{"id":29156,"date":"2026-03-26T16:59:16","date_gmt":"2026-03-26T08:59:16","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29156"},"modified":"2026-03-26T16:59:16","modified_gmt":"2026-03-26T08:59:16","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8-n8n%e3%80%81groq-%e4%b8%8e%e5%ad%a6%e6%9c%af-api-%e6%9e%84%e5%bb%ba%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e9%a9%b1%e5%8a%a8%e7%9a%84%e7%a7%91%e7%a0%94%e8%87%aa","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/03\/26\/29156\/","title":{"rendered":"\u5982\u4f55\u5229\u7528 n8n\u3001Groq \u4e0e\u5b66\u672f API \u6784\u5efa\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u79d1\u7814\u81ea\u52a8\u5316\u7cfb\u7edf"},"content":{"rendered":"<div class=\"article-desc\">\u901a\u8fc7\u5c06 n8n \u5de5\u4f5c\u6d41\u89c6\u4e3a\u8f6f\u4ef6\u6765\u5bf9\u5f85\uff0c\u4f60\u53ef\u4ee5\u5c06\u8017\u65f6\u7684\u624b\u52a8\u6587\u732e\u7efc\u8ff0\u538b\u7f29\u4e3a\u4e00\u4e2a\u5feb\u901f\u3001\u53ef\u91cd\u590d\u7684\u8fc7\u7a0b\uff0c\u4e14\u8be5\u8fc7\u7a0b\u80fd\u591f\u627f\u53d7\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684 API \u6545\u969c\u4e0e\u6a21\u578b\u5f02\u5e38\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>&nbsp;<\/p>\n<p>\u4f5c\u4e3a\u4e00\u540d\u7814\u7a76\u4eba\u5458\u517c\u5f00\u53d1\u8005\uff0c\u6211\u53d1\u73b0\u81ea\u5df1\u5e38\u5e38\u9700\u8981\u8017\u8d39\u6570\u5c0f\u65f6\u624b\u52a8\u68c0\u7d22\u5b66\u672f\u6570\u636e\u5e93\u3001\u9605\u8bfb\u6458\u8981\uff0c\u5e76\u8bd5\u56fe\u6574\u5408\u591a\u6e90\u7684\u7814\u7a76\u53d1\u73b0\u3002<\/p>\n<p>\u9488\u5bf9\u6211\u5728\u5faa\u73af\u7ecf\u6d4e\u4e0e\u7535\u6c60\u56de\u6536\u9886\u57df\u7684\u7814\u7a76\u5de5\u4f5c\uff0c\u6211\u6025\u9700\u4e00\u79cd\u80fd\u591f\u4e00\u6b21\u6027\u68c0\u7d22\u591a\u4e2a\u6570\u636e\u5e93\u7684\u65b9\u6cd5\uff0c\u4ee5\u6446\u8131\u7e41\u7410\u7684\u624b\u52a8\u64cd\u4f5c\u4e4b\u82e6\u3002<\/p>\n<p>\u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u4f60\u5c06\u5229\u7528 n8n \u6784\u5efa\u4e00\u6761\u81ea\u52a8\u5316\u7814\u7a76\u6d41\u6c34\u7ebf\uff0c\u5c06\u539f\u672c\u8017\u65f6\u7ea6\u516d\u5c0f\u65f6\u7684\u624b\u52a8\u6587\u732e\u7efc\u8ff0\u5de5\u4f5c\u538b\u7f29\u81f3\u4e94\u5206\u949f\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\u3002<\/p>\n<p>\u8fd9\u5e76\u975e\u4e00\u4e2a\u4ec5\u7528\u4e8e\u5c55\u793a\u7684\u201c\u70ab\u9177\u6f14\u793a\u5de5\u4f5c\u6d41\u201d\uff0c\u800c\u662f\u4e00\u6761\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u6d41\u6c34\u7ebf\uff0c\u5177\u5907\u5e76\u884c\u91c7\u96c6\u3001\u6570\u636e\u6807\u51c6\u5316\u3001\u53bb\u91cd\u3001\u7ed3\u6784\u5316 AI \u63d0\u53d6\u3001\u8bc4\u5206\u673a\u5236\u4ee5\u53ca\u5207\u5b9e\u53ef\u884c\u7684\u9519\u8bef\u5904\u7406\u529f\u80fd\u3002<\/p>\n<h3>\u76ee\u5f55<\/h3>\n<ol data-id=\"o9d5df12-e9lO3BjN\">\n<li data-id=\"ld70c578-i0OmkNG5\">\u524d\u63d0\u6761\u4ef6<\/li>\n<li data-id=\"ld70c578-ZXmm457N\">\u95ee\u9898\u6240\u5728\uff1a\u7814\u7a76\u8017\u65f6\u8fc7\u957f<\/li>\n<li data-id=\"ld70c578-MBdcj815\">\u6280\u672f\u6808<\/li>\n<li data-id=\"ld70c578-UYSE1iQX\">\u9879\u76ee\u7ed3\u6784\uff1a\u5982\u4f55\u4ee5\u8f6f\u4ef6\u5de5\u7a0b\u601d\u7ef4\u6784\u5efa n8n \u5de5\u4f5c\u6d41<\/li>\n<li data-id=\"ld70c578-PgpC6Vdq\">\u7b2c\u4e00\u9636\u6bb5\uff1a\u96c6\u4e2d\u5f0f\u914d\u7f6e<\/li>\n<li data-id=\"ld70c578-MCEm3p46\">\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5e76\u884c API \u91c7\u96c6\uff08\u542b\u6545\u969c\u9694\u79bb\uff09<\/li>\n<li data-id=\"ld70c578-NJfeg8kn\">\u7b2c\u4e09\u9636\u6bb5\uff1a\u6807\u51c6\u5316\u4e0e\u53bb\u91cd\uff08DOI \u4f18\u5148\uff0c\u6807\u9898\u540e\u5907\uff09<\/li>\n<li data-id=\"ld70c578-1bThaLiN\">\u7b2c\u56db\u9636\u6bb5\uff1aAI \u9a71\u52a8\u7684\u5185\u5bb9\u63d0\u53d6\uff08\u4e25\u683c JSON \u683c\u5f0f\uff09<\/li>\n<li data-id=\"ld70c578-nXs5cMrZ\">\u7b2c\u4e94\u9636\u6bb5\uff1a\u8bc4\u5206\u4e0e\u7efc\u5408<\/li>\n<li data-id=\"ld70c578-qsvvAadv\">\u9002\u5408\u521d\u5b66\u8005\u7684\u8bc4\u4f30\u65b9\u6cd5\uff08\u68c0\u7d22\u4e0e\u63d0\u53d6\u7684\u8d28\u91cf\u4fdd\u8bc1\uff09<\/li>\n<li data-id=\"ld70c578-O72j9BSF\">\u5173\u952e\u7ecf\u9a8c\u4e0e\u9519\u8bef\u5904\u7406<\/li>\n<li data-id=\"ld70c578-w9XccTzZ\">\u7ed3\u8bed<\/li>\n<\/ol>\n<h3>\u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u9605\u8bfb\u672c\u6587\u65e0\u9700\u5177\u5907 DevOps \u5de5\u7a0b\u5e08\u80cc\u666f\uff0c\u4f46\u4f60\u5e94\u5177\u5907\uff1a<\/p>\n<ul data-id=\"u738a58b-Tbfm75KE\">\n<li data-id=\"ld70c578-pKt17HDn\">\u5bf9 API \u548c JSON\uff08\u8bf7\u6c42\/\u54cd\u5e94\u8d1f\u8f7d\uff09\u7684\u57fa\u672c\u719f\u6089<\/li>\n<li data-id=\"ld70c578-b73LwVS7\">\u5bf9\u7535\u5b50\u8868\u683c\u7684\u719f\u6089\uff08Google Sheets \u57fa\u7840\u64cd\u4f5c\uff09<\/li>\n<li data-id=\"ld70c578-sfzFyXje\">\u5728 n8n \u7684 Function\/Code \u8282\u70b9\u4e2d\u4f7f\u7528\u5c11\u91cf JavaScript \u4ee3\u7801\u7684\u610f\u613f<\/li>\n<\/ul>\n<p>\u9700\u83b7\u53d6\u4ee5\u4e0b\u8d44\u6e90\uff1a<\/p>\n<ul data-id=\"u738a58b-WildnDKR\">\n<li data-id=\"ld70c578-iteoWPnu\">\u4e00\u4e2a n8n \u5b9e\u4f8b\uff08\u81ea\u6258\u7ba1\u6216\u4e91\u7aef\u7248\u672c\uff09<\/li>\n<li data-id=\"ld70c578-WROKX0KM\">\u4e00\u4e2a Groq API \u5bc6\u94a5\uff08\u6216\u517c\u5bb9\u7684\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u5546\uff09<\/li>\n<li data-id=\"ld70c578-H1KiX6fu\">\u53ef\u9009\u7684 API \u5bc6\u94a5\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u4f60\u6240\u4f7f\u7528\u7684\u6570\u636e\u5e93<\/li>\n<\/ul>\n<p>\u672c\u9879\u76ee\u6784\u5efa\u5185\u5bb9\u57fa\u4e8e\u4ee5\u4e0b\u5047\u8bbe\uff1a<\/p>\n<ul data-id=\"u738a58b-0ocQ4lZf\">\n<li data-id=\"ld70c578-9rkyCo7M\">\u4f60\u5c06\u57fa\u4e8e\u5143\u6570\u636e\u548c\u6458\u8981\u8fdb\u884c\u63d0\u53d6\uff08\u800c\u975e\u4e0b\u8f7d\u5b8c\u6574\u7684 PDF \u6587\u6863\uff09\u3002<\/li>\n<li data-id=\"ld70c578-UKIG47y0\">\u4f60\u80fd\u591f\u63a5\u53d7\u67d0\u4e9b\u6570\u636e\u6e90\u5076\u5c14\u4f1a\u51fa\u73b0\u9650\u901f\u6216\u8fd4\u56de\u90e8\u5206\u7ed3\u679c\u7684\u60c5\u51b5\uff08\u4e14\u4f60\u7684\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u5c06\u5177\u5907\u5e94\u5bf9\u6b64\u7c7b\u60c5\u51b5\u7684\u80fd\u529b\uff09\u3002<\/li>\n<\/ul>\n<h3>\u95ee\u9898\u6240\u5728\uff1a\u7814\u7a76\u8017\u65f6\u8fc7\u957f<\/h3>\n<p>\u624b\u52a8\u7814\u7a76\u5f80\u5f80\u6210\u4e3a\u521b\u65b0\u7684\u74f6\u9888\u3002\u5728\u6784\u5efa\u6b64\u81ea\u52a8\u5316\u7cfb\u7edf\u4e4b\u524d\uff0c\u6211\u7684\u5de5\u4f5c\u6d41\u7a0b\u6d89\u53ca\u68c0\u7d22\u591a\u4e2a\u5b66\u672f\u6570\u636e\u5e93\u3001\u6d4f\u89c8\u6458\u8981\u4ee5\u53ca\u624b\u52a8\u63d0\u53d6\u5173\u952e\u53d1\u73b0\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4e0d\u4ec5\u7f13\u6162\uff0c\u800c\u4e14\u5bb9\u6613\u4ea7\u751f\u4eba\u4e3a\u9519\u8bef\uff0c\u5bfc\u81f4\u7b14\u8bb0\u8bb0\u5f55\u7f3a\u4e4f\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u6b64\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u76ee\u6807\u662f\u63d0\u4f9b\u4e00\u4e2a\u201c\u5168\u6808\u7814\u7a76\u52a9\u7406\u201d\uff0c\u7531\u5176\u627f\u62c5\u6536\u96c6\u5019\u9009\u8bba\u6587\u3001\u53bb\u91cd\u3001\u63d0\u53d6\u4e00\u81f4\u6027\u5b57\u6bb5\u3001\u8bc4\u4f30\u76f8\u5173\u6027\u4e0e\u8d28\u91cf\u7b49\u7e41\u91cd\u5de5\u4f5c\uff0c\u5e76\u4ea4\u4ed8\u7cbe\u9009\u7684\u65e5\u62a5\u6216\u5468\u62a5\uff0c\u4ece\u800c\u4f7f\u4f60\u80fd\u5c06\u65f6\u95f4\u6295\u5165\u5230\u9ad8\u5c42\u6b21\u7684\u7efc\u5408\u5206\u6790\u4e2d\uff0c\u800c\u975e\u6d88\u8017\u5728\u91cd\u590d\u6027\u7684\u91c7\u96c6\u5de5\u4f5c\u4e0a\u3002<\/p>\n<h3>\u6280\u672f\u6808<\/h3>\n<p>\u672c\u5de5\u4f5c\u6d41\u7efc\u5408\u5229\u7528\u4e86\u81ea\u52a8\u5316\u5de5\u5177\u3001\u9ad8\u901f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u4ee5\u53ca\u5b66\u672f\u5143\u6570\u636e\u63d0\u4f9b\u5546\u7684\u670d\u52a1\u3002<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"916.35px\">\n<colgroup