{"id":5281,"date":"2024-12-09T22:46:41","date_gmt":"2024-12-09T14:46:41","guid":{"rendered":"https:\/\/nullthought.net\/?p=5281"},"modified":"2024-12-09T22:46:43","modified_gmt":"2024-12-09T14:46:43","slug":"%e5%88%a9%e7%94%a8%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llms%ef%bc%89%e8%bf%9b%e8%a1%8c%e6%95%b0%e6%8d%ae%e6%8c%96%e6%8e%98%ef%bc%8c%e4%bb%8e%e8%80%8c%e5%ad%a6%e4%b9%a0%e8%82%bd","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5281","title":{"rendered":"\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u8fdb\u884c\u6570\u636e\u6316\u6398\uff0c\u4ece\u800c\u5b66\u4e60\u80bd\u81ea\u7ec4\u88c5\uff08peptide self-assembly\uff09\u7684\u89c4\u5219"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2411.05421\" target=\"_blank\" rel=\"noreferrer noopener\">Learning the rules of peptide self-assembly through data mining with large language models<\/a><\/strong>\uff08\u300a\u901a\u8fc7\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u6316\u6398\u5b66\u4e60\u80bd\u81ea\u7ec4\u88c5\u7684\u89c4\u5219\u300b\uff09\u7cfb\u7edf\u6027\u7814\u7a76\u4e86\u80bd\u7684\u81ea\u7ec4\u88c5\u884c\u4e3a\uff0c\u91cd\u70b9\u5728\u4e8e\u7ed3\u5408\u5b9e\u9a8c\u6570\u636e\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\u6784\u5efa\u80bd\u81ea\u7ec4\u88c5\u884c\u4e3a\u7684\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u5f00\u53d1\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u9ad8\u6548\u6587\u732e\u6316\u6398\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aZhenze Yang, Sarah K. Yorke, Tuomas P. J. Knowles, Markus J. Buehler\uff0c\u6765\u81eaMIT\u548cUniversity of Cambridge\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"952\" height=\"606\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-7.png\" alt=\"\" class=\"wp-image-5282\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-7.png 952w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-7-300x191.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/image-7-768x489.png 768w\" sizes=\"auto, (max-width: 952px) 100vw, 952px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2411.05421\" target=\"_blank\" rel=\"noreferrer noopener\">Learning the rules of peptide self-assembly through data mining with large language models<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001<strong>\u80cc\u666f\u4e0e\u7814\u7a76\u52a8\u673a<\/strong><\/h4>\n\n\n\n<p>\u80bd\u81ea\u7ec4\u88c5\uff08peptide self-assembly\uff09\u662f\u6307\u80bd\u5206\u5b50\u901a\u8fc7\u5f31\u7684\u975e\u5171\u4ef7\u76f8\u4e92\u4f5c\u7528\uff08\u5982\u6c22\u952e\u3001\u8303\u5fb7\u534e\u529b\u7b49\uff09\u81ea\u884c\u805a\u96c6\u3001\u6392\u5217\u6210\u7279\u5b9a\u7684\u7ed3\u6784\u3002\u80bd\u81ea\u7ec4\u88c5\u5728\u751f\u7269\u6750\u6599\u3001\u7eb3\u7c73\u6280\u672f\u3001\u836f\u7269\u9012\u9001\u3001\u7ec4\u7ec7\u5de5\u7a0b\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u5e94\u7528\u3002\u7136\u800c\uff0c\u80bd\u81ea\u7ec4\u88c5\u7684\u884c\u4e3a\u975e\u5e38\u590d\u6742\uff0c\u53d7\u591a\u79cd\u5185\u5728\u548c\u5916\u5728\u56e0\u7d20\uff08\u5982\u80bd\u5e8f\u5217\u3001\u73af\u5883\u6761\u4ef6\u3001\u6eb6\u5242\u7c7b\u578b\u3001pH\u503c\u3001\u6e29\u5ea6\u7b49\uff09\u7684\u5f71\u54cd\u3002\u5c3d\u7ba1\u5df2\u6709\u5927\u91cf\