{"id":5104,"date":"2026-05-15T17:18:30","date_gmt":"2026-05-15T09:18:30","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5104"},"modified":"2026-05-15T17:18:30","modified_gmt":"2026-05-15T09:18:30","slug":"202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-nutrimatch-harmonizing-food-composition-databases-with-large-language-models-for-enhanced-nutritional-prediction","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-nutrimatch-harmonizing-food-composition-databases-with-large-language-models-for-enhanced-nutritional-prediction\/","title":{"rendered":"202605 \u8bba\u6587\u7814\u8bfb-NutriMatch: harmonizing food composition databases with large language models for enhanced nutritional prediction"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a Adam Jankelow, Anastasia Godneva, Michal Rein, Dorit Samocha-Bonet, Daphna Weissglas-Volkov, Shahar Zohar, Tal Shor, Eran Segal \u7b49<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a Pheno.AI\u3001Weizmann Institute of Science\u3001Garvan Institute of Medical Research\u3001UNSW Sydney\u3001Mohamed bin Zayed University of Artificial Intelligence \u7b49<\/p>\n\n\n\n<p>\u6765\u6e90\uff1a npj Digital Public Health<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a Received: 2025.06.08\uff1bAccepted: 2025.08.20\uff1bPublished: 2026<\/p>\n\n\n\n<p>\u94fe\u63a5\uff1a<u><a href=\"https:\/\/www.cell.com\/patterns\/fulltext\/S2666-3899(25)00082-0\" target=\"_blank\" rel=\"noreferrer noopener\">[<\/a><\/u><a href=\"https:\/\/www.nature.com\/articles\/s44482-025-00001-7\">NutriMatch: harmonizing food composition databases with large language models for enhanced nutritional prediction<\/a><u><a href=\"https:\/\/www.cell.com\/patterns\/fulltext\/S2666-3899(25)00082-0\" target=\"_blank\" rel=\"noreferrer noopener\">]<\/a><\/u><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%B8%80.-%E7%A0%94%E7%A9%B6%E8%83%8C%E6%99%AF\">\u4e00. \u7814\u7a76\u80cc\u666f<\/h3>\n\n\n\n<p>\u5728\u98df\u54c1\u8425\u517b\u5206\u6790\u91cc\uff0c\u6709\u4e00\u4e2a\u975e\u5e38\u57fa\u7840\u4f46\u53c8\u5f88\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u95ee\u9898\uff1a<strong>\u4e0d\u540c\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\u4e4b\u95f4\u5e76\u4e0d\u7edf\u4e00<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u5e73\u65f6\u505a\u98df\u54c1\u5065\u5eb7\u5ea6\u8bc4\u4ef7\u3001\u996e\u98df\u8bb0\u5f55\u5206\u6790\u3001\u8425\u517b\u9884\u6d4b\u6216\u8005\u4e2a\u6027\u5316\u996e\u98df\u63a8\u8350\u65f6\uff0c\u5f80\u5f80\u9ed8\u8ba4\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\u662f\u53ef\u9760\u4e14\u5b8c\u6574\u7684\u3002\u4f46\u771f\u5b9e\u60c5\u51b5\u662f\uff0c\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\uff0c\u4e5f\u5c31\u662f