data-id=\"c7104f7d-H8U0ff35\">\n<col span=\"1\" width=\"458.175\" data-id=\"cd89ecb0-ZX5NSDLg\" \/>\n<col span=\"1\" width=\"458.175\" data-id=\"cd89ecb0-M3c0dEej\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-ZFYZVYfl\">\n<tr data-id=\"t31e458f-3WDdR0VT\">\n<td data-id=\"t6267798-LMBEJAL8\" data-transient-attributes=\"table-cell-selection\"><strong>\u5de5\u5177<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-TT1Kn2NW\" data-transient-attributes=\"table-cell-selection\"><strong>\u7528\u9014<\/strong><\/td>\n<\/tr>\n<tr data-id=\"t31e458f-MP5PEQRj\">\n<td data-id=\"t6267798-Ag4H805S\" data-transient-attributes=\"table-cell-selection\"><strong>n8n<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-ebfi8Z0T\" data-transient-attributes=\"table-cell-selection\">\u7f16\u6392\u6240\u6709\u6b65\u9aa4\u7684\u5de5\u4f5c\u6d41\u5f15\u64ce<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-58BAfX41\">\n<td data-id=\"t6267798-AmMZl06e\" data-transient-attributes=\"table-cell-selection\"><strong>Groq<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-38oBZ9X0\" data-transient-attributes=\"table-cell-selection\">\u8fd0\u884c\u5feb\u901f\u5927\u8bed\u8a00\u6a21\u578b\uff08\u4f8b\u5982 Llama 3.3 70B\uff09\u4ee5\u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u53d6\u4e0e\u7efc\u5408<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-nNDDjnBb\">\n<td data-id=\"t6267798-8j0mlL8k\" data-transient-attributes=\"table-cell-selection\"><strong>Semantic Scholar \/ OpenAlex<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-rMUGUM3q\" data-transient-attributes=\"table-cell-selection\">\u63d0\u4f9b\u5143\u6570\u636e\u3001\u6458\u8981\u53ca\u5f15\u6587\u7684\u5e7f\u6cdb\u5b66\u672f\u8986\u76d6<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-m6DWBO5h\">\n<td data-id=\"t6267798-SHqRcQWg\" data-transient-attributes=\"table-cell-selection\"><strong>arXiv \/ PubMed<\/strong><\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-BGaj66RF\" data-transient-attributes=\"table-cell-selection\">\u5f3a\u5927\u7684\u4e13\u4e1a\u9886\u57df\u8986\u76d6\uff08\u9884\u5370\u672c\u3001\u751f\u547d\u79d1\u5b66\uff09<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-q9FaiNk5\">\n<td class=\"table-last-column\" data-id=\"t6267798-k5FvLTQJ\" data-transient-attributes=\"table-cell-selection\"><strong>Google Sheets<\/strong><\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t6267798-cFEXJDiL\" data-transient-attributes=\"table-cell-selection\">\u7528\u4e8e\u5b58\u50a8\u4e0e\u5386\u53f2\u8bb0\u5f55\u7684\u8f7b\u91cf\u7ea7\u201c\u7814\u7a76\u6570\u636e\u5e93\u201d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u00a0\u8986\u76d6\u8303\u56f4\u56e0\u63d0\u4f9b\u5546\u800c\u5f02\u3002\u90e8\u5206 API \u80fd\u7a33\u5b9a\u8fd4\u56de\u6458\u8981\uff0c\u800c\u5176\u4ed6 API \u53ef\u80fd\u4f1a\u7701\u7565\u3002\u4f60\u7684\u6d41\u6c34\u7ebf\u5e94\u5c06\u6458\u8981\u7f3a\u5931\u89c6\u4e3a\u6b63\u5e38\u60c5\u51b5\uff0c\u800c\u975e\u7cfb\u7edf\u6545\u969c\u3002<\/p>\n<h3>\u9879\u76ee\u7ed3\u6784\uff1a\u5982\u4f55\u4ee5\u8f6f\u4ef6\u5de5\u7a0b\u601d\u7ef4\u6784\u5efa n8n \u5de5\u4f5c\u6d41<\/h3>\n<p>\u5c3d\u7ba1 n8n \u662f\u4e00\u6b3e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u4f46\u5c06\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u4e3a\u6a21\u5757\u5316\u9636\u6bb5\u6709\u52a9\u4e8e\u907f\u514d\u201c\u610f\u5927\u5229\u9762\u6761\u5f0f\u5de5\u4f5c\u6d41\uff08spaghetti workflow\uff09\u201d\u95ee\u9898\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">.\r\n\u251c\u2500\u2500 configuration\/         # \u5173\u952e\u8bcd\u3001\u9608\u503c\u3001\u9650\u5236\u3001\u65e5\u671f\u8fc7\u6ee4\u5668\r\n\u251c\u2500\u2500 collectors\/            # \u5e76\u884c HTTP \u8bf7\u6c42\u8282\u70b9\uff08\u591a\u6570\u636e\u6e90\uff09\r\n\u251c\u2500\u2500 processing\/            # \u6807\u51c6\u5316 + \u53bb\u91cd\u4ee3\u7801\u8282\u70b9\r\n\u251c\u2500\u2500 extraction\/            # LLM \u63d0\u53d6\u8282\u70b9\uff08\u4e25\u683c JSON \u683c\u5f0f\uff09\r\n\u251c\u2500\u2500 scoring\/               # \u76f8\u5173\u6027 + \u8d28\u91cf\u8bc4\u5206 + \u8fc7\u6ee4\r\n\u2514\u2500\u2500 delivery\/              # Google Sheets + \u7535\u5b50\u90ae\u4ef6\/HTML \u62a5\u544a<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u8bbe\u8ba1\u539f\u5219\uff1a<\/strong>\u00a0\u6bcf\u4e2a\u9636\u6bb5\u5747\u5e94\u4ea7\u751f\u6574\u6d01\u3001\u53ef\u9884\u6d4b\u7684\u8f93\u51fa\u7ed3\u6784\uff0c\u4ee5\u4f9b\u4e0b\u4e00\u9636\u6bb5\u4f9d\u8d56\u3002<\/p>\n<h3>\u7b2c\u4e00\u9636\u6bb5\uff1a\u96c6\u4e2d\u5f0f\u914d\u7f6e<\/h3>\n<p>\u4e0e\u5176\u5728\u591a\u4e2a\u8282\u70b9\u4e2d\u786c\u7f16\u7801\u68c0\u7d22\u53c2\u6570\uff08\u5173\u952e\u8bcd\u3001\u6700\u5c0f\u5e74\u4efd\u3001\u5f15\u7528\u9608\u503c\uff09\uff0c\u4e0d\u5982\u4f7f\u7528\u4e00\u4e2a\u914d\u7f6e\u8282\u70b9\u6765\u5b9a\u4e49\u5de5\u4f5c\u6d41\u53d8\u91cf\u3002<\/p>\n<p>\u8fd9\u5bf9\u53ef\u7ef4\u62a4\u6027\uff08\u53ea\u9700\u66f4\u6539\u4e00\u6b21\u6570\u503c\uff0c\u800c\u975e\u5341\u4e2a\u8282\u70b9\uff09\u3001\u53ef\u590d\u7528\u6027\uff08\u901a\u8fc7\u66ff\u6362\u4e00\u4e2a\u914d\u7f6e\u5bf9\u8c61\u5373\u53ef\u590d\u7528\u6574\u6761\u6d41\u6c34\u7ebf\uff09\u548c\u53ef\u8c03\u8bd5\u6027\uff08\u5728\u6bcf\u6b21\u8fd0\u884c\u5f00\u59cb\u65f6\u8bb0\u5f55\u914d\u7f6e\uff0c\u4ee5\u4fbf\u590d\u73b0\u7ed3\u679c\uff09\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u4f7f\u7528\u4e00\u4e2a\u00a0<strong>Set<\/strong>\u00a0\u8282\u70b9\uff0c\u6216\u4e00\u4e2a\u8fd4\u56de\u5982\u4e0b JSON \u7684\u00a0<strong>Code<\/strong>\u00a0\u8282\u70b9\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-json\" tabindex=\"0\"><code class=\"language-json\"><span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token property\">\"keywords\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"circular economy battery recycling remanufacturing\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"min_year\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2020<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"max_results_per_source\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"min_citations\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"relevance_threshold\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"batch_size\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">10<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u00a0\u5c06\u6570\u503c\u5b57\u6bb5\u4fdd\u6301\u4e3a\u6570\u5b57\u7c7b\u578b\uff08\u800c\u975e\u5b57\u7b26\u4e32\uff09\uff0c\u4ee5\u907f\u514d\u540e\u7eed\u51fa\u73b0\u8bc4\u5206\u9519\u8bef\u3002<\/p>\n<h3>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u5e76\u884c API \u91c7\u96c6\uff08\u542b\u6545\u969c\u9694\u79bb\uff09<\/h3>\n<p>\u4f60\u7684\u5de5\u4f5c\u6d41\u5e94\u540c\u65f6\u67e5\u8be2\u591a\u4e2a\u6570\u636e\u6e90\u3002\u5728 n8n \u4e2d\uff0c\u4f60\u53ef\u4ee5\u4ece\u914d\u7f6e\u8282\u70b9\u5206\u53c9\u51fa\u591a\u4e2a HTTP Request \u8282\u70b9\uff0c\u968f\u540e\u5408\u5e76\u7ed3\u679c\u3002<\/p>\n<p>\u6b64\u5904\u7684\u751f\u4ea7\u73af\u5883\u601d\u7ef4\u5f88\u7b80\u5355\uff1aAPI \u4f1a\u5931\u8d25\u3002\u901f\u7387\u9650\u5236\u4f1a\u53d1\u751f\u3002\u63d0\u4f9b\u5546\u4f1a\u8fd4\u56de\u90e8\u5206\u6570\u636e\u3002\u5173\u952e\u5728\u4e8e\u9632\u6b62\u4e00\u4e2a\u91c7\u96c6\u5668\u7684\u5931\u8d25\u5bfc\u81f4\u6574\u4e2a\u8fd0\u884c\u5d29\u6e83\u3002<\/p>\n<p>\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u5728\u6bcf\u4e2a HTTP Request \u8282\u70b9\u4e0a\u542f\u7528\u00a0<strong>Continue On Fail<\/strong>\uff08\u6216\u7b49\u6548\u7684\u201c\u4e0d\u505c\u6b62\u5de5\u4f5c\u6d41\u201d\u884c\u4e3a\uff09\u3002\u7136\u540e\uff0c\u5728\u6807\u51c6\u5316\u9636\u6bb5\uff0c\u5c06\u7f3a\u5931\u6216\u5931\u8d25\u7684\u8f93\u51fa\u89c6\u4e3a\u7a7a\u6570\u7ec4\uff0c\u4ee5\u4fbf\u4e0b\u6e38\u9636\u6bb5\u4ecd\u80fd\u8fd0\u884c\u3002<\/p>\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u8bbe\u7f6e\u663e\u5f0f\u8d85\u65f6\u5e76\u6dfb\u52a0\u5c11\u91cf\u91cd\u8bd5\u7b56\u7565\uff08\u4e00\u81f3\u4e24\u6b21\u91cd\u8bd5\uff09\u4ee5\u5e94\u5bf9\u6682\u65f6\u6027\u6545\u969c\u4e5f\u5f88\u6709\u5e2e\u52a9\u3002\u201c\u826f\u597d\u201d\u7684\u8868\u73b0\u5e94\u662f\uff1a\u5982\u679c\u4e94\u4e2a\u6765\u6e90\u4e2d\u6709\u4e24\u4e2a\u5931\u8d25\uff0c\u4f60\u4ecd\u80fd\u4ece\u5269\u4f59\u7684\u4e09\u4e2a\u6765\u6e90\u751f\u6210\u6709\u7528\u7684\u62a5\u544a\uff0c\u5e76\u8bb0\u5f55\u54ea\u4e9b\u6765\u6e90\u5931\u8d25\u4ee5\u4fbf\u540e\u7eed\u8c03\u67e5\u3002<\/p>\n<h3>\u7b2c\u4e09\u9636\u6bb5\uff1a\u6807\u51c6\u5316\u4e0e\u53bb\u91cd\uff08DOI \u4f18\u5148\uff0c\u6807\u9898\u540e\u5907\uff09<\/h3>\n<p>\u6bcf\u4e2a\u5b66\u672f API \u8fd4\u56de\u7684\u5b57\u6bb5\u540d\u79f0\u548c\u7ed3\u6784\u5404\u4e0d\u76f8\u540c\u3002\u4e00\u4e2a\u53ef\u80fd\u4f7f\u7528\u00a0<code>title<\/code>\uff0c\u53e6\u4e00\u4e2a\u4f7f\u7528\u00a0<code>display_name<\/code>\uff0c\u8fd8\u6709\u4e00\u4e2a\u4f7f\u7528\u00a0<code>paper_title<\/code>\u3002\u4e0b\u4e00\u9636\u6bb5\u5e94\u5c06\u6240\u6709\u8f93\u5165\u6807\u51c6\u5316\u4e3a\u540c\u4e00\u6a21\u5f0f\u3002<\/p>\n<p><strong>\u76ee\u6807\u6807\u51c6\u5316\u6a21\u5f0f<\/strong><\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u57fa\u51c6\u6a21\u5f0f\uff08\u53ef\u6839\u636e\u9700\u8981\u7a0d\u540e\u6269\u5c55\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-json\" tabindex=\"0\"><code class=\"language-json\"><span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token property\">\"title\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"string\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"abstract\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"string|null\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"doi\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"string|null\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"year\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">2024<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"citations\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">12<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"url\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"string|null\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token property\">\"source\"<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Semantic Scholar|OpenAlex|arXiv|PubMed\"<\/span>\r\n<span class=\"token punctuation\">}<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u57fa\u4e8e DOI \u53bb\u91cd\u7684\u542b\u4e49\uff08\u4ee5\u53ca DOI \u662f\u4ec0\u4e48\uff09<\/strong><\/p>\n<p>DOI\uff08\u6570\u5b57\u5bf9\u8c61\u6807\u8bc6\u7b26\uff09\u662f\u5206\u914d\u7ed9\u8bb8\u591a\u5b66\u672f\u51fa\u7248\u7269\u7684\u552f\u4e00\u6301\u4e45\u6807\u8bc6\u7b26\u3002\u5982\u679c\u4e00\u7bc7\u8bba\u6587\u6709 DOI\uff0c\u8be5 DOI \u5c31\u50cf\u662f\u4e00\u4e2a\u7a33\u5b9a\u7684 ID\uff1a\u540c\u4e00\u7bc7\u8bba\u6587\u53ef\u80fd\u51fa\u73b0\u5728\u591a\u4e2a\u6570\u636e\u5e93\u4e2d\uff0c\u5143\u6570\u636e\u7565\u6709\u4e0d\u540c\uff0c\u4f46 DOI \u5e94\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u57fa\u4e8e DOI \u53bb\u91cd\u610f\u5473\u7740\uff1a\u5982\u679c\u4e24\u6761\u8bb0\u5f55\u62e5\u6709\u76f8\u540c\u7684 DOI\uff0c\u5219\u5c06\u5176\u89c6\u4e3a\u540c\u4e00\u7bc7\u8bba\u6587\uff0c\u4ec5\u4fdd\u7559\u4e00\u6761\u3002<\/p>\n<p>\u5f53 DOI \u7f3a\u5931\u65f6\uff08\u8fd9\u5bf9\u4e8e\u67d0\u4e9b\u9884\u5370\u672c\u548c\u67d0\u4e9b API \u54cd\u5e94\u5f88\u5e38\u89c1\uff09\uff0c\u540e\u5907\u65b9\u6848\u662f\u4f7f\u7528\u6807\u51c6\u5316\u7684\u6807\u9898\u952e\u8fdb\u884c\u53bb\u91cd\uff0c\u5373\u5c0f\u5199\u5316\u3001\u53bb\u9996\u5c3e\u7a7a\u683c\u3001\u53bb\u9664\u6807\u70b9\u7b26\u53f7\u5e76\u5408\u5e76\u7a7a\u767d\u5b57\u7b26\u3002\u8fd9\u4e0d\u5982\u57fa\u4e8e DOI \u7684\u5339\u914d\u5b8c\u7f8e\uff0c\u4f46\u5374\u662f\u4e00\u4e2a\u5f3a\u6709\u529b\u7684\u52a1\u5b9e\u540e\u5907\u65b9\u6848\u3002<\/p>\n<p><strong>\u201c\u6807\u51c6\u5316\u4e3a\u7edf\u4e00\u5bf9\u8c61\u201d\u7684\u542b\u4e49\uff08\u4ee3\u7801\u4e2d\u53d1\u751f\u4e86\u4ec0\u4e48\uff09<\/strong><\/p>\n<p>\u201c\u6807\u51c6\u5316\u4e3a\u7edf\u4e00\u5bf9\u8c61\u201d\u4ec5\u4ec5\u610f\u5473\u7740\u5c06\u6bcf\u4e2a\u63d0\u4f9b\u5546\u7684\u539f\u59cb\u54cd\u5e94\u8f6c\u6362\u4e3a\u76f8\u540c\u7684\u53ef\u9884\u6d4b\u7ed3\u6784\uff08\u5373\u4e0a\u8ff0\u6a21\u5f0f\uff09\u3002\u4e00\u65e6\u6240\u6709\u5185\u5bb9\u770b\u8d77\u6765\u4e00\u81f4\uff0c\u53bb\u91cd\u3001\u8bc4\u5206\u3001AI \u63d0\u53d6\u548c\u5b58\u50a8\u7b49\u4e0b\u6e38\u6b65\u9aa4\u5c31\u53d8\u5f97\u76f4\u622a\u4e86\u5f53\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e0d\u9700\u8981\u9488\u5bf9\u7279\u5b9a\u63d0\u4f9b\u5546\u7684\u903b\u8f91\u3002<\/p>\n<p>\u5728\u4e0b\u9762\u7684\u4ee3\u7801\u4e2d\uff0c<code>normalized<\/code>\u00a0\u5bf9\u8c61\u7684\u4f5c\u7528\u5c31\u5728\u4e8e\u6b64\uff1a\u5b83\u5c06 Semantic Scholar \u7684\u5b57\u6bb5\uff08<code>paper.title<\/code>\u3001<code>paper.externalIds.DOI<\/code>\u3001<code>paper.citationCount<\/code>\uff09\u6620\u5c04\u5230\u4f60\u7684\u6807\u51c6\u5b57\u6bb5\uff08<code>title<\/code>\u3001<code>doi<\/code>\u3001<code>citations<\/code>\u00a0\u7b49\uff09\u3002\u4e4b\u540e\uff0c\u5de5\u4f5c\u6d41\u751f\u6210\u4e00\u4e2a\u53bb\u91cd\u952e\uff08\u5982\u679c DOI \u5b58\u5728\u5219\u4e3a\u00a0<code>doi:...<\/code>\uff0c\u5426\u5219\u4e3a\u00a0<code>title:...<\/code>\uff09\uff0c\u5e76\u4f7f\u7528 Set \u8282\u70b9\u4ec5\u4fdd\u7559\u9996\u6b21\u51fa\u73b0\u7684\u8bb0\u5f55\u3002<\/p>\n<p><strong>\u793a\u4f8b n8n Code \u8282\u70b9\uff08\u6807\u51c6\u5316 + \u53bb\u91cd\u6a21\u5f0f\uff09<\/strong><\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">const<\/span> itemsIn <span class=\"token operator\">=<\/span> $input<span class=\"token punctuation\">.