u5b9e\u9a8c\u7814\u7a76\u63a2\u8ba8\u4e86\u8fd9\u4e9b\u56e0\u7d20\u5bf9\u80bd\u81ea\u7ec4\u88c5\u7684\u5f71\u54cd\uff0c\u4f46\u76ee\u524d\u7f3a\u4e4f\u4e00\u4e2a\u7cfb\u7edf\u5316\u7684\u7814\u7a76\uff0c\u80fd\u591f\u5c06\u8fd9\u4e9b\u5206\u6563\u7684\u5b9e\u9a8c\u6570\u636e\u6574\u5408\u8d77\u6765\uff0c\u5e76\u5168\u9762\u603b\u7ed3\u5f71\u54cd\u80bd\u81ea\u7ec4\u88c5\u884c\u4e3a\u7684\u57fa\u672c\u89c4\u5219\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u5e0c\u671b\u901a\u8fc7\u7ed3\u5408\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001<strong>\u4e3b\u8981\u8d21\u732e<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6536\u96c6<\/strong>\uff1a\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b\u8d85\u8fc71,000\u6761\u6570\u636e\u7684\u80bd\u81ea\u7ec4\u88c5\u6570\u636e\u5e93\uff0c\u5176\u4e2d\u5305\u542b\u80bd\u5e8f\u5217\u3001\u5b9e\u9a8c\u6761\u4ef6\u3001\u7ec4\u88c5\u76f8\u6001\u7b49\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/strong>\uff1a\u57fa\u4e8e\u4e0a\u8ff0\u6570\u636e\uff0c\u8bad\u7ec3\u4e86\u591a\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u5982\u968f\u673a\u68ee\u6797\u3001\u652f\u6301\u5411\u91cf\u673a\u7b49\uff09\uff0c\u5e76\u5e94\u7528\u4e8e\u9884\u6d4b\u80bd\u7684\u81ea\u7ec4\u88c5\u76f8\u6001\u3002<\/li>\n\n\n\n<li><strong>\u5927\u8bed\u8a00\u6a21\u578b<\/strong>\uff1a\u5f00\u53d1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-3.5\uff09\u7684\u6587\u732e\u6316\u6398\u7cfb\u7edf\uff0c\u4ece\u6587\u732e\u4e2d\u9ad8\u6548\u63d0\u53d6\u5b9e\u9a8c\u6570\u636e\uff0c\u4e3a\u80bd\u81ea\u7ec4\u88c5\u7684\u7814\u7a76\u63d0\u4f9b\u65b0\u7684\u5de5\u5177\u3002<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u5de5\u5177\u7684\u521b\u65b0<\/strong>\uff1a\u63d0\u51fa\u4e86\u4e00\u4e2a\u7ed3\u5408\u4eba\u5de5\u4e0eLLM\u7684\u9ad8\u6548\u6570\u636e\u6316\u6398\u6d41\u7a0b\uff0c\u80fd\u591f\u5927\u5927\u63d0\u9ad8\u6587\u732e\u6570\u636e\u63d0\u53d6\u7684\u6548\u7387\uff0c\u51cf\u5c11\u4eba\u5de5\u5de5\u4f5c\u91cf\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001<strong>\u65b9\u6cd5\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. <strong>\u6570\u636e\u6536\u96c6\u4e0e\u6570\u636e\u5e93\u5efa\u8bbe<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u6e90<\/strong>\uff1a\u4ece\u5df2\u5b58\u5728\u7684SAPdb\u6570\u636e\u5e93\uff08\u5305\u62ec1,049\u6761\u8bb0\u5f55\uff09\u4e2d\u7b5b\u9009\u51fa\u7b26\u5408\u5b9e\u9a8c\u6761\u4ef6\u7684\u6587\u732e\u6570\u636e\u3002SAPdb\u4e3b\u8981\u5305\u542b\u4e86\u77ed\u80bd\uff08\u5982\u4e8c\u80bd\u3001\u4e09\u80bd\uff09\u7684\u81ea\u7ec4\u88c5\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u7b5b\u9009<\/strong>\uff1a\u7b5b\u9009\u51fa75\u7bc7\u6587\u732e\uff0c\u63d0\u53d6\u5176\u4e2d\u5305\u542b\u80bd\u5e8f\u5217\u3001\u6eb6\u5242\u3001\u6e29\u5ea6\u3001pH\u3001\u6d53\u5ea6\u7b49\u5b9e\u9a8c\u53c2\u6570\u7684\u6570\u636e\u3002\u6700\u7ec8\u6784\u5efa\u4e86\u4e00\u4e2a\u5305\u542b1,012\u6761\u6570\u636e\u7684\u6570\u636e\u5e93\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2. <strong>\u6570\u636e\u5904\u7406\u4e0e\u7279\u5f81\u8bbe\u8ba1<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u7c7b\u7279\u5f81<\/strong>\uff1a\u5305\u62ec\u80bd\u5e8f\u5217\u3001N\u7aef\u4fee\u9970\