u4eba\u54e1\u6210\u9577\u5230\u8d85\u904e\u4e00\u767e\u4eba\u3002\u4ed6\u6307\u51fa\uff0c\u70ba\u4e86\u78ba\u4fdd\u8cc7\u8a0a\u5b89\u5168\uff0c\u61c9\u7528\u7a0b\u5f0f\u662f\u5728\u6a5f\u69cb\u7684 Azure \u74b0\u5883\u5167\u69cb\u5efa\u7684\uff0c\u800c\u4e14\u63a1\u7528\u7684\u5b89\u5168\u63aa\u65bd\u5305\u542b\u5c08\u5c6c\u7684 IP \u5730\u5740\u3001VPN \u8def\u7531\u3001\u670d\u52d9\u5c0d\u670d\u52d9\u8eab\u4efd\u9a57\u8b49\u548c HTTPS \u5f37\u5236\u8981\u6c42\u7b49\u3002 \u4ed6\u8aaa\uff1a\u300c\u6211\u5011\u9084\u5be6\u65bd\u4e86\u5167\u5bb9\u904e\u6ffe\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u6e1b\u5c11\u6709\u5bb3\u7684\u5167\u5bb9\u4e26\u5831\u544a\u4e0d\u5408\u6cd5\u7528\u6236\u3002\u300dDFCI \u7684 AI \u6cbb\u7406\u59d4\u54e1\u6703\u9084\u5c08\u9580\u70ba GPT4DFCI \u5236\u5b9a\u4e86\u8ca0\u8cac\u4efb\u7684\u4f7f\u7528\u653f\u7b56\u3002 \u4ed6\u88dc\u5145\u8aaa\uff1a\u300c\u4f5c\u70ba\u653f\u7b56\u9632\u8b77\u7684\u4e00\u500b\u4f8b\u5b50\uff0c\u6240\u6709\u54e1\u5de5\u90fd\u88ab\u8981\u6c42\u5c0d\u4ed6\u5011\u7684\u5de5\u4f5c\u6210\u679c\u8ca0\u8cac\uff0c\u7121\u8ad6\u751f\u6210\u65b9\u5f0f\u70ba\u4f55\u3002\u300d\u56e0\u6b64\uff0c\u5927\u5bb6\u53ea\u80fd\u4f7f\u7528 GPT4DFCI \u7372\u5f97\u4ed6\u5011\u80fd\u81ea\u5df1\u9a57\u8b49\u7684\u7d50\u679c\uff0c\u4e26\u4e14\u5fc5\u9808\u6ce8\u610f\u504f\u898b\u6216\u4e0d\u5b8c\u6574\u7684\u8cc7\u8a0a\u3002\u5728\u5927\u591a\u6578\u4f7f\u7528\u60c5\u6cc1\u4e0b\uff0c\u9084\u8981\u6c42\u62ab\u9732\u6240\u4f7f\u7528\u7684\u5de5\u5177\u3002 Umeton \u5c07\u751f\u6210\u5f0f AI \u5728\u81e8\u5e8a\u7167\u8b77\u4e2d\u7684\u4f7f\u7528\uff0c\u6bd4\u4f5c\u65b0\u85e5\u7684\u4f7f\u7528\u3002\u4ed6\u8aaa\uff1a\u300c\u85e5\u7269\u9700\u8981\u901a\u904e\u81e8\u5e8a\u8a66\u9a57\u8a55\u4f30\u5b89\u5168\u6027\u548c\u6709\u6548\u6027\uff0c\u6211\u5011\u61c9\u8a72\u4f7f\u7528\u985e\u4f3c\u7684\u81e8\u5e8a\u8a66\u9a57\u6846\u67b6\u8a55\u4f30\u81e8\u5e8a AI \u7684\u6240\u6709\u4f7f\u7528\u3002\u300d\u4f46\u6a5f\u69cb\u80fd\u5920\u5c07\u8cc7\u6e90\u96c6\u4e2d\u5728\u5176\u5b83\u61c9\u7528\u4e0a\uff0c\u5982\u7814\u767c\u548c\u71df\u904b\u3002Umeton \u88dc\u5145\u6307\u51fa\uff0c\u9019\u4e9b\u662f AI \u53ef\u4ee5\u63d0\u4f9b\u9ad8\u6295\u8cc7\u56de\u5831\u4e14\u98a8\u96aa\u76f8\u5c0d\u8f03\u4f4e\u7684\u61c9\u7528\u65b9\u5f0f\u3002<\/p>\n\n\n\n

\u4f9b\u61c9\u5546\u7ba1\u7406<\/strong><\/p>\n\n\n\n

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\u5c55\u671b\u672a\u4f86<\/strong><\/p>\n\n\n\n

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\u8cc7\u6599\u4f86\u6e90:https:\/\/www.cio.com.tw\/medical-industry-key-considerations-for-building-application-generated-ai-by-cancer-agency\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

2024-08-15 | Maria Korolov \u53bb\u5e74\uff0c\u751f\u6210\u5f0f AI \u7684\u904e\u5ea6\u7092\u4f5c\u662f\u6709\u76ee\u5171\u7779\u7684\uff0c\u5118\u7ba1\u6709\u8a31\u591a\u5e72\u64fe\u3001\u672a\u7d93\u8b49\u5be6\u7684\u512a\u9ede\u548c\u6f5b\u5728\u7684\u9677\u9631\uff0c\u4f46 Dana-Farber \u764c\u75c7\u6a5f\u69cb\uff08…<\/p>\n","protected":false},"author":9,"featured_media":6695,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[26,40],"class_list":["post-6694","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/08\/1200x630-i240661-5-750x394-1.jpg?fit=750%2C394&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6694","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6694"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6694\/revisions"}],"predecessor-version":[{"id":6696,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/6694\/revisions\/6696"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/6695"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6694"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6694"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6694"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}