<\/span><span class=\"token function\">all<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> seen <span class=\"token operator\">=<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">Set<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token keyword\">const<\/span> results <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">function<\/span> <span class=\"token function\">titleKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">t<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">(<\/span>t <span class=\"token operator\">||<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">toLowerCase<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">replace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token regex\"><span class=\"token regex-delimiter\">\/<\/span><span class=\"token regex-source language-regex\">[\\W_]+<\/span><span class=\"token regex-delimiter\">\/<\/span><span class=\"token regex-flags\">g<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\" \"<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">replace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token regex\"><span class=\"token regex-delimiter\">\/<\/span><span class=\"token regex-source language-regex\">\\s+<\/span><span class=\"token regex-delimiter\">\/<\/span><span class=\"token regex-flags\">g<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\" \"<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">trim<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token punctuation\">}<\/span>\r\n\r\n<span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">const<\/span> item <span class=\"token keyword\">of<\/span> itemsIn<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token comment\">\/\/ \u793a\u4f8b\uff1aSemantic Scholar \u54cd\u5e94\u7ed3\u6784<\/span>\r\n  <span class=\"token keyword\">const<\/span> papers <span class=\"token operator\">=<\/span> item<span class=\"token punctuation\">.<\/span>json<span class=\"token operator\">?.<\/span>data <span class=\"token operator\">||<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n  <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">const<\/span> paper <span class=\"token keyword\">of<\/span> papers<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n    <span class=\"token comment\">\/\/ \"\u6807\u51c6\u5316\u4e3a\u7edf\u4e00\u5bf9\u8c61\"\uff1a<\/span>\r\n    <span class=\"token comment\">\/\/ \u83b7\u53d6\u7279\u5b9a\u4e8e\u63d0\u4f9b\u5546\u7684\u5b57\u6bb5\uff0c\u5e76\u5c06\u5176\u6620\u5c04\u5230\u6211\u4eec\u7684\u6807\u51c6\u6a21\u5f0f\u3002<\/span>\r\n    <span class=\"token keyword\">const<\/span> normalized <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token literal-property property\">title<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>title <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">abstract<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>abstract <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">doi<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>externalIds<span class=\"token operator\">?.<\/span><span class=\"token constant\">DOI<\/span> <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">year<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>year <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">citations<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>citationCount <span class=\"token operator\">||<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">url<\/span><span class=\"token operator\">:<\/span> paper<span class=\"token punctuation\">.<\/span>url <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span>\r\n      <span class=\"token literal-property property\">source<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Semantic Scholar\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>normalized<span class=\"token punctuation\">.<\/span>title<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">continue<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n    <span class=\"token comment\">\/\/ \u53bb\u91cd\u952e\uff1aDOI \u6700\u5f3a\uff1b\u6807\u9898\u4f5c\u4e3a\u540e\u5907<\/span>\r\n    <span class=\"token keyword\">const<\/span> key <span class=\"token operator\">=<\/span> normalized<span class=\"token punctuation\">.<\/span>doi\r\n      <span class=\"token operator\">?<\/span> <span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token string\">doi:<\/span><span class=\"token interpolation\"><span class=\"token interpolation-punctuation punctuation\">${<\/span>normalized<span class=\"token punctuation\">.<\/span>doi<span class=\"token punctuation\">.<\/span><span class=\"token function\">toLowerCase<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token interpolation-punctuation punctuation\">}<\/span><\/span><span class=\"token template-punctuation string\">`<\/span><\/span>\r\n      <span class=\"token operator\">:<\/span> <span class=\"token template-string\"><span class=\"token template-punctuation string\">`<\/span><span class=\"token string\">title:<\/span><span class=\"token interpolation\"><span class=\"token interpolation-punctuation punctuation\">${<\/span><span class=\"token function\">titleKey<\/span><span class=\"token punctuation\">(<\/span>normalized<span class=\"token punctuation\">.<\/span>title<span class=\"token punctuation\">)<\/span><span class=\"token interpolation-punctuation punctuation\">}<\/span><\/span><span class=\"token template-punctuation string\">`<\/span><\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>seen<span class=\"token punctuation\">.<\/span><span class=\"token function\">has<\/span><span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">continue<\/span><span class=\"token punctuation\">;<\/span>\r\n    seen<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n    results<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span>normalized<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token punctuation\">}<\/span>\r\n<span class=\"token punctuation\">}<\/span>\r\n\r\n<span class=\"token keyword\">return<\/span> results<span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">r<\/span> <span class=\"token operator\">=&gt;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">json<\/span><span class=\"token operator\">:<\/span> r <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u63d0\u793a\uff1a<\/strong>\u00a0\u4fdd\u7559\u7c7b\u4f3c\u00a0<code>source<\/code>\u00a0\u7684\u5b57\u6bb5\uff0c\u4ee5\u4fbf\u4f60\u540e\u7eed\u8c03\u8bd5\u9519\u8bef\u5143\u6570\u636e\u7684\u6765\u6e90\u3002<\/p>\n<h3>\u7b2c\u56db\u9636\u6bb5\uff1aAI \u9a71\u52a8\u7684\u5185\u5bb9\u63d0\u53d6\uff08\u4e25\u683c JSON\uff09<\/h3>\n<p>\u4e00\u65e6\u83b7\u5f97\u4e86\u53bb\u91cd\u540e\u7684\u8bba\u6587\u5217\u8868\uff0c\u4f60\u53ef\u4ee5\u5c06\u6bcf\u7bc7\u8bba\u6587\uff08\u6216\u5c0f\u6279\u91cf\uff09\u53d1\u9001\u7ed9 Groq \u8fdb\u884c\u7ed3\u6784\u5316\u63d0\u53d6\u3002<\/p>\n<p><strong>\u4e3a\u4f55\u7ed3\u6784\u5316\u8f93\u51fa\u81f3\u5173\u91cd\u8981<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u7684 LLM \u8fd4\u56de\u53d9\u8ff0\u6027\u6587\u672c\u800c\u975e JSON\u3001\u9057\u6f0f\u5b57\u6bb5\u6216\u53d1\u51fa\u683c\u5f0f\u9519\u8bef\u7684 JSON\uff0c\u4f60\u7684\u5de5\u4f5c\u6d41\u5c06\u5728\u4e0b\u6e38\u4e2d\u65ad\u3002\u5728\u751f\u4ea7\u5de5\u4f5c\u6d41\u4e2d\uff0c\u8fd9\u5e76\u975e\u7f55\u89c1\u7684\u8fb9\u7f18\u60c5\u51b5\uff1b\u800c\u662f\u4f60\u5e94\u5f53\u9884\u671f\u5e76\u8bbe\u8ba1\u5e94\u5bf9\u63aa\u65bd\u7684\u60c5\u51b5\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528\u4e25\u683c\u7684\u6a21\u5f0f\u63d0\u793a\u5e76\u5728\u4e0b\u6e38\u9a8c\u8bc1\u54cd\u5e94\u3002<\/p>\n<p><strong>\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0e\u7528\u6237\u63d0\u793a\u8bcd\uff08\u4ee5\u53ca\u5982\u4f55\u7ec4\u5408\u5b83\u4eec\uff09<\/strong><\/p>\n<p>\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u601d\u8003\u63d0\u793a\u8bcd\u7684\u4e00\u79cd\u6709\u76ca\u65b9\u5f0f\u662f\uff1a<\/p>\n<ul data-id=\"u738a58b-23mDIAZf\">\n<li data-id=\"ld70c578-2k3oR7vi\"><strong>\u7cfb\u7edf\u63d0\u793a\u8bcd<\/strong>\u5b9a\u4e49\u4e0d\u53ef\u534f\u5546\u7684\u5951\u7ea6\uff1a\u8f93\u51fa\u683c\u5f0f\u3001\u5141\u8bb8\u7684\u952e\u3001\u65e0\u6ce8\u91ca\u4ee5\u53ca\u5728\u4e0d\u786e\u5b9a\u60c5\u51b5\u4e0b\u7684\u5904\u7406\u65b9\u5f0f\u3002\u8fd9\u662f\u4f60\u58f0\u660e\u201c\u4ec5\u8fd4\u56de\u6709\u6548 