u3001C\u7aef\u4fee\u9970\u3001\u975e\u672b\u7aef\u4fee\u9970\u3001\u662f\u5426\u662f\u7ebf\u6027\u80bd\u6216\u73af\u72b6\u80bd\u3001\u80bd\u7cfb\u7edf\u7684\u7c7b\u578b\uff08\u80bd\/\u5171\u8f6d\u7269\/\u6df7\u5408\u7269\uff09\u7b499\u4e2a\u5206\u7c7b\u7279\u5f81\u3002\u8fd9\u4e9b\u7279\u5f81\u901a\u5e38\u662f\u901a\u8fc7\u4eba\u5de5\u6807\u6ce8\u548c\u6587\u672c\u6316\u6398\u5f97\u5230\u7684\u3002<\/li>\n\n\n\n<li><strong>\u6570\u503c\u7279\u5f81<\/strong>\uff1a\u5305\u62ec\u6eb6\u5242\u6bd4\u7387\u3001\u80bd\u6d53\u5ea6\u3001pH\u503c\u3001\u6e29\u5ea6\u7b494\u4e2a\u6570\u503c\u7279\u5f81\u3002\u6240\u6709\u6570\u503c\u6570\u636e\u90fd\u8fdb\u884c\u4e86\u5f52\u4e00\u5316\u5904\u7406\uff0c\u4ee5\u4fbf\u8f93\u5165\u5230\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5206\u5e03<\/strong>\uff1a\u6570\u636e\u7684\u81ea\u7ec4\u88c5\u76f8\u6001\u5206\u5e03\u5982\u4e0b\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u6700\u5e38\u89c1\u7684\u76f8\u6001<\/strong>\uff1a\u5305\u62ec\u201c\u65e0\u7ec4\u88c5\u201d\uff08no-assembly\uff09\uff0c\u8fd9\u4e00\u7c7b\u6570\u636e\u662f\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65f6\u975e\u5e38\u5173\u952e\u7684\u201c\u8d1f\u6837\u672c\u201d\u3002<\/li>\n\n\n\n<li><strong>\u5176\u4ed6\u81ea\u7ec4\u88c5\u76f8\u6001<\/strong>\uff1a\u5982\u6c34\u51dd\u80f6\uff08hydrogel\uff09\u3001\u7ea4\u7ef4\uff08fiber\uff09\u3001\u7403\u5f62\uff08sphere\uff09\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. <strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8bad\u7ec3\u4e0e\u4f18\u5316<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u4f7f\u7528\u4e86\u56db\u79cd\u7ecf\u5178\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff1a\n<ol class=\"wp-block-list\">\n<li><strong>\u968f\u673a\u68ee\u6797\uff08Random Forest\uff0cRF\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u591a\u5c42\u611f\u77e5\u5668\uff08Multilayer Perceptron\uff0cMLP\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u9ad8\u65af\u8fc7\u7a0b\u5206\u7c7b\u5668\uff08Gaussian Process Classifier\uff0cGPC\uff09<\/strong><\/li>\n\n\n\n<li><strong>K\u6700\u8fd1\u90bb\uff08K-Nearest Neighbor\uff0cKNC\uff09<\/strong><\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u8bc4\u4f30\u6307\u6807<\/strong>\uff1a\u4f7f\u7528\u7cbe\u5ea6\uff08precision\uff09\u3001\u53ec\u56de\u7387\uff08recall\uff09\u548cF1\u5206\u6570\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u8868\u73b0\u3002\u5728\u6240\u6709\u6a21\u578b\u4e2d\uff0c\u968f\u673a\u68ee\u6797\uff08RF\uff09\u6a21\u578b\u7684\u8868\u73b0\u6700\u4e3a\u4f18\u8d8a\uff0c\u8fbe\u5230\u4e86\u7cbe\u5ea60.814\u3001\u53ec\u56de\u73870.806\u3001F1\u5206\u65700.808\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u4e0d\u5e73\u8861\u5904\u7406<\/strong>\uff1a\u7531\u4e8e\u6570\u636e\u96c6\u4e2d\u67d0\u4e9b\u76f8\u6001\uff08\u5982\u201c\u65e0\u7ec4\u88c5\u201d\uff09\u7684\u6570\u636e\u91cf\u8f83\u5927\uff0c\u800c\u5176\u4ed6\u76f8\u6001\u7684\u6570\u636e\u91cf\u8f83\u5c11\uff0c\u91c7\u7528\u4e86SMOTE\uff08Synthetic Minority Oversampling Technique\uff09\u7b97\u6cd5\u5bf9\u6570\u636e\u8fdb\u884c\u4e86\u8fc7\u91c7\u6837\uff0c\u4ee5\u5e73\u8861\u5404\u4e2a\u7c7b\u522b\u7684\u6837\u672c\u6570\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u91cd\u8981\u6027\u5206\u6790<\/strong>\uff1a\u4f7f\u7528SHAP\uff08SHapley