{"id":1471,"date":"2022-05-18T10:27:35","date_gmt":"2022-05-18T02:27:35","guid":{"rendered":"https:\/\/deepradai.com\/deeprad-ai%e5%9b%9b%e5%a4%a7%e7%96%be%e7%97%85%e6%a8%a1%e7%b5%84%ef%bc%8c%e4%b8%80%e6%ac%a1%e9%a0%90%e6%b8%ac%e9%aa%a8%e9%ac%86%e3%80%81%e8%82%ba%e7%99%8c%e3%80%81copd%e5%92%8c%e5%bf%83%e8%87%9f\/"},"modified":"2025-03-12T17:06:01","modified_gmt":"2025-03-12T09:06:01","slug":"deeprad-ai%e5%9b%9b%e5%a4%a7%e7%96%be%e7%97%85%e6%a8%a1%e7%b5%84%ef%bc%8c%e4%b8%80%e6%ac%a1%e9%a0%90%e6%b8%ac%e9%aa%a8%e9%ac%86%e3%80%81%e8%82%ba%e7%99%8c%e3%80%81copd%e5%92%8c%e5%bf%83%e8%87%9f","status":"publish","type":"post","link":"https:\/\/deepradai.com\/tw\/deeprad-ai%e5%9b%9b%e5%a4%a7%e7%96%be%e7%97%85%e6%a8%a1%e7%b5%84%ef%bc%8c%e4%b8%80%e6%ac%a1%e9%a0%90%e6%b8%ac%e9%aa%a8%e9%ac%86%e3%80%81%e8%82%ba%e7%99%8c%e3%80%81copd%e5%92%8c%e5%bf%83%e8%87%9f\/","title":{"rendered":"DeepRad.AI\u56db\u5927\u75be\u75c5\u6a21\u7d44\uff0c\u4e00\u6b21\u9810\u6e2c\u9aa8\u9b06\u3001\u80ba\u764c\u3001COPD\u548c\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u98a8\u96aa"},"content":{"rendered":"<h6><span style=\"font-weight: 400; color: #0000ff;\">\u539f\u520a\u767b\u65bc\u65b0\u5275\u5e6b<\/span><\/h6>\n<p><span style=\"font-weight: 400;\">\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u7531\u9673\u9707\u5b87\u526f\u6821\u9577\u5e36\u9818\uff0c\u958b\u767c\u51fa\u4eba\u5de5\u667a\u6167\u591a\u6a21\u5f71\u50cf\u7cbe\u6e96\u5065\u5eb7\u5e73\u53f0-\u300cDeep-Lung\u300d\uff0c\u53ea\u8981\u9032\u884c\u4e00\u6b21\u80f8\u8154\u4f4e\u5291\u91cfCT\u53d6\u50cf\uff0c\u5c31\u53ef\u900f\u904e\u81ea\u5275\u7684AI\u6a21\u578b\u540c\u6642\u9810\u6e2c\u9aa8\u9b06\u3001\u80ba\u764c\u3001\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\u548c\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u7684\u98a8\u96aa\uff0c\u6e96\u78ba\u7387\u8d85\u904e9\u6210\uff0c\u4e26\u53ef\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5efa\u8b70\u5831\u544a\uff0c\u70ba\u5168\u7403\u9996\u5275\u3002\u8ca0\u8cac\u5e73\u53f0\u6574\u5408\u7684\u91ab\u5e2b\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5728\u91ab\u9662\u7aef\u9a57\u8b49\u6642\uff0c\u9019\u500b\u5e73\u53f0\u5df2\u7d93\u591a\u6b21\u63ea\u51fa\u81e8\u5e8a\u91ab\u5e2b\u672a\u80fd\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\u2026<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u7684\u4eba\u5de5\u667a\u6167\u91ab\u7642\u5718\u968a\u5373\u5c07\u518d\u884d\u751f\u4e00\u5bb6\u65b0\u5275\u516c\u53f8DeepRad.AI\uff0c\u5c07\u5df2\u958b\u767c\u7684\u5168\u7403\u7b2c\u4e00\u500b\u53ef\u5f9e\u55ae\u4e00\u7d44\u4f4e\u5291\u91cf\u80ba\u90e8\u65b7\u5c64\u6383\u63cf\u5373\u53ef\u540c\u6642\u5c0d\u5fc3\u3001\u80ba\u3001\u9aa8\u4e2d\u7684\u56db\u7a2e\u75be\u75c5\u505a\u65e9\u671f\u7be9\u6aa2\u7684\u8edf\u9ad4\u5e73\u53f0\u2013\u300cDeep-Lung\u300d\u4eba\u5de5\u667a\u6167\u591a\u6a21\u5f71\u50cf\u7cbe\u6e96\u5065\u5eb7\u5e73\u53f0\u7a4d\u6975\u63a8\u5ee3\u61c9\u7528\uff01Deep-Lung\u76ee\u524d\u5171\u63a8\u51fa\u56db\u5927\u6a21\u7d44\uff1a<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u80ba\u7d50\u7bc0\u6a21\u7d44\uff08LungRads\uff09<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5373\u80ba\u7d50\u7bc0\u81ea\u52d5\u5075\u6e2c\u5224\u8b80\u7cfb\u7d71\uff0c\u5305\u542b\u7d50\u7bc0\u5075\u6e2c\u6a21\u578b\u3001\u7d50\u7bc0\u5206\u5272\u6a21\u578b\u3001\u7d50\u7bc0\u826f\u60e1\u6027\u5206\u985e\u4ee5\u53caLungRads\u81ea\u52d5\u5831\u544a\u6a21\u578b\u7b49\u90e8\u5206\uff0c\u53ef\u5206\u5225\u63d0\u4f9b\u591a\u7d50\u7bc0\u7684\u4f4d\u7f6e\u5075\u6e2c\uff08\u654f\u611f\u5ea694%\uff09\u3001\u6e96\u78ba\u6e2c\u91cf\u7d50\u7bc0\u5927\u5c0f\uff08\u6e96\u78ba\u5ea6Dice\u4fc2\u6578\u70ba81.39%\uff09\u3001\u9032\u884c\u80ba\u7d50\u7bc0\u826f\u60e1\u6027\u5206\u985e\uff08\u6e96\u78ba\u7387\u7d0498%\uff09\uff0c\u6700\u5f8c\u6a21\u7d44\u6703\u7d9c\u5408\u4ee5\u4e0a\u7d50\u679c\u81ea\u52d5\u7522\u751f\u5305\u542b\u80ba\u7d50\u7bc0\u8cea\u5730\u3001\u5f62\u72c0\u3001\u5927\u5c0f\u3001\u4f4d\u7f6e\u4ee5\u53ca\u7b26\u5408\u570b\u969b\u80ba\u7d50\u7bc0\u5206\u985e\u8207\u8655