JSON\u201d\u548c\u201c\u65e0\u989d\u5916\u952e\u201d\u7684\u5730\u65b9\u3002<\/li>\n<li data-id=\"ld70c578-PZsFnCw2\"><strong>\u7528\u6237\u63d0\u793a\u8bcd<\/strong>\u63d0\u4f9b\u6b64\u7279\u5b9a\u8bf7\u6c42\u7684\u53ef\u53d8\u6570\u636e\uff1a\u6807\u9898\u3001\u5e74\u4efd\u3001\u5f15\u7528\u6570\u3001\u6458\u8981\u4ee5\u53ca\u4f60\u5e0c\u671b\u586b\u5145\u7684\u786e\u5207\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u7ec4\u5408\uff0c\u5b83\u4eec\u53ef\u4fdd\u6301\u5de5\u4f5c\u6d41\u7684\u7a33\u5b9a\u6027\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u57fa\u672c\u4fdd\u6301\u4e0d\u53d8\uff08\u4f60\u7684\u683c\u5f0f\u5951\u7ea6\uff09\uff0c\u800c\u7528\u6237\u63d0\u793a\u8bcd\u968f\u6bcf\u7bc7\u8bba\u6587\u53d8\u5316\uff08\u4f60\u7684\u8d1f\u8f7d\uff09\u3002\u8fd9\u4e5f\u4f7f\u8c03\u8bd5\u66f4\u5bb9\u6613\uff1a\u5982\u679c\u8f93\u51fa\u5f00\u59cb\u5931\u8d25\uff0c\u4f60\u53ef\u4ee5\u8c03\u6574\u7cfb\u7edf\u7ea6\u675f\uff0c\u800c\u65e0\u9700\u91cd\u5199\u6bcf\u4e2a\u8d1f\u8f7d\u6a21\u677f\u3002<\/p>\n<p><strong>\u5efa\u8bae\u7684\u63d0\u53d6\u6a21\u5f0f<\/strong><\/p>\n<p>\u4ec5\u63d0\u53d6\u4f60\u53ef\u4ee5\u4ece\u6458\u8981\u7ea7\u522b\u6570\u636e\u4e2d\u652f\u6301\u7684\u5185\u5bb9\uff1a<\/p>\n<ul data-id=\"u738a58b-78LCo6Rc\">\n<li data-id=\"ld70c578-t4EUsLxE\"><code>research_question<\/code>\uff08\u7814\u7a76\u95ee\u9898\uff09<\/li>\n<li data-id=\"ld70c578-gHnxMoTk\"><code>methodology<\/code>\uff08\u65b9\u6cd5\u8bba\uff09<\/li>\n<li data-id=\"ld70c578-5EpO7L77\"><code>key_findings<\/code>\uff08\u5173\u952e\u53d1\u73b0\uff09<\/li>\n<li data-id=\"ld70c578-TIHDcCcV\"><code>limitations<\/code>\uff08\u5c40\u9650\u6027\uff09<\/li>\n<li data-id=\"ld70c578-Amw2rJcp\"><code>notes<\/code>\uff08\u6ce8\u91ca\uff0c\u7528\u4e8e\u6458\u8981\u7f3a\u5931\/\u6a21\u7cca\u7684\u60c5\u51b5\uff09<\/li>\n<\/ul>\n<p><strong>\u793a\u4f8b\u63d0\u793a\u8bcd\uff08\u7cfb\u7edf + \u7528\u6237\uff09<\/strong><\/p>\n<p><strong>System:<\/strong><\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-text\" tabindex=\"0\"><code class=\"language-text\">\u4f60\u662f\u4e00\u4e2a\u7814\u7a76\u63d0\u53d6\u5f15\u64ce\u3002\u4f60\u5fc5\u987b\u4ec5\u8fd4\u56de\u6709\u6548\u7684 JSON\u3002\r\n\u4e0d\u8981\u5305\u542b markdown\u3002\u4e0d\u8981\u5305\u542b\u989d\u5916\u7684\u952e\u3002\u4e0d\u8981\u5305\u542b\u8bc4\u8bba\u3002\r\n\u5982\u679c\u6458\u8981\u7f3a\u5931\u6216\u8fc7\u4e8e\u6a21\u7cca\uff0c\u8bf7\u5c06\u5b57\u6bb5\u8bbe\u7f6e\u4e3a null\uff0c\u5e76\u5728 \"notes\" \u4e2d\u8bf4\u660e\u539f\u56e0\u3002<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>User:<\/strong><\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-text\" tabindex=\"0\"><code class=\"language-text\">\u4ece\u8fd9\u7bc7\u8bba\u6587\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u5b57\u6bb5\u3002\r\n\r\nTITLE: {{title}}\r\nYEAR: {{year}}\r\nCITATIONS: {{citations}}\r\nABSTRACT: {{abstract}}\r\n\r\n\u8fd4\u56de\u5305\u542b\u4ee5\u4e0b\u952e\u7684 JSON\uff1a\r\nresearch_question (string|null)\r\nmethodology (string|null)\r\nkey_findings (array of strings)\r\nlimitations (array of strings)\r\nnotes (string)<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u6a21\u578b\u8bbe\u7f6e\uff1a<\/strong>\u00a0\u4fdd\u6301\u8f83\u4f4e\u7684\u6e29\u5ea6\uff08\u7ea6 0.2\u20130.3\uff09\uff0c\u5e76\u4fdd\u6301\u54cd\u5e94\u7b80\u77ed\u4e14\u7ed3\u6784\u5316\u3002<\/p>\n<p><strong>\u6279\u5904\u7406\u4ee5\u907f\u514d\u8d85\u65f6<\/strong><\/p>\n<p>\u4e0d\u8981\u4e00\u6b21\u53d1\u9001 50 \u7bc7\u8bba\u6587\uff0c\u800c\u662f\u5206\u6279\u5904\u7406\uff08\u4f8b\u5982 10 \u7bc7\uff09\u3002\u8fd9\u80fd\u51cf\u5c11\u5ef6\u8fdf\u5cf0\u503c\u3001\u6545\u969c\u5f71\u54cd\u8303\u56f4\u548c\u6210\u672c\u610f\u5916\u3002\u8f83\u5c0f\u7684\u6279\u6b21\u4e5f\u4f7f\u5f97\u4ec5\u91cd\u8bd5\u5931\u8d25\u7684\u5757\u800c\u975e\u91cd\u65b0\u8fd0\u884c\u6240\u6709\u5185\u5bb9\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/p>\n<h3>\u7b2c\u4e94\u9636\u6bb5\uff1a\u8bc4\u5206\u4e0e\u7efc\u5408<\/h3>\n<p>\u5e76\u975e\u6bcf\u7bc7\u68c0\u7d22\u5230\u7684\u8bba\u6587\u90fd\u503c\u5f97\u4f60\u82b1\u8d39\u65f6\u95f4\u3002\u5982\u679c\u6ca1\u6709\u8bc4\u5206\uff0c\u4f60\u7684\u6d41\u6c34\u7ebf\u5c31\u4f1a\u53d8\u6210\u6570\u636e\u6d2a\u6d41\uff1a\u4f60\u5df2\u7ecf\u81ea\u52a8\u5316\u4e86\u91c7\u96c6\uff0c\u4f46\u4ecd\u9700\u624b\u52a8\u51b3\u5b9a\u9605\u8bfb\u5185\u5bb9\u3002\u8bc4\u5206\u6b63\u662f\u5c06\u201c\u5e9e\u5927\u7684\u7ed3\u679c\u5217\u8868\u201d\u8f6c\u5316\u4e3a\u4f60\u53ef\u4ee5\u4fe1\u4efb\u7684\u7cbe\u9009\u77ed\u540d\u5355\u7684\u5173\u952e\u3002<\/p>\n<p>\u6211\u5efa\u8bae\u8ba1\u7b97\u4e24\u4e2a\u4fe1\u53f7\uff1a<\/p>\n<ol data-id=\"o9d5df12-UIMK8W30\">\n<li data-id=\"ld70c578-g3UwL3Bv\"><strong>\u76f8\u5173\u6027\uff1a<\/strong>\u8fd9\u662f\u5426\u786e\u5b9e\u5173\u4e4e\u4f60\u7684\u7814\u7a76\u95ee\u9898\uff1f<\/li>\n<li data-id=\"ld70c578-dsI7Hs4G\"><strong>\u8d28\u91cf\/\u4f18\u5148\u7ea7\uff1a<\/strong>\u5982\u679c\u76f8\u5173\uff0c\u662f\u5426\u503c\u5f97\u4f18\u5148\u9605\u8bfb\uff1f<\/li>\n<\/ol>\n<p>\u5bf9\u4e8e<strong>\u76f8\u5173\u6027<\/strong>\uff0c\u4fdd\u6301\u7b80\u5355\u4e14\u53ef\u89e3\u91ca\u3002\u8ba1\u7b97\u6807\u9898\u548c\u6458\u8981\u4e2d\u5173\u952e\u8bcd\u7684\u547d\u4e2d\u6b21\u6570\uff08\u4ee5\u53ca\u53ef\u9009\u7684\u63d0\u53d6\u51fa\u7684\u00a0<code>key_findings<\/code>\u00a0\u4e2d\u7684\u6b21\u6570\uff09\u3002\u6807\u9898\u5339\u914d\u5e94\u8d4b\u4e88\u66f4\u9ad8\u6743\u91cd\uff0c\u56e0\u4e3a\u6807\u9898\u662f\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7b80\u77ed\u6458\u8981\u3002\u6458\u8981\u5339\u914d\u4e5f\u5f88\u6709\u7528\uff0c\u4f46\u5e94\u8bbe\u7f6e\u4e0a\u9650\uff0c\u4ee5\u514d\u957f\u6458\u8981\u4e3b\u5bfc\u8bc4\u5206\u3002<\/p>\n<p>\u5bf9\u4e8e<strong>\u8d28\u91cf\/\u4f18\u5148\u7ea7<\/strong>\uff0c\u4f7f\u7528\u4f60\u5df2\u6709\u7684\u8f7b\u91cf\u7ea7\u5143\u6570\u636e\u3002<strong>\u65f6\u6548\u6027<\/strong>\u5728\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df\u4e2d\u662f\u4e00\u4e2a\u5f3a\u4fe1\u53f7\uff0c<strong>\u5f15\u7528\u6570<\/strong>\u4e5f\u6709\u5e2e\u52a9\uff0c\u4f46\u5e94\u5c06\u5176\u89c6\u4e3a\u5f31\u4fe1\u53f7\uff08\u5e76\u8bbe\u7f6e\u4e0a\u9650\uff09\uff0c\u4ee5\u514d\u65b0\u7684\u9ad8\u4ef7\u503c\u8bba\u6587\u53d7\u5230\u4e0d\u516c\u5e73\u7684\u60e9\u7f5a\u3002<\/p>\n<p>\u4e00\u4e2a\u7a33\u5065\u7684\u521d\u6b65\u8bc4\u5206\u6a21\u578b\u662f\uff1a\u52a0\u4e0a\u6807\u9898\u5956\u52b1\u5206\uff0c\u52a0\u4e0a\u8bbe\u9650\u7684\u6458\u8981\u5956\u52b1\u5206\uff0c\u52a0\u4e0a\u8bbe\u9650\u7684\u5f15\u7528\u6570\u5956\u52b1\u5206\uff0c\u5e76\u4e3a\u8fc7\u53bb\u4e24\u5e74\u7684\u8bba\u6587\u52a0\u4e0a\u5c11\u91cf\u65f6\u6548\u6027\u5956\u52b1\u5206\u3002\u7136\u540e\u4f7f\u7528\u7b2c\u4e00\u9636\u6bb5\u7684\u00a0<code>relevance_threshold<\/code>\u00a0\u7ed3\u679c\u8fdb\u884c\u8fc7\u6ee4\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\u6613\u4e8e\u8c03\u8bd5\u548c\u8c03\u4f18\uff1a\u4f60\u59cb\u7ec8\u53ef\u4ee5\u89e3\u91ca\u4e3a\u4f55\u67d0\u7bc7\u8bba\u6587\u901a\u8fc7\u6216\u672a\u901a\u8fc7\u7b5b\u9009\u3002<\/p>\n<p>\u4e00\u65e6\u8fc7\u6ee4\u51fa\u4f60\u7684\u201c\u9ec4\u91d1\u201d\u7cbe\u9009\u96c6\uff0c\u7efc\u5408\u5de5\u4f5c\u53d8\u5f97\u66f4\u5b89\u5168\u3001\u66f4\u6709\u7528\u3002\u5c06\u6bcf\u7bc7\u5f55\u7528\u7684\u8bba\u6587\u5728 Google Sheets \u4e2d\u5199\u5165\u4e00\u884c\uff0c\u7136\u540e\u751f\u6210\u65e5\u62a5\/\u5468\u62a5 HTML \u6458\u8981\uff08\u4f8b\u5982\uff0c\u524d 5 \u7bc7\u8bba\u6587\u53ca\u5176 1-2 \u4e2a\u5173\u952e\u53d1\u73b0\uff09\uff0c\u5e76\u5305\u542b\u94fe\u63a5\u4ee5\u4fbf\u4f60\u5feb\u901f\u6838\u5b9e\u3002<\/p>\n<h3>\u9002\u5408\u521d\u5b66\u8005\u7684\u8bc4\u4f30\u65b9\u6cd5\uff08\u68c0\u7d22\u4e0e\u63d0\u53d6\u7684\u8d28\u91cf\u4fdd\u8bc1\uff09<\/h3>\n<p>AI \u5de5\u4f5c\u6d41\u5f80\u5f80\u4f1a\u6084\u7136\u53d1\u751f\u9000\u5316\u3002\u63d0\u793a\u8bcd\u7684\u5fae\u8c03\u3001\u6a21\u578b\u7684\u66f4\u65b0\u6216 API \u67b6\u6784\u7684\u53d8\u66f4\uff0c\u90fd\u53ef\u80fd\u5bfc\u81f4\u63d0\u53d6\u529f\u80fd\u635f\u574f\uff0c\u4e14\u4e0d\u629b\u51fa\u660e\u663e\u7684\u9519\u8bef\u3002\u6dfb\u52a0\u8f7b\u91cf\u7ea7\u8bc4\u4f30\uff0c\u662f\u533a\u5206\u201c\u4e0a\u5468\u8fd8\u80fd\u7528\u201d\u4e0e\u201c\u7cfb\u7edf\u53ef\u9760\u201d\u7684\u5173\u952e\u6240\u5728\u3002<\/p>\n<p>\u6b64\u5904\u7684\u76ee\u6807\u5e76\u975e\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u800c\u662f\u6dfb\u52a0\u5c0f\u578b\u3001\u4f4e\u6210\u672c\u7684\u68c0\u67e5\u673a\u5236\uff0c\u4ee5\u6355\u83b7\u6700\u5e38\u89c1\u7684\u6545\u969c\u6a21\u5f0f\uff1a<\/p>\n<ul data-id=\"u738a58b-A9SMaEBf\">\n<li data-id=\"ld70c578-5dZ2uYZD\">\u91c7\u96c6\u5668\u662f\u5426\u4ecd\u5728\u8fd4\u56de\u7ed3\u679c\uff1f<\/li>\n<li data-id=\"ld70c578-63jq22mt\">\u6211\u4eec\u662f\u5426\u786e\u5b9e\u79fb\u9664\u4e86\u91cd\u590d\u9879\uff1f<\/li>\n<li data-id=\"ld70c578-HQhlTgWm\">LLM \u662f\u5426\u8fd4\u56de\u4e86\u5305\u542b\u6240\u9700\u952e\u503c\u7684\u6709\u6548 JSON\uff1f<\/li>\n<\/ul>\n<p><strong>\u5728 n8n \u4e2d\u7684\u5177\u4f53\u5b9e\u73b0\u5f62\u5f0f\uff08\u793a\u4f8b\uff09<\/strong><\/p>\n<p>\u4e00\u79cd\u7b80\u5355\u7684\u5b9e\u73b0\u65b9\u5f0f\u662f\u5728\u63d0\u53d6\u6b65\u9aa4\u4e4b\u540e\u7acb\u5373\u6dfb\u52a0\u4e00\u4e2a\u201c\u65ad\u8a00\u201d\u4ee3\u7801\u8282\u70b9\uff0c\u5e76\u53ef\u9009\u62e9\u5728\u6807\u51c6\u5316\/\u53bb\u91cd\u4e4b\u540e\u6dfb\u52a0\u53e6\u4e00\u4e2a\u3002<\/p>\n<p>\u5b8f\u89c2\u5c42\u9762\uff0c\u8be5\u5de5\u4f5c\u6d41\u90e8\u5206\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<ol data-id=\"o9d5df12-UUFD9Anj\">\n<li data-id=\"ld70c578-4Ca8KCWW\">\u91c7\u96c6\u5668\uff08\u5e76\u884c HTTP Request \u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-tqEvfLso\">\u5408\u5e76\u7ed3\u679c<\/li>\n<li data-id=\"ld70c578-us3JZpuc\">\u6807\u51c6\u5316 + \u53bb\u91cd\uff08Code \u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-iqV9CiwQ\">\u6279\u91cf\u62c6\u5206\uff08\u53ef\u9009\uff09<\/li>\n<li data-id=\"ld70c578-uIuth7je\">LLM \u63d0\u53d6\uff08Groq\/OpenAI \u517c\u5bb9\u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-n9H64Y3J\">\u65ad\u8a00\uff08Code \u8282\u70b9\uff09<\/li>\n<li data-id=\"ld70c578-NwYMZ09k\">If \u8282\u70b9\uff08\u901a\u8fc7\/\u5931\u8d25\uff09<\/li>\n<li data-id=\"ld70c578-SdRfqTR1\">\u4ea4\u4ed8\uff08Sheets + \u7535\u5b50\u90ae\u4ef6\uff09<\/li>\n<\/ol>\n<p><strong>\u793a\u4f8b\uff1a\u63d0\u53d6\u540e\u7684\u65ad\u8a00\u4ee3\u7801\u8282\u70b9<\/strong><\/p>\n<p>\u8be5\u4ee3\u7801\u8282\u70b9\u5047\u8bbe\u6bcf\u4e00\u9879\u90fd\u662f\u4e00\u7bc7\u8bba\u6587\uff0c\u5305\u542b\uff1a<\/p>\n<ul data-id=\"u738a58b-ffLOZ9qj\">\n<li data-id=\"ld70c578-vIn5Tctv\">\u6807\u51c6\u5316\u5b57\u6bb5\u4e2d\u7684\u00a0<code>title<\/code>\uff08\u6807\u9898\uff09\u548c\u00a0<code>abstract<\/code>\uff08\u6458\u8981\uff09\uff0c\u4ee5\u53ca<\/li>\n<li data-id=\"ld70c578-pla4bzEA\">\u4e00\u4e2a\u00a0<code>extraction<\/code>\u00a0\u5b57\u6bb5\uff08\u6216\u4f60\u547d\u540d\u7684\u4efb\u4f55\u540d\u79f0\uff09\uff0c\u5305\u542b\u4f5c\u4e3a\u5bf9\u8c61\u6216 JSON \u5b57\u7b26\u4e32\u7684 LLM \u54cd\u5e94\u3002<\/li>\n<\/ul>\n<p>\u8bf7\u8c03\u6574\u5b57\u6bb5\u540d\u79f0\u4ee5\u5339\u914d\u4f60\u7684\u5b9e\u9645\u8282\u70b9\u8f93\u51fa\uff0c\u4f46\u6a21\u5f0f\u76f8\u540c\uff1a\u89e3\u6790\u3001\u9a8c\u8bc1\u5fc5\u9700\u952e\u3001\u8ba1\u7b97\u767e\u5206\u6bd4\uff0c\u7136\u540e\u51b3\u5b9a\u5931\u8d25\u6216\u8b66\u544a\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\"><span class=\"token keyword\">const<\/span> items <span class=\"token operator\">=<\/span> $input<span class=\"token punctuation\">.<\/span><span class=\"token function\">all<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">let<\/span> total <span class=\"token operator\">=<\/span> items<span class=\"token punctuation\">.<\/span>length<span class=\"token punctuation\">;<\/span>\r\n<span class=\"token keyword\">let<\/span> withTitle <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token keyword\">let<\/span> withAbstract <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">let<\/span> parseOk <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token keyword\">let<\/span> schemaOk <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> requiredKeys <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n  <span class=\"token string\">\"research_question\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"methodology\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"key_findings\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"limitations\"<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token string\">\"notes\"<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> failures <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token keyword\">let<\/span> i <span class=\"token operator\">=<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span> i <span class=\"token operator\">&lt;<\/span> items<span class=\"token punctuation\">.<\/span>length<span class=\"token punctuation\">;<\/span> i<span class=\"token operator\">++<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token keyword\">const<\/span> p <span class=\"token operator\">=<\/span> items<span class=\"token punctuation\">[<\/span>i<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>json<span class=\"token punctuation\">;<\/span>\r\n\r\n  <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span>title <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token function\">String<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span>title<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">trim<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>length <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> withTitle<span class=\"token operator\">++<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span>abstract <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token function\">String<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">.<\/span>abstract<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">trim<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>length <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> withAbstract<span class=\"token operator\">++<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n  <span class=\"token comment\">\/\/ \u6839\u636e\u60a8\u5b58\u50a8\u6a21\u578b\u8f93\u51fa\u7684\u4f4d\u7f6e\u8fdb\u884c\u8c03\u6574\uff1a<\/span>\r\n  <span class=\"token keyword\">const<\/span> raw <span class=\"token operator\">=<\/span> p<span class=\"token punctuation\">.<\/span>extraction <span class=\"token operator\">??<\/span> p<span class=\"token punctuation\">.<\/span>llm <span class=\"token operator\">??<\/span> p<span class=\"token punctuation\">.