FCDB\uff0c\u901a\u5e38\u5b58\u5728\u5f88\u591a\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u540c\u56fd\u5bb6\u548c\u5730\u533a\u7684\u98df\u54c1\u540d\u79f0\u4e0d\u4e00\u81f4\uff1b<\/li>\n\n\n\n<li>\u540c\u4e00\u79cd\u98df\u54c1\u5728\u4e0d\u540c\u6570\u636e\u5e93\u4e2d\u7684\u5206\u7c7b\u65b9\u5f0f\u4e0d\u540c\uff1b<\/li>\n\n\n\n<li>\u6709\u4e9b\u6570\u636e\u5e93\u53ea\u5305\u542b\u57fa\u7840\u8425\u517b\u7d20\uff0c\u6bd4\u5982\u80fd\u91cf\u3001\u86cb\u767d\u8d28\u3001\u8102\u80aa\u3001\u78b3\u6c34\u3001\u94a0\uff1b<\/li>\n\n\n\n<li>\u5fae\u91cf\u8425\u517b\u7d20\u3001\u8102\u80aa\u9178\u3001\u7ef4\u751f\u7d20\u3001\u77ff\u7269\u8d28\u7b49\u5b57\u6bb5\u7ecf\u5e38\u7f3a\u5931\uff1b<\/li>\n\n\n\n<li>\u4e0d\u540c\u5730\u533a\u7531\u4e8e\u571f\u58e4\u3001\u6c14\u5019\u3001\u519c\u4e1a\u65b9\u5f0f\u3001\u98df\u54c1\u52a0\u5de5\u3001\u5f3a\u5316\u653f\u7b56\u4e0d\u540c\uff0c\u540c\u7c7b\u98df\u54c1\u7684\u8425\u517b\u503c\u4e5f\u53ef\u80fd\u6709\u5dee\u5f02\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u5bfc\u81f4\u4e00\u4e2a\u95ee\u9898\uff1a<strong>\u5982\u679c\u5e95\u5c42\u98df\u54c1\u8425\u517b\u6570\u636e\u4e0d\u5b8c\u6574\u3001\u4e0d\u7edf\u4e00\uff0c\u90a3\u4e48\u540e\u9762\u7684\u5065\u5eb7\u8bc4\u5206\u3001\u8425\u517b\u9884\u6d4b\u3001\u98df\u54c1\u6027\u4ef7\u6bd4\u5206\u6790\u90fd\u4f1a\u53d7\u5230\u5f71\u54cd\u3002<\/strong><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7684 <strong>NutriMatch<\/strong>\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u5b83\u505a\u4e86\u4e00\u4e2a\u66f4\u5e95\u5c42\u7684\u6570\u636e\u589e\u5f3a\u7cfb\u7edf\uff1a<strong>\u628a\u4e0d\u540c\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\u4e2d\u7684\u98df\u54c1\u6761\u76ee\u5bf9\u9f50\u8d77\u6765\uff0c\u518d\u5229\u7528\u76f8\u4f3c\u98df\u54c1\u7684\u4fe1\u606f\u8865\u5168\u7f3a\u5931\u8425\u517b\u7d20\u3002<\/strong><\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u5173\u6ce8\u7684\u4e0d\u662f\u6700\u540e\u4e00\u6b65\u201c\u600e\u4e48\u9884\u6d4b\u5065\u5eb7\u7ed3\u679c\u201d\uff0c\u800c\u662f\u66f4\u9760\u524d\u7684\u4e00\u6b65\uff1a<br><strong>\u5982\u4f55\u8ba9\u98df\u54c1\u8425\u517b\u6570\u636e\u5148\u53d8\u5f97\u66f4\u5b8c\u6574\u3001\u66f4\u7edf\u4e00\u3001\u66f4\u53ef\u7528\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%BA%8C.-%E8%AE%BA%E6%96%87%E6%A6%82%E8%A6%81\">\u4e8c. \u8bba\u6587\u6982\u8981<\/h3>\n\n\n\n<p>\u4f5c\u8005\u5173\u6ce8\u7684\u95ee\u9898\u662f <strong>food composition database harmonization<\/strong>\uff0c\u4e5f\u5c31\u662f\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\u7684\u534f\u8c03\u4e0e\u7edf\u4e00\u3002\u8fd9\u9879\u5de5\u4f5c\u4e3b\u8981\u89e3\u51b3\u7684\u662f\uff1a<strong>\u5982\u4f55\u7528\u5927\u8bed\u8a00\u6a21\u578b\u548c\u8bed\u4e49\u5d4c\u5165\uff0c\u628a\u591a\u4e2a\u56fd\u5bb6\u6216\u5730\u533a\u7684\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\u8fdb\u884c\u81ea\u52a8\u5bf9\u9f50\uff0c\u5e76\u8865\u5168\u7f3a\u5931\u7684\u8425\u517b\u6210\u5206\u3002<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u53eb <strong>NutriMatch<\/strong>\u3002\u5b83\u7684\u6574\u4f53\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\uff1a<strong>\u98df\u54c1\u6570\u636e\u5e93\u62bd\u53d6 \u2192 LLM \u6807\u51c6\u5316 \u2192 \u98df\u54c1\u8bed\u4e49\u5d4c\u5165 \u2192 \u76f8\u4f3c\u98df\u54c1\u5339\u914d \u2192 LLM \u9a8c\u8bc1\u7b49\u4ef7\u6027 \u2192 \u7f3a\u5931\u8425\u517b\u503c\u8865\u5168 \u2192 \u4e0b\u6e38\u5065\u5eb7\u9884\u6d4b<\/strong><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u4e2d\u6d89\u53ca\u591a\u4e2a\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>USDA SR Legacy<\/li>\n\n\n\n<li>USDA FNDDS<\/li>\n\n\n\n<li>Tzameret\uff0c\u4ee5\u8272\u5217\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93<\/li>\n\n\n\n<li>MEXT\uff0c\u65e5\u672c\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93<\/li>\n\n\n\n<li>Bahrain Food Composition Table<\/li>\n\n\n\n<li>AUSNUT\uff0c\u6fb3\u5927\u5229\u4e9a\u98df\u54c1\u6210\u5206\u6570\u636e\u5e93<\/li>\n<\/ul>\n\n\n\n<p>\u5176\u4e2d\uff0cNutriMatch \u7684\u5173\u952e\u601d\u8def\u662f\uff1a<strong>\u5982\u679c\u4e00\u4e2a\u6570\u636e\u5e93\u91cc\u7684\u67d0\u4e2a\u98df\u54c1\u7f3a\u5c11\u67d0\u4e9b\u8425\u517b\u7d20\uff0c\u90a3\u4e48\u53ef\u4ee5\u5728\u5176\u4ed6\u6570\u636e\u5e93\u4e2d\u627e\u5230\u8bed\u4e49\u4e0a\u76f8\u4f3c\u3001\u8425\u517b\u610f\u4e49\u4e0a\u7b49\u4ef7\u7684\u98df\u54c1\u6761\u76ee\uff0c\u518d\u628a\u53ef\u4fe1\u6765\u6e90\u4e2d\u7684\u8425\u517b\u503c\u8fc1\u79fb\u8fc7\u6765\u3002<\/strong><\/p>\n\n\n\n<p>\u6bd4\u5982\u8bba\u6587\u4e2d\u7684\u4f8b\u5b50\u662f\uff1a<strong>Courgette \u2194 Zucchini<\/strong><\/p>\n\n\n\n<p>\u8fd9\u4e24\u4e2a\u8bcd\u5728\u4e0d\u540c\u5730\u533a\u8868\u8fbe\u4e0d\u540c\uff0c\u4f46\u672c\u8d28\u4e0a\u90fd\u6307\u5411\u7c7b\u4f3c\u98df\u54c1\u3002\u7cfb\u7edf\u901a\u8fc7\u8bed\u4e49\u5339\u914d\u53d1\u73b0\u5b83\u4eec\u76f8\u8fd1\uff0c\u518d\u7528 LLM \u5224\u65ad\u4e8c\u8005\u662f\u5426\u53ef\u4ee5\u89c6\u4e3a\u8425\u517b\u7b49\u4ef7\u98df\u54c1\uff0c\u6700\u540e\u7528\u4e00\u4e2a\u98df\u54c1\u4e2d\u7684\u8425\u517b\u4fe1\u606f\u8865\u5168\u53e6\u4e00\u4e2a\u98df\u54c1\u4e2d\u7f3a\u5931\u7684\u8425\u517b\u5b57\u6bb5\u3002<\/p>\n\n\n\n<p>\u7b2c 3 \u9875 Figure 1 \u5c55\u793a\u4e86 NutriMatch \u7684\u6574\u4f53\u65b9\u6cd5\u6846\u67b6\uff1a\u5148\u62bd\u53d6\u98df\u54c1\u540d\u79f0\u3001\u7c7b\u522b\u548c\u8425\u517b\u4fe1\u606f\uff0c\u518d\u901a\u8fc7 LLM \u7edf\u4e00\u7ed3\u6784\uff0c\u968f\u540e\u5c06\u98df\u54c1\u6761\u76ee\u6295\u5f71\u5230\u8bed\u4e49\u7a7a\u95f4\u4e2d\uff0c\u6700\u540e\u901a\u8fc7\u76f8\u4f3c\u5ea6\u5339\u914d\u548c LLM \u9a8c\u8bc1\u5b8c\u6210\u8425\u517b\u8865\u5168\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"913\" height=\"1024\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-913x1024.png\" alt=\"\" class=\"wp-image-5118\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-913x1024.png 913w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-267x300.png 267w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-768x862.