\u7f6e\u6a19\u6e96\u7684LungRads\u5b8c\u6574\u6587\u5b57\u5831\u544a\uff0c\u6b64\u70ba\u570b\u5167\u9996\u5275\u3002\u9019\u500b\u6a21\u7d44\u7684\u8a13\u7df4\u8cc7\u6599\u662f\u5f9e\u79d1\u6280\u90e8\u5de8\u91cf\u5f71\u50cf\u8a08\u756b\u6240\u5f97\u5c07\u8fd16,000\u4f8b\u8490\u96c6\u81ea\u5317\u91ab\u9644\u91ab\u3001\u96d9\u548c\u91ab\u9662\u53ca\u842c\u82b3\u91ab\u9662\u7684\u80ba\u7d50\u7bc0\u5f71\u50cf\u8cc7\u6599\u5eab\uff0c\u4e14\u900f\u904e\u5c08\u79d1\u91ab\u5e2b\u91dd\u5c0d\u6bcf\u500b\u80ba\u7d50\u7bc0\u56b4\u8b39\u6a19\u8a3b\uff0c\u6a19\u8a3b\u5167\u5bb9\u5305\u62ec107\u9805\u5f71\u50cf\u5716\u8b5c\u5b78\u7279\u5fb5\u300147\u7a2e\u8a9e\u610f\u6a19\u8a3b\u8207\u5c0d\u61c9\u7684\u75c5\u7406\u5831\u544a\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<p class=\"image-container\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-110 aligncenter\" src=\"https:\/\/deepradai.com\/wp-content\/uploads\/2023\/12\/news-8-1.png\" alt=\"\" width=\"660\" height=\"408\" srcset=\"https:\/\/deepradai.com\/wp-content\/uploads\/2023\/12\/news-8-1.png 660w, https:\/\/deepradai.com\/wp-content\/uploads\/2023\/12\/news-8-1-300x185.png 300w\" sizes=\"auto, (max-width: 660px) 100vw, 660px\" \/><\/p>\n<h5 style=\"text-align: center;\"><span style=\"font-weight: 400; color: #0000ff;\">\u203b\u5716\u70ba\u300cDeep-Lung\u300dAI\u5e73\u53f0\u4ecb\u9762\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b)<\/span><\/h5>\n<p><span style=\"font-weight: 400;\">\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6a21\u7d44\uff08CAC\uff09<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u53ef\u505a\u5230\u81ea\u80f8\u8154\u4f4e\u5291\u91cfCT\u76f4\u63a5\u9810\u6e2c\u51fa\u5e7e\u4e4e\u7b49\u540c\u81ea\u6a19\u6e96\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9ad8\u5291\u91cf\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u6240\u5f97\u7684\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6307\u6578\uff08Coronary Artery Calcifications score, CAC score\uff09\uff0c\u4e26\u4f9d\u7f8e\u570b\u5fc3\u81df\u5b78\u6703\u6a19\u6e96\u7d66\u4e88\u5fc3\u8840\u7ba1\u98a8\u96aa\u9810\u6e2c\u5206\u7d1a\u548c\u5065\u5eb7\u5efa\u8b70\u3002\u900f\u904e\u5317\u91ab\u9644\u91ab202\u7b46\u75c5\u4f8b\u548c\u96d9\u548c\u91ab\u9662549\u7b46\u75c5\u4f8b\u7684\u81e8\u5e8a\u9a57\u8b49\u5f97\u77e5\uff0c\u672c\u6a21\u7d44\u5c0d\u65bc\u9ad8\u5fc3\u51a0\u98a8\u96aa\u75c5\u4eba\uff08\u9223\u5316\u6307\u6578\u5927\u65bc400\uff09\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u5206\u5225\u9054\u523092%\u548c92.7%\u3002\u6b64\u5916\uff0c\u672c\u6a21\u7d44\u512a\u52e2\u70ba\uff1a\u8207\u4e16\u754c\u6587\u737b\u6240\u8ff0\u76f8\u6bd4\uff0c\u5177\u6709\u66f4\u4f73\u7684AI\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u4ea6\u5373\u6bcf\u500b\u4f4e\u5291\u91cf\u80f8\u8154CT\u5f71\u50cf\u90fd\u6709\u540c\u4e00\u5929\u6240\u505a\u9ad8\u5291\u91cf\u5fc3\u81df\u51a0\u72c0\u52d5\u8108CT\u5f71\u50cf\u6240\u5f97\u7684\u9223\u5316\u6307\u6578\uff08\u53d6\u81ea\u5317\u91ab\u9644\u91ab\u76841621\u500b\u75c5\u4f8b\uff09\u4f5c\u70ba\u76f8\u95dc\u6027\u8a55\u4f30\u7684\u6a19\u6e96\uff0c\u56e0\u6b64\u5177\u6709\u66f4\u9ad8\u7684\u6e96\u78ba\u6027\u8207\u53ef\u4fe1\u5ea6\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u80ba\u6c23\u816b\u6a21\u7d44\uff08COPD\uff09<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u53ef\u900f\u904e\u80f8\u8154\u4f4e\u5291\u91cfCT\u5f71\u50cf\uff0c\u505a\u5230\u7cbe\u6e96\u5206\u5272\u80ba\u8449\u4e26\u81ea\u52d5\u8a08\u7b97\u80ba\u6c23\u816b\u56b4\u91cd\u5ea6\u6307\u6578\uff08RA950: percentage of the relative area of the lungs with attenuation values &lt; -950 Hounsfield units\uff09\uff0c\u9032\u800c\u9810\u6e2c\u7f79\u60a3\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\uff08COPD\uff09\u7684\u53ef\u80fd\u6027\u548c\u8f15\u91cd\u7a0b\u5ea6\u3002\u7d93\u81e8\u5e8a\u9a57\u8b49\uff0c\u76ee\u524d\u80ba\u8449\u5206\u5272\u6e96\u78ba\u5ea6Dice\u4fc2\u6578\u53ef\u905495.6%\uff0c\u5f9e\u80f8\u8154CT\u81ea\u52d5\u7b97\u51fa\u7684RA950\u6307\u6578\u8207\u75c5\u60a3\u80ba\u529f\u80fd\u6709\u986f\u8457\u76f8\u95dc\uff08\u8ff4\u6b78\u4fc2\u6578\u9054-0.72, p &lt; .00001\uff09\uff0c\u4e14\u7528\u65bcCOPD\u60a3\u8005\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u905490.2% (ROC-AUC = 0.813)\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u9aa8\u9b06\u9810\u6e2c\u6a21\u7d44\uff08BMD\uff09<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u6839\u64da\u591a\u9805\u7814\u7a76\u986f\u793a\uff0c\u80f8\u690e\u9aa8\u5bc6\u5ea6\u53ef\u7528\u65bc\u7cbe\u6e96\u9810\u6e2c\u9aa8\u8cea\u758f\u9b06\u7a0b\u5ea6\uff0c\u6b64\u6a21\u7d44\u70ba\u5c11\u6578\u7531\u6b64\u5207\u5165\u3001\u505a\u5230\u53ef\u76f4\u63a5\u81ea\u80f8\u690eCT\u5f71\u50cf\u9810\u6e2c\u9aa8\u8cea\u5bc6\u5ea6\u7684\u5275\u65b0\u6210\u679c\uff0c\u63d0\u4f9b\u9aa8\u5bc6\u5ea6\u5206\u7d1a\u9810\u6e2c\uff0c\u5305\u62ec\u9aa8\u8cea\u6b63\u5e38\u3001\u7f3a\u4e4f\u6216\u662f\u758f\u9b06\u3002\u9019\u9805\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u7684\u6a19\u6e96(ground truth)\u70ba\u53d7\u8a66\u8005\u65bc\u9032\u884c\u4f4e\u5291\u91cf\u80f8\u8154CT\u540c\u4e00\u5929\u7684\u8170\u690e\u8207\u9ad6\u9aa8\u6a19\u6e96DXA\u9aa8\u8cea\u5bc6\u5ea6\uff0c\u56e0\u6b64\u9810\u6e2c\u53ef\u4fe1\u5ea6\u6975\u9ad8\uff0c\u65bc\u5317\u91ab\u9644\u91ab\u548c\u5916\u9662\u6e2c\u8a66\u5f8c\u76ee\u524d\u6e96\u78ba\u5ea6\u53ef\u5206\u5225\u9054\u523088%\u548c94%\u3001\u654f\u611f\u5ea689%\u548c94%\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u8ca0\u8cacDeep-Lung\u958b\u767c\u6574\u5408\u7684\u5317\u91ab\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5718\u968a\u6703\u6301\u7e8c\u8490\u96c6\u5927\u91cf\u7684\u81e8\u5e8a\u6848\u4f8b\u6578\u64da\u9032\u884c\u6a21\u578b\u8a13\u7df4\uff0c\u8b93\u5e73\u53f0\u63d0\u4f9b\u7684\u5075\u6e2c\u5224\u8b80\u7d50\u679c\u53ef\u4ee5\u66f4\u7cbe\u6e96\u3001\u66f4\u63a5\u8fd1\u81e8\u5e8a\u3002\u4ed6\u4e5f\u63d0\u5230\u4ee5\u524d\u505a\u7814\u7a76\u90fd\u662f\u70ba\u4e86\u8981\u767c\u8868\u8ad6\u6587\uff0c\u73fe\u5728\u662f\u8981\u8b93\u7814\u7a76\u53ef\u4ee5\u843d\u5730\u61c9\u7528\uff0c\u800c\u9019\u500b\u5e73\u53f0\u80fd\u5920\u505a\u5230\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5831\u544a\uff0c\u7bc0\u7701\u81e8\u5e8a\u91ab\u5e2b\u7684\u6642\u9593\uff0c\u662f\u4ed6\u8a8d\u70ba\u6700\u8b93\u4eba\u611f\u52d5\u7684\u90e8\u5206\uff1b\u6b64\u5916\uff0c\u5e73\u53f0\u5728\u81e8\u5e8a\u9a57\u8b49\u6642\uff0c\u5076\u6703\u767c\u73fe\u91ab\u5e2b\u672a\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\uff0c\u9019\u5c31\u662f\u5e73\u53f0\u5f88\u5927\u7684\u8ca2\u737b\u548c\u610f\u7fa9\u4e4b\u4e00\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Deep-Lung\u7684\u5546\u696d\u61c9\u7528\u5c07\u5305\u62ec\u570b\u5167\u5916\u92b7\u552e\u53ca\u6388\u6b0a\u3001\u500b\u4eba\u4fdd\u5065\u96f2\u7aef\u5e73\u53f0\u3001\u88ab\u4fdd\u4eba\u98a8\u96aa\u9810\u6e2c\u3001\u65b0\u578b\u4fdd\u55ae\u958b\u767c\u4ee5\u53ca\u65b0\u85e5\u8a66\u9a57\u7b49\uff1b\u76ee\u524d\u5718\u968a\u5c07\u4e3b\u8981\u76ee\u6a19\u5ba2\u7fa4\u9396\u5b9a\u70ba\u91ab\u9662\u5f71\u50cf\u91ab\u5b78\u79d1\u3001\u5065\u6aa2\u4e2d\u5fc3\u53ca\u5065\u5eb7\u8aee\u8a62\u4e2d\u5fc3\uff0c\u6b21\u8981\u548c\u6f5b\u5728\u5ba2\u7fa4\u5305\u62ec50\u6b72\u4ee5\u4e0a\u4e2d\u9ad8\u9f61\u65cf\u7fa4\u3001\u4fdd\u96aa\u696d\u53ca\u85e5\u5ee0\u3002\u5718\u968a\u9810\u8a08\u65bc\u4eca\u5e74\u5b8c\u6210\u67e5\u9a57\u767b\u8a18\u578b\u81e8\u5e8a\u8a66\u9a57\uff0c\u4e26\u9678\u7e8c\u7533\u8acb\u53f0\u7063\u548c\u7f8e\u570b\u8a8d\u8b49\u8a31\u53ef\uff0c\u9673\u5f65\u5ef7\u8868\u793a\u5c07\u6703\u5148\u4f9d\u64da\u500b\u5225\u9069\u61c9\u75c7\u5206\u5225\u7533\u8acb\u6838\u53ef\uff0c\u4e4b\u5f8c\u53ef\u80fd\u518d\u91dd\u5c0d\u56db\u5408\u4e00\u7684\u61c9\u7528\u53e6\u4f5c\u7533\u8acb\uff0c\u672a\u4f86\u4e5f\u5c07\u5e03\u5c40\u6b50\u76df\u3001\u6fb3\u6d32\u3001\u65e5\u672c\u3001\u97d3\u570b\u548c\u6771\u5357\u4e9e\u7b49\u5730\u5340\u5e02\u5834\uff0c\u8b93\u4e2d\u8001\u5e74\u4eba\u5728\u8f03\u5c11\u7684CT\u8f3b\u5c04\u91cf\u66dd\u9732\u4e0b\u53ef\u540c\u6642\u5f97\u5230\u80ba\u3001\u5fc3\u3001\u9aa8\u7684\u7be9\u6aa2\u5efa\u8b70\u548c\u5065\u5eb7\u8a55\u4f30\uff0c\u4ee5\u6709\u6548\u964d\u4f4e\u7f79\u75c5\u98a8\u96aa\u3002<\/span><\/p>\n<div