<\/span>model_output<span class=\"token punctuation\">;<\/span>\r\n\r\n  <span class=\"token keyword\">let<\/span> obj <span class=\"token operator\">=<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span>\r\n    obj <span class=\"token operator\">=<\/span> <span class=\"token keyword\">typeof<\/span> raw <span class=\"token operator\">===<\/span> <span class=\"token string\">\"string\"<\/span> <span class=\"token operator\">?<\/span> <span class=\"token constant\">JSON<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">parse<\/span><span class=\"token punctuation\">(<\/span>raw<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">:<\/span> raw<span class=\"token punctuation\">;<\/span>\r\n    parseOk<span class=\"token operator\">++<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n    failures<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">index<\/span><span class=\"token operator\">:<\/span> i<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">title<\/span><span class=\"token operator\">:<\/span> p<span class=\"token punctuation\">.<\/span>title <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">reason<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"JSON parse failed\"<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n    <span class=\"token keyword\">continue<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token punctuation\">}<\/span>\r\n\r\n  <span class=\"token keyword\">const<\/span> hasAllKeys <span class=\"token operator\">=<\/span> requiredKeys<span class=\"token punctuation\">.<\/span><span class=\"token function\">every<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">k<\/span> <span class=\"token operator\">=&gt;<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">.<\/span>prototype<span class=\"token punctuation\">.<\/span><span class=\"token function\">hasOwnProperty<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">call<\/span><span class=\"token punctuation\">(<\/span>obj<span class=\"token punctuation\">,<\/span> k<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>hasAllKeys<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n    failures<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">index<\/span><span class=\"token operator\">:<\/span> i<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">title<\/span><span class=\"token operator\">:<\/span> p<span class=\"token punctuation\">.<\/span>title <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">reason<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"Missing required keys\"<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n    <span class=\"token keyword\">continue<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token punctuation\">}<\/span>\r\n\r\n  <span class=\"token comment\">\/\/ \u53ef\u9009\uff1a\u786e\u4fdd\u6570\u7ec4\u7c7b\u578b\u6b63\u786e<\/span>\r\n  <span class=\"token keyword\">const<\/span> arraysOk <span class=\"token operator\">=<\/span> Array<span class=\"token punctuation\">.<\/span><span class=\"token function\">isArray<\/span><span class=\"token punctuation\">(<\/span>obj<span class=\"token punctuation\">.<\/span>key_findings<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&amp;&amp;<\/span> Array<span class=\"token punctuation\">.<\/span><span class=\"token function\">isArray<\/span><span class=\"token punctuation\">(<\/span>obj<span class=\"token punctuation\">.<\/span>limitations<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>arraysOk<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>\r\n    failures<span class=\"token punctuation\">.<\/span><span class=\"token function\">push<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">index<\/span><span class=\"token operator\">:<\/span> i<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">title<\/span><span class=\"token operator\">:<\/span> p<span class=\"token punctuation\">.<\/span>title <span class=\"token operator\">||<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">reason<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">\"key_findings\/limitations not arrays\"<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n    <span class=\"token keyword\">continue<\/span><span class=\"token punctuation\">;<\/span>\r\n  <span class=\"token punctuation\">}<\/span>\r\n\r\n  schemaOk<span class=\"token operator\">++<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token punctuation\">}<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> <span class=\"token function-variable function\">pct<\/span> <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token parameter\">n<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">=&gt;<\/span> <span class=\"token punctuation\">(<\/span>total <span class=\"token operator\">===<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">?<\/span> <span class=\"token number\">0<\/span> <span class=\"token operator\">:<\/span> Math<span class=\"token punctuation\">.<\/span><span class=\"token function\">round<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>n <span class=\"token operator\">\/<\/span> total<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> report <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">{<\/span>\r\n  <span class=\"token literal-property property\">total_papers<\/span><span class=\"token operator\">:<\/span> total<span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token literal-property property\">pct_with_title<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">pct<\/span><span class=\"token punctuation\">(<\/span>withTitle<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token literal-property property\">pct_with_abstract<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">pct<\/span><span class=\"token punctuation\">(<\/span>withAbstract<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token literal-property property\">pct_extraction_json_parse_ok<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">pct<\/span><span class=\"token punctuation\">(<\/span>parseOk<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token literal-property property\">pct_extraction_schema_ok<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">pct<\/span><span class=\"token punctuation\">(<\/span>schemaOk<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token literal-property property\">failures_sample<\/span><span class=\"token operator\">:<\/span> failures<span class=\"token punctuation\">.<\/span><span class=\"token function\">slice<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token comment\">\/\/ \u51b3\u5b9a\u901a\u8fc7\/\u5931\u8d25\u7684\u9608\u503c<\/span>\r\n<span class=\"token keyword\">const<\/span> <span class=\"token constant\">HARD_FAIL_PARSE_BELOW<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">90<\/span><span class=\"token punctuation\">;<\/span>\r\n<span class=\"token keyword\">const<\/span> <span class=\"token constant\">HARD_FAIL_SCHEMA_BELOW<\/span> <span class=\"token operator\">=<\/span> <span class=\"token number\">85<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">const<\/span> shouldFail <span class=\"token operator\">=<\/span>\r\n  report<span class=\"token punctuation\">.<\/span>pct_extraction_json_parse_ok <span class=\"token operator\">&lt;<\/span> <span class=\"token constant\">HARD_FAIL_PARSE_BELOW<\/span> <span class=\"token operator\">||<\/span>\r\n  report<span class=\"token punctuation\">.