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image.png 976w\" sizes=\"auto, (max-width: 913px) 100vw, 913px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E4%B8%89.-%E8%AE%BA%E6%96%87%E5%B0%8F%E7%BB%93\">\u4e09. \u65b9\u6cd5\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u6bd4\u8f83\u6709\u4ef7\u503c\u7684\u5730\u65b9\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u7b80\u5355\u5730\u8ba9 LLM \u51ed\u611f\u89c9\u751f\u6210\u8425\u517b\u503c\uff0c\u800c\u662f\u8bbe\u8ba1\u4e86\u4e00\u5957\u6bd4\u8f83\u7a33\u5065\u7684\u6d41\u7a0b\uff0c\u5176\u6838\u5fc3\u6b65\u9aa4\u5305\u62ec\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6570\u636e\u6807\u51c6\u5316<\/h3>\n\n\n\n<p>\u4e0d\u540c\u6570\u636e\u5e93\u7684\u5b57\u6bb5\u3001\u98df\u54c1\u540d\u79f0\u3001\u98df\u54c1\u7c7b\u522b\u3001\u63cf\u8ff0\u65b9\u5f0f\u90fd\u4e0d\u4e00\u6837\u3002<br>\u56e0\u6b64\uff0c\u4f5c\u8005\u5148\u4f7f\u7528 LLM \u5bf9\u98df\u54c1\u6761\u76ee\u8fdb\u884c\u7ed3\u6784\u5316\u5904\u7406\uff0c\u4f7f\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u5c3d\u53ef\u80fd\u53d8\u6210\u7edf\u4e00\u683c\u5f0f\u3002\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\uff0c\u5982\u679c\u98df\u54c1\u540d\u79f0\u3001\u7c7b\u522b\u548c\u63cf\u8ff0\u6ca1\u6709\u5148\u7edf\u4e00\uff0c\u90a3\u4e48\u540e\u9762\u7684\u5339\u914d\u5f88\u5bb9\u6613\u51fa\u73b0\u9519\u8bef\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u201czucchini\u201d<\/li>\n\n\n\n<li>\u201ccourgette\u201d<\/li>\n\n\n\n<li>\u201cfried zucchini in batter\u201d<\/li>\n\n\n\n<li>\u201czucchini spread\u201d<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u8bcd\u90fd\u548c\u897f\u846b\u82a6\u76f8\u5173\uff0c\u4f46\u5b83\u4eec\u7684\u8425\u517b\u610f\u4e49\u5e76\u4e0d\u5b8c\u5168\u4e00\u6837\u3002\u7cfb\u7edf\u4e0d\u80fd\u53ea\u9760\u8bcd\u9762\u76f8\u4f3c\u5ea6\u5224\u65ad\uff0c\u800c\u8981\u8fdb\u4e00\u6b65\u7406\u89e3\u98df\u54c1\u72b6\u6001\u3001\u52a0\u5de5\u65b9\u5f0f\u548c\u7c7b\u522b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8bed\u4e49\u5d4c\u5165\u5339\u914d<\/h3>\n\n\n\n<p>\u6807\u51c6\u5316\u4e4b\u540e\uff0c\u4f5c\u8005\u4f7f\u7528 OpenAI \u7684 <strong>text-embedding-3-large<\/strong> \u6a21\u578b\uff0c\u628a\u6bcf\u4e2a\u98df\u54c1\u6761\u76ee\u8f6c\u6362\u6210 3072 \u7ef4\u5411\u91cf\u3002\u8fd9\u6837\uff0c\u98df\u54c1\u4e4b\u95f4\u5c31\u53ef\u4ee5\u901a\u8fc7\u5411\u91cf\u8ddd\u79bb\u6765\u6bd4\u8f83\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f7f\u7528 <strong>cosine similarity<\/strong> \u8ba1\u7b97\u98df\u54c1\u6761\u76ee\u4e4b\u95f4\u7684\u76f8\u4f3c\u7a0b\u5ea6\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u5f85\u8865\u5168\u98df\u54c1\u5bfb\u627e\u6700\u76f8\u4f3c\u7684\u5019\u9009\u98df\u54c1\u3002\u8fd9\u4e00\u6b65\u89e3\u51b3\u7684\u662f<strong>\u5982\u4f55\u4ece\u591a\u4e2a\u98df\u54c1\u6570\u636e\u5e93\u4e2d\u5feb\u901f\u627e\u5230\u53ef\u80fd\u5bf9\u5e94\u7684\u76f8\u4f3c\u98df\u54c1\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. LLM \u9a8c\u8bc1\u98df\u54c1\u7b49\u4ef7\u6027<\/h3>\n\n\n\n<p>\u53ea\u9760 embedding \u627e\u5230\u7684\u76f8\u4f3c\u98df\u54c1\u5e76\u4e0d\u4e00\u5b9a\u80fd\u76f4\u63a5\u7528\u4e8e\u8425\u517b\u8865\u5168\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u82f9\u679c\u548c\u82f9\u679c\u6d3e\u4e0d\u80fd\u76f4\u63a5\u7b49\u4ef7\uff1b<\/li>\n\n\n\n<li>\u725b\u5976\u548c\u5976\u6614\u4e0d\u80fd\u76f4\u63a5\u7b49\u4ef7\uff1b<\/li>\n\n\n\n<li>\u666e\u901a\u9e21\u8089\u548c\u6cb9\u70b8\u9e21\u5757\u4e5f\u4e0d\u80fd\u76f4\u63a5\u7b49\u4ef7\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0cNutriMatch \u5728\u5019\u9009\u5339\u914d\u4e4b\u540e\uff0c\u53c8\u52a0\u5165\u4e86\u4e00\u4e2a LLM \u5224\u65ad\u6b65\u9aa4\u3002LLM \u7684\u4efb\u52a1\u4e0d\u662f\u751f\u6210\u8425\u517b\u6570\u636e\uff0c\u800c\u662f\u5224\u65ad\u4e24\u4e2a\u98df\u54c1\u6761\u76ee\u662f\u5426\u53ef\u4ee5\u8ba4\u4e3a\u662f\u8425\u517b\u610f\u4e49\u4e0a\u7684\u7b49\u4ef7\u98df\u54c1\u3002<\/p>\n\n\n\n<p>\u5b83\u628a LLM \u653e\u5728\u4e86\u66f4\u5408\u9002\u7684\u4f4d\u7f6e\uff1a<strong>\u8ba9 LLM \u505a\u8bed\u4e49\u5224\u65ad\u548c\u9a8c\u8bc1\uff0c\u800c\u4e0d\u662f\u65e0\u4f9d\u636e\u5730\u7f16\u9020\u8425\u517b\u6570\u503c\u3002<\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u6309\u6570\u636e\u5e93\u53ef\u4fe1\u5ea6\u8865\u5168\u8425\u517b\u503c<\/h3>\n\n\n\n<p>\u5f53\u7cfb\u7edf\u786e\u8ba4\u4e24\u4e2a\u98df\u54c1\u53ef\u4ee5\u5339\u914d\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u7528\u5916\u90e8\u6570\u636e\u5e93\u4e2d\u7684\u8425\u517b\u4fe1\u606f\u8865\u5168\u76ee\u6807\u98df\u54c1\u7f3a\u5931\u7684\u8425\u517b\u503c\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u4f5c\u8005\u8fd8\u8bbe\u8ba1\u4e86\u6570\u636e\u5e93\u4f18\u5148\u7ea7\u3002\u4f8b\u5982 USDA SR Legacy \u548c USDA FNDDS \u8fd9\u7c7b\u8d28\u91cf\u63a7\u5236\u66f4\u4e25\u683c\u7684\u6570\u636e\u5e93\uff0c\u4f1a\u88ab\u8d4b\u4e88\u66f4\u9ad8\u4f18\u5148\u7ea7\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u7cfb\u7edf\u5e76\u4e0d\u662f\u968f\u4fbf\u627e\u4e00\u4e2a\u76f8\u4f3c\u98df\u54c1\u5c31\u8865\u503c\uff0c\u800c\u662f\u5c3d\u91cf\u4ece\u66f4\u53ef\u9760\u7684\u6570\u636e\u5e93\u4e2d\u9009\u62e9\u6765\u6e90\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u70b9\u5bf9\u98df\u54c1\u667a\u80fd\u5206\u6790\u5f88\u6709\u610f\u4e49\uff0c\u56e0\u4e3a\u98df\u54c1\u8425\u517b\u503c\u672c\u8eab\u5c31\u5e26\u6709\u6d4b\u91cf\u8bef\u5dee\u548c\u5730\u533a\u5dee\u5f02\u3002\u5982\u679c\u8865\u5168\u6765\u6e90\u4e0d\u52a0\u63a7\u5236\uff0c\u53cd\u800c\u53ef\u80fd\u5f15\u5165\u65b0\u7684\u566a\u58f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db. \u5b9e\u9a8c\u7ed3\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"998\" height=\"754\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-1.png\" alt=\"\" class=\"wp-image-5144\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-1.png 998w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-1-300x227.