class=\"image-container\">\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-2204 size-full\" src=\"https:\/\/deepradai.com\/wp-content\/uploads\/2022\/05\/\u9673\u5f65\u5ef7\u91ab\u5e2b.png\" alt=\"\" width=\"729\" height=\"481\" srcset=\"https:\/\/deepradai.com\/wp-content\/uploads\/2022\/05\/\u9673\u5f65\u5ef7\u91ab\u5e2b.png 729w, https:\/\/deepradai.com\/wp-content\/uploads\/2022\/05\/\u9673\u5f65\u5ef7\u91ab\u5e2b-300x198.png 300w\" sizes=\"auto, (max-width: 729px) 100vw, 729px\" \/><\/p>\n<h6 style=\"text-align: center;\"><span style=\"font-weight: 400; color: #0000ff;\">\u203b\u5716\u70baDeepRad.AI\u5718\u968a\u71df\u904b\u9577\u9673\u5f65\u5ef7\u91ab\u5e2b\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b)<\/span><\/h6>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u539f\u520a\u767b\u65bc\u65b0\u5275\u5e6b \u81fa\u5317\u91ab\u5b78\u5927\u5b78\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u7531\u9673\u9707\u5b87\u526f\u6821\u9577\u5e36\u9818\uff0c\u958b\u767c\u51fa\u4eba\u5de5\u667a\u6167\u591a\u6a21\u5f71\u50cf\u7cbe\u6e96\u5065\u5eb7\u5e73\u53f0-\u300cDeep-Lung\u300d\uff0c\u53ea\u8981\u9032\u884c\u4e00\u6b21\u80f8\u8154\u4f4e\u5291\u91cfCT\u53d6\u50cf\uff0c\u5c31\u53ef\u900f\u904e\u81ea\u5275\u7684AI\u6a21\u578b\u540c\u6642\u9810\u6e2c\u9aa8\u9b06\u3001\u80ba\u764c\u3001\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\u548c\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u7684\u98a8\u96aa\uff0c\u6e96\u78ba\u7387\u8d85\u904e9\u6210\uff0c\u4e26\u53ef\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5efa\u8b70\u5831\u544a\uff0c\u70ba\u5168\u7403\u9996\u5275\u3002\u8ca0\u8cac\u5e73\u53f0\u6574\u5408\u7684\u91ab\u5e2b\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5728\u91ab\u9662\u7aef\u9a57\u8b49\u6642\uff0c\u9019\u500b\u5e73\u53f0\u5df2\u7d93\u591a\u6b21\u63ea\u51fa\u81e8\u5e8a\u91ab\u5e2b\u672a\u80fd\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\u2026 \u81fa\u5317\u91ab\u5b78\u5927\u5b78\u7684\u4eba\u5de5\u667a\u6167\u91ab\u7642\u5718\u968a\u5373\u5c07\u518d\u884d\u751f\u4e00\u5bb6\u65b0\u5275\u516c\u53f8DeepRad.AI\uff0c\u5c07\u5df2\u958b\u767c\u7684\u5168\u7403\u7b2c\u4e00\u500b\u53ef\u5f9e\u55ae\u4e00\u7d44\u4f4e\u5291\u91cf\u80ba\u90e8\u65b7\u5c64\u6383\u63cf\u5373\u53ef\u540c\u6642\u5c0d\u5fc3\u3001\u80ba\u3001\u9aa8\u4e2d\u7684\u56db\u7a2e\u75be\u75c5\u505a\u65e9\u671f\u7be9\u6aa2\u7684\u8edf\u9ad4\u5e73\u53f0\u2013\u300cDeep-Lung\u300d\u4eba\u5de5\u667a\u6167\u591a\u6a21\u5f71\u50cf\u7cbe\u6e96\u5065\u5eb7\u5e73\u53f0\u7a4d\u6975\u63a8\u5ee3\u61c9\u7528\uff01Deep-Lung\u76ee\u524d\u5171\u63a8\u51fa\u56db\u5927\u6a21\u7d44\uff1a \u80ba\u7d50\u7bc0\u6a21\u7d44\uff08LungRads\uff09 \u5373\u80ba\u7d50\u7bc0\u81ea\u52d5\u5075\u6e2c\u5224\u8b80\u7cfb\u7d71\uff0c\u5305\u542b\u7d50\u7bc0\u5075\u6e2c\u6a21\u578b\u3001\u7d50\u7bc0\u5206\u5272\u6a21\u578b\u3001\u7d50\u7bc0\u826f\u60e1\u6027\u5206\u985e\u4ee5\u53caLungRads\u81ea\u52d5\u5831\u544a\u6a21\u578b\u7b49\u90e8\u5206\uff0c\u53ef\u5206\u5225\u63d0\u4f9b\u591a\u7d50\u7bc0\u7684\u4f4d\u7f6e\u5075\u6e2c\uff08\u654f\u611f\u5ea694%\uff09\u3001\u6e96\u78ba\u6e2c\u91cf\u7d50\u7bc0\u5927\u5c0f\uff08\u6e96\u78ba\u5ea6Dice\u4fc2\u6578\u70ba81.39%\uff09\u3001\u9032\u884c\u80ba\u7d50\u7bc0\u826f\u60e1\u6027\u5206\u985e\uff08\u6e96\u78ba\u7387\u7d0498%\uff09\uff0c\u6700\u5f8c\u6a21\u7d44\u6703\u7d9c\u5408\u4ee5\u4e0a\u7d50\u679c\u81ea\u52d5\u7522\u751f\u5305\u542b\u80ba\u7d50\u7bc0\u8cea\u5730\u3001\u5f62\u72c0\u3001\u5927\u5c0f\u3001\u4f4d\u7f6e\u4ee5\u53ca\u7b26\u5408\u570b\u969b\u80ba\u7d50\u7bc0\u5206\u985e\u8207\u8655\u7f6e\u6a19\u6e96\u7684LungRads\u5b8c\u6574\u6587\u5b57\u5831\u544a\uff0c\u6b64\u70ba\u570b\u5167\u9996\u5275\u3002\u9019\u500b\u6a21\u7d44\u7684\u8a13\u7df4\u8cc7\u6599\u662f\u5f9e\u79d1\u6280\u90e8\u5de8\u91cf\u5f71\u50cf\u8a08\u756b\u6240\u5f97\u5c07\u8fd16,000\u4f8b\u8490\u96c6\u81ea\u5317\u91ab\u9644\u91ab\u3001\u96d9\u548c\u91ab\u9662\u53ca\u842c\u82b3\u91ab\u9662\u7684\u80ba\u7d50\u7bc0\u5f71\u50cf\u8cc7\u6599\u5eab\uff0c\u4e14\u900f\u904e\u5c08\u79d1\u91ab\u5e2b\u91dd\u5c0d\u6bcf\u500b\u80ba\u7d50\u7bc0\u56b4\u8b39\u6a19\u8a3b\uff0c\u6a19\u8a3b\u5167\u5bb9\u5305\u62ec107\u9805\u5f71\u50cf\u5716\u8b5c\u5b78\u7279\u5fb5\u300147\u7a2e\u8a9e\u610f\u6a19\u8a3b\u8207\u5c0d\u61c9\u7684\u75c5\u7406\u5831\u544a\u3002 &nbsp; \u203b\u5716\u70ba\u300cDeep-Lung\u300dAI\u5e73\u53f0\u4ecb\u9762\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b) \u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6a21\u7d44\uff08CAC\uff09 \u53ef\u505a\u5230\u81ea\u80f8\u8154\u4f4e\u5291\u91cfCT\u76f4\u63a5\u9810\u6e2c\u51fa\u5e7e\u4e4e\u7b49\u540c\u81ea\u6a19\u6e96\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9ad8\u5291\u91cf\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u6240\u5f97\u7684\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6307\u6578\uff08Coronary Artery Calcifications score, CAC score\uff09\uff0c\u4e26\u4f9d\u7f8e\u570b\u5fc3\u81df\u5b78\u6703\u6a19\u6e96\u7d66\u4e88\u5fc3\u8840\u7ba1\u98a8\u96aa\u9810\u6e2c\u5206\u7d1a\u548c\u5065\u5eb7\u5efa\u8b70\u3002\u900f\u904e\u5317\u91ab\u9644\u91ab202\u7b46\u75c5\u4f8b\u548c\u96d9\u548c\u91ab\u9662549\u7b46\u75c5\u4f8b\u7684\u81e8\u5e8a\u9a57\u8b49\u5f97\u77e5\uff0c\u672c\u6a21\u7d44\u5c0d\u65bc\u9ad8\u5fc3\u51a0\u98a8\u96aa\u75c5\u4eba\uff08\u9223\u5316\u6307\u6578\u5927\u65bc400\uff09\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u5206\u5225\u9054\u523092%\u548c92.7%\u3002\u6b64\u5916\uff0c\u672c\u6a21\u7d44\u512a\u52e2\u70ba\uff1a\u8207\u4e16\u754c\u6587\u737b\u6240\u8ff0\u76f8\u6bd4\uff0c\u5177\u6709\u66f4\u4f73\u7684AI\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u4ea6\u5373\u6bcf\u500b\u4f4e\u5291\u91cf\u80f8\u8154CT\u5f71\u50cf\u90fd\u6709\u540c\u4e00\u5929\u6240\u505a\u9ad8\u5291\u91cf\u5fc3\u81df\u51a0\u72c0\u52d5\u8108CT\u5f71\u50cf\u6240\u5f97\u7684\u9223\u5316\u6307\u6578\uff08\u53d6\u81ea\u5317\u91ab\u9644\u91ab\u76841621\u500b\u75c5\u4f8b\uff09\u4f5c\u70ba\u76f8\u95dc\u6027\u8a55\u4f30\u7684\u6a19\u6e96\uff0c\u56e0\u6b64\u5177\u6709\u66f4\u9ad8\u7684\u6e96\u78ba\u6027\u8207\u53ef\u4fe1\u5ea6\u3002 \u80ba\u6c23\u816b\u6a21\u7d44\uff08COPD\uff09 \u53ef\u900f\u904e\u80f8\u8154\u4f4e\u5291\u91cfCT\u5f71\u50cf\uff0c\u505a\u5230\u7cbe\u6e96\u5206\u5272\u80ba\u8449\u4e26\u81ea\u52d5\u8a08\u7b97\u80ba\u6c23\u816b\u56b4\u91cd\u5ea6\u6307\u6578\uff08RA950: percentage of the relative area of the lungs with attenuation values &lt; -950 Hounsfield units\uff09\uff0c\u9032\u800c\u9810\u6e2c\u7f79\u60a3\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\uff08COPD\uff09\u7684\u53ef\u80fd\u6027\u548c\u8f15\u91cd\u7a0b\u5ea6\u3002\u7d93\u81e8\u5e8a\u9a57\u8b49\uff0c\u76ee\u524d\u80ba\u8449\u5206\u5272\u6e96\u78ba\u5ea6Dice\u4fc2\u6578\u53ef\u905495.6%\uff0c\u5f9e\u80f8\u8154CT\u81ea\u52d5\u7b97\u51fa\u7684RA950\u6307\u6578\u8207\u75c5\u60a3\u80ba\u529f\u80fd\u6709\u986f\u8457\u76f8\u95dc\uff08\u8ff4\u6b78\u4fc2\u6578\u9054-0.72, p &lt; .00001\uff09\uff0c\u4e14\u7528\u65bcCOPD\u60a3\u8005\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u905490.2% (ROC-AUC = 0.813)\u3002 \u9aa8\u9b06\u9810\u6e2c\u6a21\u7d44\uff08BMD\uff09 \u6839\u64da\u591a\u9805\u7814\u7a76\u986f\u793a\uff0c\u80f8\u690e\u9aa8\u5bc6\u5ea6\u53ef\u7528\u65bc\u7cbe\u6e96\u9810\u6e2c\u9aa8\u8cea\u758f\u9b06\u7a0b\u5ea6\uff0c\u6b64\u6a21\u7d44\u70ba\u5c11\u6578\u7531\u6b64\u5207\u5165\u3001\u505a\u5230\u53ef\u76f4\u63a5\u81ea\u80f8\u690eCT\u5f71\u50cf\u9810\u6e2c\u9aa8\u8cea\u5bc6\u5ea6\u7684\u5275\u65b0\u6210\u679c\uff0c\u63d0\u4f9b\u9aa8\u5bc6\u5ea6\u5206\u7d1a\u9810\u6e2c\uff0c\u5305\u62ec\u9aa8\u8cea\u6b63\u5e38\u3001\u7f3a\u4e4f\u6216\u662f\u758f\u9b06\u3002\u9019\u9805\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u7684\u6a19\u6e96(ground truth)\u70ba\u53d7\u8a66\u8005\u65bc\u9032\u884c\u4f4e\u5291\u91cf\u80f8\u8154CT\u540c\u4e00\u5929\u7684\u8170\u690e\u8207\u9ad6\u9aa8\u6a19\u6e96DXA\u9aa8\u8cea\u5bc6\u5ea6\uff0c\u56e0\u6b64\u9810\u6e2c\u53ef\u4fe1\u5ea6\u6975\u9ad8\uff0c\u65bc\u5317\u91ab\u9644\u91ab\u548c\u5916\u9662\u6e2c\u8a66\u5f8c\u76ee\u524d\u6e96\u78ba\u5ea6\u53ef\u5206\u5225\u9054\u523088%\u548c94%\u3001\u654f\u611f\u5ea689%\u548c94%\u3002 \u8ca0\u8cacDeep-Lung\u958b\u767c\u6574\u5408\u7684\u5317\u91ab\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5718\u968a\u6703\u6301\u7e8c\u8490\u96c6\u5927\u91cf\u7684\u81e8\u5e8a\u6848\u4f8b\u6578\u64da\u9032\u884c\u6a21\u578b\u8a13\u7df4\uff0c\u8b93\u5e73\u53f0\u63d0\u4f9b\u7684\u5075\u6e2c\u5224\u8b80\u7d50\u679c\u53ef\u4ee5\u66f4\u7cbe\u6e96\u3001\u66f4\u63a5\u8fd1\u81e8\u5e8a\u3002\u4ed6\u4e5f\u63d0\u5230\u4ee5\u524d\u505a\u7814\u7a76\u90fd\u662f\u70ba\u4e86\u8981\u767c\u8868\u8ad6\u6587\uff0c\u73fe\u5728\u662f\u8981\u8b93\u7814\u7a76\u53ef\u4ee5\u843d\u5730\u61c9\u7528\uff0c\u800c\u9019\u500b\u5e73\u53f0\u80fd\u5920\u505a\u5230\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5831\u544a\uff0c\u7bc0\u7701\u81e8\u5e8a\u91ab\u5e2b\u7684\u6642\u9593\uff0c\u662f\u4ed6\u8a8d\u70ba\u6700\u8b93\u4eba\u611f\u52d5\u7684\u90e8\u5206\uff1b\u6b64\u5916\uff0c\u5e73\u53f0\u5728\u81e8\u5e8a\u9a57\u8b49\u6642\uff0c\u5076\u6703\u767c\u73fe\u91ab\u5e2b\u672a\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\uff0c\u9019\u5c31\u662f\u5e73\u53f0\u5f88\u5927\u7684\u8ca2\u737b\u548c\u610f\u7fa9\u4e4b\u4e00\u3002 Deep-Lung\u7684\u5546\u696d\u61c9\u7528\u5c07\u5305\u62ec\u570b\u5167\u5916\u92b7\u552e\u53ca\u6388\u6b0a\u3001\u500b\u4eba\u4fdd\u5065\u96f2\u7aef\u5e73\u53f0\u3001\u88ab\u4fdd\u4eba\u98a8\u96aa\u9810\u6e2c\u3001\u65b0\u578b\u4fdd\u55ae\u958b\u767c\u4ee5\u53ca\u65b0\u85e5\u8a66\u9a57\u7b49\uff1b\u76ee\u524d\u5718\u968a\u5c07\u4e3b\u8981\u76ee\u6a19\u5ba2\u7fa4\u9396\u5b9a\u70ba\u91ab\u9662\u5f71\u50cf\u91ab\u5b78\u79d1\u3001\u5065\u6aa2\u4e2d\u5fc3\u53ca\u5065\u5eb7\u8aee\u8a62\u4e2d\u5fc3\uff0c\u6b21\u8981\u548c\u6f5b\u5728\u5ba2\u7fa4\u5305\u62ec50\u6b72\u4ee5\u4e0a\u4e2d\u9ad8\u9f61\u65cf\u7fa4\u3001\u4fdd\u96aa\u696d\u53ca\u85e5\u5ee0\u3002\u5718\u968a\u9810\u8a08\u65bc\u4eca\u5e74\u5b8c\u6210\u67e5\u9a57\u767b\u8a18\u578b\u81e8\u5e8a\u8a66\u9a57\uff0c\u4e26\u9678\u7e8c\u7533\u8acb\u53f0\u7063\u548c\u7f8e\u570b\u8a8d\u8b49\u8a31\u53ef\uff0c\u9673\u5f65\u5ef7\u8868\u793a\u5c07\u6703\u5148\u4f9d\u64da\u500b\u5225\u9069\u61c9\u75c7\u5206\u5225\u7533\u8acb\u6838\u53ef\uff0c\u4e4b\u5f8c\u53ef\u80fd\u518d\u91dd\u5c0d\u56db\u5408\u4e00\u7684\u61c9\u7528\u53e6\u4f5c\u7533\u8acb\uff0c\u672a\u4f86\u4e5f\u5c07\u5e03\u5c40\u6b50\u76df\u3001\u6fb3\u6d32\u3001\u65e5\u672c\u3001\u97d3\u570b\u548c\u6771\u5357\u4e9e\u7b49\u5730\u5340\u5e02\u5834\uff0c\u8b93\u4e2d\u8001\u5e74\u4eba\u5728\u8f03\u5c11\u7684CT\u8f3b\u5c04\u91cf\u66dd\u9732\u4e0b\u53ef\u540c\u6642\u5f97\u5230\u80ba\u3001\u5fc3\u3001\u9aa8\u7684\u7be9\u6aa2\u5efa\u8b70\u548c\u5065\u5eb7\u8a55\u4f30\uff0c\u4ee5\u6709\u6548\u964d\u4f4e\u7f79\u75c5\u98a8\u96aa\u3002 \u203b\u5716\u70baDeepRad.AI\u5718\u968a\u71df\u904b\u9577\u9673\u5f65\u5ef7\u91ab\u5e2b\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b)<\/p>\n","protected":false},"author":1,"featured_media":1472,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[20],"tags":[],"class_list":["post-1471","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-tw"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DeepRad.AI\u56db\u5927\u75be\u75c5\u6a21\u7d44\uff0c\u4e00\u6b21\u9810\u6e2c\u9aa8\u9b06\u3001\u80ba\u764c\u3001COPD\u548c\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u98a8\u96aa - DeepRad.AI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u7531\u9673\u9707\u5b87\u526f\u6821\u9577\u5e36\u9818\uff0c\u958b\u767c\u51fa\u4eba\u5de5\u667a\u6167\u591a\u6a21\u5f71\u50cf\u7cbe\u6e96\u5065\u5eb7\u5e73\u53f0-\u300cDeep-Lung\u300d\uff0c\u53ea\u8981\u9032\u884c\u4e00\u6b21\u80f8\u8154\u4f4e\u5291\u91cfCT\u53d6\u50cf\uff0c\u5c31\u53ef\u900f\u904e\u81ea\u5275\u7684AI\u6a21\u578b\u540c\u6642\u9810\u6e2c\u9aa8\u9b06\u3001\u80ba\u764c\u3001\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\u548c\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u7684\u98a8\u96aa\uff0c\u6e96\u78ba\u7387\u8d85\u904e9\u6210\uff0c\u4e26\u53ef\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5efa\u8b70\u5831\u544a\uff0c\u70ba\u5168\u7403\u9996\u5275\u3002\u8ca0\u8cac\u5e73\u53f0\u6574\u5408\u7684\u91ab\u5e2b\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5728\u91ab\u9662\u7aef\u9a57\u8b49\u6642\uff0c\u9019\u500b\u5e73\u53f0\u5df2\u7d93\u591a\u6b21\u63ea\u51fa\u81e8\u5e8a\u91ab\u5e2b\u672a\u80fd\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\u2026 