Additive exPlanations\uff09\u65b9\u6cd5\u5206\u6790\u4e86\u8f93\u5165\u7279\u5f81\u5bf9\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u5f71\u54cd\u3002\u53d1\u73b0\u201c\u6eb6\u6db2\u73af\u5883\u201d\uff08solution\uff09\u3001N\u7aef\u4fee\u9970\uff08N-terminal modification\uff09\u548c\u80bd\u6d53\u5ea6\uff08concentration\uff09\u662f\u6700\u91cd\u8981\u7684\u5f71\u54cd\u56e0\u7d20\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>4. \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8f85\u52a9\u7684\u6587\u732e\u6316\u6398<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u732e\u6570\u636e\u6316\u6398\u6d41\u7a0b<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u732e\u83b7\u53d6<\/strong>\uff1a\u4ece75\u7bc7\u76f8\u5173\u6587\u732e\u4e2d\u63d0\u53d6\u6587\u672c\u6570\u636e\uff0c\u4f7f\u7528PDFMiner\u5de5\u5177\u5c06PDF\u6587\u4ef6\u8f6c\u6362\u4e3a\u6587\u672c\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u9a8c\u90e8\u5206\u7b5b\u9009<\/strong>\uff1a\u6839\u636e\u6587\u7ae0\u7684\u6807\u9898\u548c\u6bb5\u843d\u6807\u5934\uff08\u5982\u201cMaterial(s)\u201d\u3001\u201cMethod(s)\u201d\u3001\u201cExperimental section\u201d\uff09\u7b5b\u9009\u51fa\u5305\u542b\u5b9e\u9a8c\u7ec6\u8282\u7684\u6bb5\u843d\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u8bcd\u7b5b\u9009<\/strong>\uff1a\u901a\u8fc7\u8bbe\u5b9a\u5173\u952e\u8bcd\uff08\u5982\u201chydrogel\u201d\u3001\u201cfiber\u201d\u7b49\uff09\u7b5b\u9009\u51fa\u5305\u542b\u81ea\u7ec4\u88c5\u4fe1\u606f\u7684\u6bb5\u843d\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u5fae\u8c03<\/strong>\uff1a\u5c06\u624b\u52a8\u6784\u5efa\u7684\u6570\u636e\u5e93\uff08\u5305\u542b52\u7bc7\u6587\u732e\u7684\u8bad\u7ec3\u96c6\u4e0e23\u7bc7\u6587\u732e\u7684\u6d4b\u8bd5\u96c6\uff09\u7528\u4f5c\u5fae\u8c03GPT-3.5\u6a21\u578b\u7684\u57fa\u7840\u3002\u901a\u8fc7\u5fae\u8c03\uff0c\u6a21\u578b\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u4ece\u6587\u732e\u4e2d\u63d0\u53d6\u4fe1\u606f\u7684\u51c6\u786e\u6027\uff0c\u5c24\u5176\u5728\u5206\u7c7b\u7279\u5f81\u7684\u63d0\u53d6\u4e0a\uff0c\u5fae\u8c03\u540e\u7684\u6a21\u578b\u7684\u51c6\u786e\u7387\u8fbe\u5230\u4e8680%\u4ee5\u4e0a\uff0c\u800c\u539f\u59cb\u6a21\u578b\u53ea\u670962.7%\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001<strong>\u7ed3\u679c<\/strong><\/h4>\n\n\n\n<ol 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class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Peptideminer on GitHub:  <a href=\"https:\/\/github.com\/lamm-mit\/peptideminer\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/lamm-mit\/peptideminer<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Learning the rules of peptide self-assembly through d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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d&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5281","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5281"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5281\/revisions"}],"predecessor-version":[{"id":5283,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5281\/revisions\/5283"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}