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-1-768x580.png 768w\" sizes=\"auto, (max-width: 998px) 100vw, 998px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u7684\u5b9e\u9a8c\u7ed3\u679c\u4e3b\u8981\u8bf4\u660e\u4e86\u4e09\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<p>\uff081\uff09NutriMatch \u53ef\u4ee5\u663e\u8457\u6269\u5c55\u98df\u54c1\u6570\u636e\u5e93\u4e2d\u7684\u8425\u517b\u5b57\u6bb5\u3002<\/p>\n\n\n\n<p>\u5728 HPP \u961f\u5217\u4e2d\uff0c\u539f\u59cb\u6570\u636e\u5e93\u53ea\u6709 <strong>21 \u9879\u8425\u517b\u7d20<\/strong>\uff0c\u7ecf\u8fc7 NutriMatch \u5904\u7406\u540e\u6269\u5c55\u5230\u4e86 <strong>151 \u9879\u8425\u517b\u7d20<\/strong>\u3002\u5728\u6fb3\u5927\u5229\u4e9a PREDICT \u961f\u5217\u4e2d\uff0c\u8425\u517b\u8986\u76d6\u4e5f\u4ece <strong>43 \u9879<\/strong> \u6269\u5c55\u5230\u4e86 <strong>151 \u9879<\/strong>\u3002\u8fd9\u8bf4\u660e NutriMatch \u7684\u4e3b\u8981\u4ef7\u503c\u4e0d\u662f\u5355\u7eaf\u63d0\u9ad8\u67d0\u4e2a\u6a21\u578b\u6307\u6807\uff0c\u800c\u662f\u5148\u628a\u98df\u54c1\u8425\u517b\u6570\u636e\u7684\u7ef4\u5ea6\u5927\u5e45\u8865\u9f50\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\uff1a<strong>\u539f\u59cb\u98df\u54c1\u8bb0\u5f55\uff1a\u53ea\u6709\u57fa\u7840\u8425\u517b\u8868\u3002\u800c<\/strong><strong>NutriMatch \u4e4b\u540e\uff1a\u5f62\u6210\u66f4\u5b8c\u6574\u7684\u98df\u54c1\u8425\u517b\u753b\u50cf<\/strong><\/p>\n\n\n\n<p>\uff082\uff09\u6269\u5c55\u540e\u7684\u8425\u517b\u7279\u5f81\u80fd\u591f\u63d0\u5347\u5065\u5eb7\u8868\u578b\u9884\u6d4b\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4e2d\u6bd4\u8f83\u4e86\u4e09\u79cd\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u4f7f\u7528\u5e74\u9f84\u548c\u6027\u522b\u7b49\u57fa\u7840\u53d8\u91cf\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528\u57fa\u7840\u8425\u517b\u7d20\uff1b<\/li>\n\n\n\n<li>\u4f7f\u7528 NutriMatch \u6269\u5c55\u540e\u7684\u5168\u90e8\u8425\u517b\u7d20\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7ed3\u679c\u663e\u793a\uff0c\u52a0\u5165 NutriMatch \u6269\u5c55\u8425\u517b\u7d20\u540e\uff0c\u591a\u4e2a\u5065\u5eb7\u6307\u6807\u9884\u6d4b\u6548\u679c\u63d0\u5347\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f53\u8102\u76f8\u5173\u6307\u6807\uff1b<\/li>\n\n\n\n<li>\u8170\u56f4\uff1b<\/li>\n\n\n\n<li>\u8fde\u7eed\u8840\u7cd6\u76d1\u6d4b\u6307\u6807\uff1b<\/li>\n\n\n\n<li>\u8840\u6db2\u751f\u7269\u6807\u5fd7\u7269\uff1b<\/li>\n\n\n\n<li>2 \u5e74\u540e\u80a5\u80d6\u98ce\u9669\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5176\u4e2d\uff0c2 \u5e74\u80a5\u80d6\u9884\u6d4b\u7684 ROC AUC \u4ece <strong>0.63<\/strong> \u63d0\u5347\u5230 <strong>0.67<\/strong>\u3002\u8fd9\u4e2a\u63d0\u5347\u5e45\u5ea6\u867d\u7136\u4e0d\u662f\u5de8\u5927\u8dc3\u5347\uff0c\u4f46\u5b83\u8bf4\u660e\uff1a<strong>\u66f4\u5b8c\u6574\u7684\u8425\u517b\u6570\u636e\u786e\u5b9e\u80fd\u4e3a\u4e0b\u6e38\u5065\u5eb7\u9884\u6d4b\u63d0\u4f9b\u989d\u5916\u4fe1\u606f\u3002<\/strong><\/p>\n\n\n\n<p>\uff083\uff09NutriMatch \u5177\u6709\u4e00\u5b9a\u8de8\u961f\u5217\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5c06 HPP \u961f\u5217\u4e2d\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\uff0c\u76f4\u63a5\u8fc1\u79fb\u5230\u6fb3\u5927\u5229\u4e9a PREDICT \u961f\u5217\u4e2d\uff0c\u6ca1\u6709\u91cd\u65b0\u8bad\u7ec3\u3002\u7ed3\u679c\u663e\u793a\uff0c\u4f7f\u7528\u6269\u5c55\u8425\u517b\u7d20\u7684\u6a21\u578b\u5728\u591a\u4e2a\u4f53\u6210\u5206\u9884\u6d4b\u4efb\u52a1\u4e0a\u4f9d\u7136\u4f18\u4e8e\u53ea\u4f7f\u7528\u57fa\u7840\u8425\u517b\u7d20\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8fd9\u8bf4\u660e NutriMatch \u8865\u5168\u51fa\u7684\u8425\u517b\u7279\u5f81\u4e0d\u662f\u53ea\u5bf9\u5355\u4e00\u5730\u533a\u6216\u5355\u4e00\u6570\u636e\u5e93\u6709\u6548\uff0c\u800c\u662f\u5177\u6709\u4e00\u5b9a\u8de8\u5730\u533a\u3001\u8de8\u4eba\u7fa4\u7684\u6cdb\u5316\u4ef7\u503c\u3002\u8fd9\u5bf9\u4e8e\u771f\u5b9e\u98df\u54c1\u667a\u80fd\u7cfb\u7edf\u975e\u5e38\u91cd\u8981\u3002\u56e0\u4e3a\u73b0\u5b9e\u4e2d\u7684\u98df\u54c1\u6570\u636e\u5f80\u5f80\u6765\u81ea\u591a\u4e2a\u5e73\u53f0\u3001\u591a\u4e2a\u56fd\u5bb6\u3001\u591a\u4e2a\u6570\u636e\u5e93\uff0c\u5f88\u96be\u4fdd\u8bc1\u683c\u5f0f\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"947\" height=\"714\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-2.png\" alt=\"\" class=\"wp-image-5145\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-2.png 947w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-2-300x226.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-2-768x579.png 768w\" sizes=\"auto, (max-width: 947px) 100vw, 947px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"%E5%9B%9B.-%E5%AF%B9%E9%BD%90%E6%80%9D%E8%80%83\">\u4e94. \u5bf9\u9f50\u601d\u8003<\/h3>\n\n\n\n<p>NutriMatch 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\u63a8\u7406\u98df\u54c1\u6027\u4ef7\u6bd4\u5f62\u6210\u6bd4\u8f83\u6e05\u6670\u7684\u8fde\u63a5\uff1a<\/p>\n\n\n\n<p><strong>\u98df\u54c1\u540d\u79f0\u3001\u914d\u6599\u8868\u3001\u8425\u517b\u6210\u5206\u8868\u8f93\u5165 \u2192 \u98df\u54c1\u6761\u76ee\u6807\u51c6\u5316 \u2192 \u591a\u6e90\u98df\u54c1\u6570\u636e\u5e93\u5339\u914d \u2192 \u7f3a\u5931\u8425\u517b\u7d20\u8865\u5168 \u2192 \u5b8c\u6574\u8425\u517b\u753b\u50cf \u2192 \u5065\u5eb7\u8bc4\u5206\u4e0e\u6027\u4ef7\u6bd4\u63a8\u7406<\/strong><\/p>\n\n\n\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u5224\u65ad\u4e00\u6b3e\u98df\u54c1\u503c\u4e0d\u503c\u5f97\u4e70\u4e4b\u524d\uff0c\u7cfb\u7edf\u53ef\u4ee5\u5148\u505a\u51e0\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<ul 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