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&nbsp; \u203b\u5716\u70ba\u300cDeep-Lung\u300dAI\u5e73\u53f0\u4ecb\u9762\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b) \u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6a21\u7d44\uff08CAC\uff09 \u53ef\u505a\u5230\u81ea\u80f8\u8154\u4f4e\u5291\u91cfCT\u76f4\u63a5\u9810\u6e2c\u51fa\u5e7e\u4e4e\u7b49\u540c\u81ea\u6a19\u6e96\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9ad8\u5291\u91cf\u96fb\u8166\u65b7\u5c64\u5f71\u50cf\u6240\u5f97\u7684\u5fc3\u81df\u51a0\u72c0\u52d5\u8108\u9223\u5316\u6307\u6578\uff08Coronary Artery Calcifications score, CAC score\uff09\uff0c\u4e26\u4f9d\u7f8e\u570b\u5fc3\u81df\u5b78\u6703\u6a19\u6e96\u7d66\u4e88\u5fc3\u8840\u7ba1\u98a8\u96aa\u9810\u6e2c\u5206\u7d1a\u548c\u5065\u5eb7\u5efa\u8b70\u3002\u900f\u904e\u5317\u91ab\u9644\u91ab202\u7b46\u75c5\u4f8b\u548c\u96d9\u548c\u91ab\u9662549\u7b46\u75c5\u4f8b\u7684\u81e8\u5e8a\u9a57\u8b49\u5f97\u77e5\uff0c\u672c\u6a21\u7d44\u5c0d\u65bc\u9ad8\u5fc3\u51a0\u98a8\u96aa\u75c5\u4eba\uff08\u9223\u5316\u6307\u6578\u5927\u65bc400\uff09\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u5206\u5225\u9054\u523092%\u548c92.7%\u3002\u6b64\u5916\uff0c\u672c\u6a21\u7d44\u512a\u52e2\u70ba\uff1a\u8207\u4e16\u754c\u6587\u737b\u6240\u8ff0\u76f8\u6bd4\uff0c\u5177\u6709\u66f4\u4f73\u7684AI\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u4ea6\u5373\u6bcf\u500b\u4f4e\u5291\u91cf\u80f8\u8154CT\u5f71\u50cf\u90fd\u6709\u540c\u4e00\u5929\u6240\u505a\u9ad8\u5291\u91cf\u5fc3\u81df\u51a0\u72c0\u52d5\u8108CT\u5f71\u50cf\u6240\u5f97\u7684\u9223\u5316\u6307\u6578\uff08\u53d6\u81ea\u5317\u91ab\u9644\u91ab\u76841621\u500b\u75c5\u4f8b\uff09\u4f5c\u70ba\u76f8\u95dc\u6027\u8a55\u4f30\u7684\u6a19\u6e96\uff0c\u56e0\u6b64\u5177\u6709\u66f4\u9ad8\u7684\u6e96\u78ba\u6027\u8207\u53ef\u4fe1\u5ea6\u3002 \u80ba\u6c23\u816b\u6a21\u7d44\uff08COPD\uff09 \u53ef\u900f\u904e\u80f8\u8154\u4f4e\u5291\u91cfCT\u5f71\u50cf\uff0c\u505a\u5230\u7cbe\u6e96\u5206\u5272\u80ba\u8449\u4e26\u81ea\u52d5\u8a08\u7b97\u80ba\u6c23\u816b\u56b4\u91cd\u5ea6\u6307\u6578\uff08RA950: percentage of the relative area of the lungs with attenuation values &lt; -950 Hounsfield units\uff09\uff0c\u9032\u800c\u9810\u6e2c\u7f79\u60a3\u6162\u6027\u963b\u585e\u6027\u80ba\u75c5\uff08COPD\uff09\u7684\u53ef\u80fd\u6027\u548c\u8f15\u91cd\u7a0b\u5ea6\u3002\u7d93\u81e8\u5e8a\u9a57\u8b49\uff0c\u76ee\u524d\u80ba\u8449\u5206\u5272\u6e96\u78ba\u5ea6Dice\u4fc2\u6578\u53ef\u905495.6%\uff0c\u5f9e\u80f8\u8154CT\u81ea\u52d5\u7b97\u51fa\u7684RA950\u6307\u6578\u8207\u75c5\u60a3\u80ba\u529f\u80fd\u6709\u986f\u8457\u76f8\u95dc\uff08\u8ff4\u6b78\u4fc2\u6578\u9054-0.72, p &lt; .00001\uff09\uff0c\u4e14\u7528\u65bcCOPD\u60a3\u8005\u7be9\u6aa2\u7684\u654f\u611f\u5ea6\u905490.2% (ROC-AUC = 0.813)\u3002 \u9aa8\u9b06\u9810\u6e2c\u6a21\u7d44\uff08BMD\uff09 \u6839\u64da\u591a\u9805\u7814\u7a76\u986f\u793a\uff0c\u80f8\u690e\u9aa8\u5bc6\u5ea6\u53ef\u7528\u65bc\u7cbe\u6e96\u9810\u6e2c\u9aa8\u8cea\u758f\u9b06\u7a0b\u5ea6\uff0c\u6b64\u6a21\u7d44\u70ba\u5c11\u6578\u7531\u6b64\u5207\u5165\u3001\u505a\u5230\u53ef\u76f4\u63a5\u81ea\u80f8\u690eCT\u5f71\u50cf\u9810\u6e2c\u9aa8\u8cea\u5bc6\u5ea6\u7684\u5275\u65b0\u6210\u679c\uff0c\u63d0\u4f9b\u9aa8\u5bc6\u5ea6\u5206\u7d1a\u9810\u6e2c\uff0c\u5305\u62ec\u9aa8\u8cea\u6b63\u5e38\u3001\u7f3a\u4e4f\u6216\u662f\u758f\u9b06\u3002\u9019\u9805\u6a21\u578b\u8a13\u7df4\u8cc7\u6599\u7684\u6a19\u6e96(ground truth)\u70ba\u53d7\u8a66\u8005\u65bc\u9032\u884c\u4f4e\u5291\u91cf\u80f8\u8154CT\u540c\u4e00\u5929\u7684\u8170\u690e\u8207\u9ad6\u9aa8\u6a19\u6e96DXA\u9aa8\u8cea\u5bc6\u5ea6\uff0c\u56e0\u6b64\u9810\u6e2c\u53ef\u4fe1\u5ea6\u6975\u9ad8\uff0c\u65bc\u5317\u91ab\u9644\u91ab\u548c\u5916\u9662\u6e2c\u8a66\u5f8c\u76ee\u524d\u6e96\u78ba\u5ea6\u53ef\u5206\u5225\u9054\u523088%\u548c94%\u3001\u654f\u611f\u5ea689%\u548c94%\u3002 \u8ca0\u8cacDeep-Lung\u958b\u767c\u6574\u5408\u7684\u5317\u91ab\u4eba\u5de5\u667a\u6167\u91ab\u7642\u7814\u7a76\u4e2d\u5fc3\u4e3b\u4efb\u9673\u5f65\u5ef7\u8868\u793a\uff0c\u5718\u968a\u6703\u6301\u7e8c\u8490\u96c6\u5927\u91cf\u7684\u81e8\u5e8a\u6848\u4f8b\u6578\u64da\u9032\u884c\u6a21\u578b\u8a13\u7df4\uff0c\u8b93\u5e73\u53f0\u63d0\u4f9b\u7684\u5075\u6e2c\u5224\u8b80\u7d50\u679c\u53ef\u4ee5\u66f4\u7cbe\u6e96\u3001\u66f4\u63a5\u8fd1\u81e8\u5e8a\u3002\u4ed6\u4e5f\u63d0\u5230\u4ee5\u524d\u505a\u7814\u7a76\u90fd\u662f\u70ba\u4e86\u8981\u767c\u8868\u8ad6\u6587\uff0c\u73fe\u5728\u662f\u8981\u8b93\u7814\u7a76\u53ef\u4ee5\u843d\u5730\u61c9\u7528\uff0c\u800c\u9019\u500b\u5e73\u53f0\u80fd\u5920\u505a\u5230\u81ea\u52d5\u7522\u51fa\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u5831\u544a\uff0c\u7bc0\u7701\u81e8\u5e8a\u91ab\u5e2b\u7684\u6642\u9593\uff0c\u662f\u4ed6\u8a8d\u70ba\u6700\u8b93\u4eba\u611f\u52d5\u7684\u90e8\u5206\uff1b\u6b64\u5916\uff0c\u5e73\u53f0\u5728\u81e8\u5e8a\u9a57\u8b49\u6642\uff0c\u5076\u6703\u767c\u73fe\u91ab\u5e2b\u672a\u6a19\u8a3b\u5230\u6216\u662f\u6f0f\u6389\u7684\u80ba\u90e8\u7d50\u7bc0\uff0c\u9019\u5c31\u662f\u5e73\u53f0\u5f88\u5927\u7684\u8ca2\u737b\u548c\u610f\u7fa9\u4e4b\u4e00\u3002 Deep-Lung\u7684\u5546\u696d\u61c9\u7528\u5c07\u5305\u62ec\u570b\u5167\u5916\u92b7\u552e\u53ca\u6388\u6b0a\u3001\u500b\u4eba\u4fdd\u5065\u96f2\u7aef\u5e73\u53f0\u3001\u88ab\u4fdd\u4eba\u98a8\u96aa\u9810\u6e2c\u3001\u65b0\u578b\u4fdd\u55ae\u958b\u767c\u4ee5\u53ca\u65b0\u85e5\u8a66\u9a57\u7b49\uff1b\u76ee\u524d\u5718\u968a\u5c07\u4e3b\u8981\u76ee\u6a19\u5ba2\u7fa4\u9396\u5b9a\u70ba\u91ab\u9662\u5f71\u50cf\u91ab\u5b78\u79d1\u3001\u5065\u6aa2\u4e2d\u5fc3\u53ca\u5065\u5eb7\u8aee\u8a62\u4e2d\u5fc3\uff0c\u6b21\u8981\u548c\u6f5b\u5728\u5ba2\u7fa4\u5305\u62ec50\u6b72\u4ee5\u4e0a\u4e2d\u9ad8\u9f61\u65cf\u7fa4\u3001\u4fdd\u96aa\u696d\u53ca\u85e5\u5ee0\u3002\u5718\u968a\u9810\u8a08\u65bc\u4eca\u5e74\u5b8c\u6210\u67e5\u9a57\u767b\u8a18\u578b\u81e8\u5e8a\u8a66\u9a57\uff0c\u4e26\u9678\u7e8c\u7533\u8acb\u53f0\u7063\u548c\u7f8e\u570b\u8a8d\u8b49\u8a31\u53ef\uff0c\u9673\u5f65\u5ef7\u8868\u793a\u5c07\u6703\u5148\u4f9d\u64da\u500b\u5225\u9069\u61c9\u75c7\u5206\u5225\u7533\u8acb\u6838\u53ef\uff0c\u4e4b\u5f8c\u53ef\u80fd\u518d\u91dd\u5c0d\u56db\u5408\u4e00\u7684\u61c9\u7528\u53e6\u4f5c\u7533\u8acb\uff0c\u672a\u4f86\u4e5f\u5c07\u5e03\u5c40\u6b50\u76df\u3001\u6fb3\u6d32\u3001\u65e5\u672c\u3001\u97d3\u570b\u548c\u6771\u5357\u4e9e\u7b49\u5730\u5340\u5e02\u5834\uff0c\u8b93\u4e2d\u8001\u5e74\u4eba\u5728\u8f03\u5c11\u7684CT\u8f3b\u5c04\u91cf\u66dd\u9732\u4e0b\u53ef\u540c\u6642\u5f97\u5230\u80ba\u3001\u5fc3\u3001\u9aa8\u7684\u7be9\u6aa2\u5efa\u8b70\u548c\u5065\u5eb7\u8a55\u4f30\uff0c\u4ee5\u6709\u6548\u964d\u4f4e\u7f79\u75c5\u98a8\u96aa\u3002 \u203b\u5716\u70baDeepRad.AI\u5718\u968a\u71df\u904b\u9577\u9673\u5f65\u5ef7\u91ab\u5e2b\u3002(\u7167\u7247\u4f86\u6e90\uff1a\u81fa\u5317\u91ab\u5b78\u5927\u5b78\u63d0\u4f9b)\" \/>\n<meta property=\"og:url\" content=\"https:\/\/deepradai.com\/tw\/deeprad-ai%e5%9b%9b%e5%a4%a7%e7%96%be%e7%97%85%e6%a8%a1%e7%b5%84%ef%bc%8c%e4%b8%80%e6%ac%a1%e9%a0%90%e6%b8%ac%e9%aa%a8%e9%ac%86%e3%80%81%e8%82%ba%e7%99%8c%e3%80%81copd%e5%92%8c%e5%bf%83%e8%87%9f\/\" \/>\n<meta property=\"og:site_name\" content=\"DeepRad.AI\" \/>\n<meta property=\"article:published_time\" content=\"2022-05-18T02:27:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-12T09:06:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/deepradai.com\/wp-content\/uploads\/2023\/12\/news-8-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"660\" \/>\n\t<meta property=\"og:image:height\" content=\"408\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"\u884c\u653f\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u884c\u653f\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" 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