<\/span>pct_extraction_schema_ok <span class=\"token operator\">&lt;<\/span> <span class=\"token constant\">HARD_FAIL_SCHEMA_BELOW<\/span><span class=\"token punctuation\">;<\/span>\r\n\r\n<span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>\r\n  <span class=\"token punctuation\">{<\/span>\r\n    <span class=\"token literal-property property\">json<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span>\r\n      <span class=\"token literal-property property\">eval_report<\/span><span class=\"token operator\">:<\/span> report<span class=\"token punctuation\">,<\/span>\r\n      shouldFail<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n  <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">;<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<li>53.<\/li>\n<li>54.<\/li>\n<li>55.<\/li>\n<li>56.<\/li>\n<li>57.<\/li>\n<li>58.<\/li>\n<li>59.<\/li>\n<li>60.<\/li>\n<li>61.<\/li>\n<li>62.<\/li>\n<li>63.<\/li>\n<li>64.<\/li>\n<li>65.<\/li>\n<li>66.<\/li>\n<li>67.<\/li>\n<li>68.<\/li>\n<li>69.<\/li>\n<li>70.<\/li>\n<li>71.<\/li>\n<li>72.<\/li>\n<li>73.<\/li>\n<li>74.<\/li>\n<li>75.<\/li>\n<li>76.<\/li>\n<li>77.<\/li>\n<li>78.<\/li>\n<li>79.<\/li>\n<li>80.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u7136\u540e\u6dfb\u52a0\u4e00\u4e2a\u00a0<strong>If<\/strong>\u00a0\u8282\u70b9\uff1a<\/p>\n<ul data-id=\"u738a58b-rWj7rRqf\">\n<li data-id=\"ld70c578-Ci7cAi0Q\">\u5982\u679c\u00a0<code>shouldFail<\/code>\u00a0\u4e3a\u771f\uff0c\u5219\u8def\u7531\u5230\u201c\u8b66\u62a5\/\u505c\u6b62\u201d\u5206\u652f\uff08Slack\/\u7535\u5b50\u90ae\u4ef6\/\u65e5\u5fd7\uff09\uff0c\u5e76\u53ef\u9009\u62e9\u505c\u6b62\u5de5\u4f5c\u6d41\u3002<\/li>\n<li data-id=\"ld70c578-EpZm968g\">\u5982\u679c\u4e3a\u5047\uff0c\u5219\u7ee7\u7eed\u8fdb\u5165\u4ea4\u4ed8\u9636\u6bb5\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u76f8\u5f53\u4e8e\u81ea\u52a8\u5316\u7684\u5355\u5143\u6d4b\u8bd5\uff1a\u5c0f\u578b\u3001\u5ec9\u4ef7\u4e14\u6781\u5176\u6709\u6548\u3002\u5f53\u4e0a\u6e38\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u5b83\u8fd8\u80fd\u4e3a\u4f60\u63d0\u4f9b\u5177\u4f53\u7684\u8bb0\u5f55\u8f68\u8ff9\u3002<\/p>\n<h3>\u5173\u952e\u7ecf\u9a8c\u4e0e\u9519\u8bef\u5904\u7406<\/h3>\n<p>\u6784\u5efa\u6b64\u81ea\u52a8\u5316\u7cfb\u7edf\u8ba9\u6211\u6df1\u523b\u8ba4\u8bc6\u5230\uff0c\u6700\u4f73\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\u521d\u8877\u5373\u662f\u4e3a\u4e86\u5e94\u5bf9\u6545\u969c\u3002<\/p>\n<p>\u9996\u5148\uff0c<strong>\u5bb9\u9519\u80fd\u529b\u5e76\u975e\u53ef\u9009\u9879<\/strong>\u3002\u7edd\u4e0d\u5e94\u8ba9\u5355\u4e2a API \u7684\u5931\u8d25\u5bfc\u81f4\u6574\u4e2a\u5de5\u4f5c\u6d41\u5d29\u6e83\u3002\u5e94\u5728 HTTP \u8282\u70b9\u4e0a\u542f\u7528\u201c\u51fa\u9519\u65f6\u7ee7\u7eed\u201d\u9009\u9879\uff0c\u5408\u5e76\u90e8\u5206\u7ed3\u679c\uff0c\u5e76\u5728\u6700\u7ec8\u62a5\u544a\u4e2d\u8bb0\u5f55\u5931\u8d25\u7684\u6570\u636e\u6e90\uff0c\u4ee5\u4fbf\u4f60\u5728\u4e0d\u4e22\u5931\u6574\u6b21\u8fd0\u884c\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u8c03\u8bd5\u3002<\/p>\n<p>\u5176\u6b21\uff0c<strong>\u6279\u5904\u7406\u662f\u4f60\u7684\u5f97\u529b\u52a9\u624b<\/strong>\u3002\u5206\u6279\u5904\u7406\u8bba\u6587\uff08\u901a\u5e38\u4e3a 5-15 \u7bc7\uff09\u53ef\u51cf\u5c11\u8d85\u65f6\u548c\u6210\u672c\u6fc0\u589e\u3002\u4fdd\u6301\u5927\u8bed\u8a00\u6a21\u578b\u8d1f\u8f7d\u7cbe\u7b80\uff0c\u4ec5\u5173\u6ce8\u5b9e\u9645\u6240\u9700\u5185\u5bb9\uff08\u5143\u6570\u636e + \u6458\u8981\uff09\uff0c\u5e76\u5bf9\u6682\u65f6\u6027\u6545\u969c\u8fdb\u884c\u4e00\u6b21\u91cd\u8bd5\uff0c\u800c\u975e\u53cd\u590d\u51b2\u51fb\u6a21\u578b\u6216 API\u3002<\/p>\n<p>\u7b2c\u4e09\uff0c<strong>\u7ed3\u6784\u5316\u63d0\u793a\u662f\u786e\u4fdd AI \u5728\u81ea\u52a8\u5316\u4e2d\u53ef\u9760\u6027\u7684\u5173\u952e<\/strong>\u3002\u4e25\u683c\u7684 JSON \u6a21\u5f0f\u51b3\u5b9a\u4e86\u5de5\u4f5c\u6d41\u662f\u80fd\u591f\u65e0\u4eba\u503c\u5b88\u8fd0\u884c\uff0c\u8fd8\u662f\u968f\u673a\u4e2d\u65ad\u3002\u8bf7\u4fdd\u6301\u8f83\u4f4e\u7684\u6e29\u5ea6\u53c2\u6570\uff0c\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u5f3a\u5236\u6267\u884c\u6a21\u5f0f\u7ea6\u675f\uff0c\u5e76\u901a\u8fc7\u7b80\u5355\u7684\u89e3\u6790\u4e0e\u65ad\u8a00\u68c0\u67e5\u9a8c\u8bc1\u4e0b\u6e38\u6240\u6709\u5185\u5bb9\u3002<\/p>\n<h3>\u7ed3\u8bed<\/h3>\n<p>\u4e00\u4e2a\u4f18\u79c0\u7684\u7814\u7a76\u6d41\u6c34\u7ebf\u4e0d\u4ec5\u80fd\u68c0\u7d22\u8bba\u6587\uff0c\u66f4\u80fd\u5c06\u5206\u6563\u7684\u7ed3\u679c\u8f6c\u5316\u4e3a\u4e00\u81f4\u3001\u53bb\u91cd\u3001\u8bc4\u5206\u4e14\u968f\u65f6\u53ef\u5ba1\u9605\u7684\u53ef\u4fe1\u77ed\u540d\u5355\u3002<\/p>\n<p>\u901a\u8fc7\u5c06 n8n \u5de5\u4f5c\u6d41\u89c6\u4e3a\u8f6f\u4ef6\u6765\u5bf9\u5f85\u2014\u2014\u91c7\u7528\u6a21\u5757\u5316\u9636\u6bb5\u3001\u6b65\u9aa4\u95f4\u7684\u4e25\u683c\u5951\u7ea6\u4ee5\u53ca\u8f7b\u91cf\u7ea7\u8bc4\u4f30\u68c0\u67e5\u2014\u2014\u4f60\u53ef\u4ee5\u5c06\u8017\u65f6\u7684\u624b\u52a8\u6587\u732e\u7efc\u8ff0\u538b\u7f29\u4e3a\u4e00\u4e2a\u5feb\u901f\u3001\u53ef\u91cd\u590d\u7684\u8fc7\u7a0b\uff0c\u4e14\u8be5\u8fc7\u7a0b\u80fd\u591f\u627f\u53d7\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684 API \u6545\u969c\u4e0e\u6a21\u578b\u5f02\u5e38\u3002<\/p>\n<p>\u82e5\u4f60\u5728\u6784\u5efa\u65f6\u91c7\u7528\u826f\u597d\u7684\u9ed8\u8ba4\u8bbe\u7f6e\uff08\u6545\u969c\u9694\u79bb\u3001\u6279\u5904\u7406\u3001\u6807\u51c6\u5316\u3001\u4e25\u683c JSON \u63d0\u53d6\u53ca\u7b80\u5355\u8bc4\u5206\uff09\uff0c\u6700\u7ec8\u5c06\u83b7\u5f97\u4e00\u4e2a\u53ef\u6bcf\u65e5\u6216\u6bcf\u5468\u8fd0\u884c\u3001\u4e14\u771f\u6b63\u503c\u5f97\u4f9d\u8d56\u7684\u7cfb\u7edf\uff0c\u4ece\u800c\u5f7b\u5e95\u6446\u8131\u624b\u52a8\u64cd\u4f5c\u7684\u75b2\u52b3\u3002<\/p>\n<h3>\u8bd1\u8005\u4ecb\u7ecd<\/h3>\n<p>\u6768\u660a\u9716\uff0c51CTO\u793e\u533a\u7f16\u8f91\uff0c\u73b0\u4e8e\u534e\u5317\u6cb9\u7530\u6570\u667a\u6280\u672f\u516c\u53f8\u4efb\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u4e3b\u8981\u8d1f\u8d23\u4eba\u5de5\u667a\u80fd\u3001\u5927\u6a21\u578b\u3001\u8fb9\u7f18\u8ba1\u7b97\u7684\u76f8\u5173\u4e1a\u52a1\uff0c\u53d1\u8868\u8fc7\u591a\u7bc7\u8bba\u6587\u53ca\u4e13\u5229\u3002<\/p>\n<p>\u539f\u6587\u6807\u9898\uff1a<u>How to Build an AI-Powered Research Automation System with n8n, Groq, and Academic APIs<\/u>\uff0c\u4f5c\u8005\uff1aChidozie Managwu<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29156\" class=\"pvc_stats total_only  \" data-element-id=\"29156\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u901a\u8fc7\u5c06 n8n \u5de5\u4f5c\u6d41\u89c6\u4e3a\u8f6f\u4ef6\u6765\u5bf9\u5f85\uff0c\u4f60\u53ef\u4ee5\u5c06\u8017\u65f6\u7684\u624b\u52a8\u6587\u732e\u7efc\u8ff0\u538b\u7f29\u4e3a\u4e00\u4e2a\u5feb\u901f\u3001\u53ef\u91cd\u590d\u7684\u8fc7\u7a0b\uff0c\u4e14\u8be5\u8fc7\u7a0b\u80fd\u591f\u627f\u53d7 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29156\" class=\"pvc_stats total_only  \" data-element-id=\"29156\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,23,20,80],"tags":[2140,2139],"class_list":["post-29156","post","type-post","status-publish","format-standard","hentry","category-ai","category-23","category-20","category-80","tag-groq--api-","tag--n8n"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=29156"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29156\/revisions"}],"predecessor-version":[{"id":29157,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/29156\/revisions\/29157"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=29156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=29156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=29156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}