{"id":56172,"date":"2025-08-14T13:55:28","date_gmt":"2025-08-14T05:55:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/56172.html"},"modified":"2025-08-14T13:55:28","modified_gmt":"2025-08-14T05:55:28","slug":"%e9%a3%9e%e7%ae%97javaai%e5%8c%bb%e7%96%97%e5%81%a5%e5%ba%b7%e5%9c%ba%e6%99%af%e5%ae%9e%e8%b7%b5%ef%bc%9a%e4%bb%8e%e6%99%ba%e8%83%bd%e8%af%8a%e6%96%ad%e5%88%b0%e5%81%a5%e5%ba%b7%e7%ae%a1%e7%90%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/56172.html","title":{"rendered":"\u98de\u7b97JavaAI\u533b\u7597\u5065\u5eb7\u573a\u666f\u5b9e\u8df5\uff1a\u4ece\u667a\u80fd\u8bca\u65ad\u5230\u5065\u5eb7\u7ba1\u7406\u7684\u5168\u94fe\u8def\u6280\u672f\u9769\u65b0"},"content":{"rendered":"<\/p>\n<h4>\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u533b\u7597\u6838\u5fc3\u573a\u666f\u7684\u6280\u672f\u653b\u575a<\/li>\n<li>\n<ul>\n<li>1.1 \u667a\u80fd\u8f85\u52a9\u8bca\u65ad\u7cfb\u7edf\u7684\u5b9e\u65f6\u63a8\u7406<\/li>\n<li>\n<ul>\n<li>1.1.1 \u591a\u6a21\u6001\u533b\u7597\u6570\u636e\u878d\u5408\u5904\u7406<\/li>\n<li>1.1.2 \u591a\u5c42\u7ea7\u8bca\u65ad\u63a8\u7406\u5f15\u64ce<\/li>\n<\/ul>\n<\/li>\n<li>1.2 \u7535\u5b50\u75c5\u5386\u7cfb\u7edf\u7684\u5b89\u5168\u5171\u4eab\u673a\u5236<\/li>\n<li>\n<ul>\n<li>1.2.1 \u57fa\u4e8e\u533a\u5757\u94fe\u7684\u7535\u5b50\u75c5\u5386\u5b58\u8bc1<\/li>\n<li>1.2.2 \u57fa\u4e8e\u9690\u79c1\u8ba1\u7b97\u7684\u75c5\u5386\u6570\u636e\u534f\u540c\u5206\u6790<\/li>\n<\/ul>\n<\/li>\n<li>1.3 \u6162\u6027\u75c5\u5065\u5eb7\u7ba1\u7406\u7cfb\u7edf\u7684\u667a\u80fd\u5e72\u9884<\/li>\n<li>\n<ul>\n<li>1.3.1 \u591a\u7ef4\u5ea6\u5065\u5eb7\u6570\u636e\u5b9e\u65f6\u76d1\u6d4b<\/li>\n<li>1.3.2 \u4e2a\u6027\u5316\u5065\u5eb7\u5e72\u9884\u65b9\u6848\u751f\u6210<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u533b\u7597\u56e2\u961f\u6548\u80fd\u5347\u7ea7\u5b9e\u8df5<\/li>\n<li>\n<ul>\n<li>2.1 \u533b\u7597\u7cfb\u7edf\u5f00\u53d1\u8303\u5f0f\u9769\u65b0<\/li>\n<li>\n<ul>\n<li>2.1.1 \u533b\u7597\u4e13\u5c5e\u5f00\u53d1\u6846\u67b6\u751f\u6210<\/li>\n<li>2.1.2 \u81ea\u52a8\u5316\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u5b9e\u6218\u6848\u4f8b&#xff1a;\u667a\u6167\u6162\u75c5\u7ba1\u7406\u5e73\u53f0\u5347\u7ea7<\/li>\n<li>\n<ul>\n<li>3.1 \u9879\u76ee\u80cc\u666f\u4e0e\u6311\u6218<\/li>\n<li>3.2 \u5347\u7ea7\u5b9e\u65bd\u8def\u5f84<\/li>\n<li>\n<ul>\n<li>&#xff08;1&#xff09;\u533b\u7597\u6570\u636e\u4e2d\u53f0\u5efa\u8bbe<\/li>\n<li>&#xff08;2&#xff09;\u667a\u80fd\u98ce\u9669\u9884\u8b66\u7cfb\u7edf<\/li>\n<li>&#xff08;3&#xff09;\u667a\u80fd\u5e72\u9884\u4e0e\u968f\u8bbf\u7cfb\u7edf<\/li>\n<\/ul>\n<\/li>\n<li>3.3 \u5347\u7ea7\u6210\u679c\u4e0e\u4ef7\u503c\u603b\u7ed3<\/li>\n<li>\n<ul>\n<li>3.3.1 \u91cf\u5316\u6210\u679c<\/li>\n<li>3.3.2 \u4e1a\u52a1\u4ef7\u503c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u7ed3\u8bed&#xff1a;\u91cd\u65b0\u5b9a\u4e49\u533b\u7597\u5065\u5eb7\u7684\u6280\u672f\u8fb9\u754c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p> \u5728\u533b\u7597\u5065\u5eb7\u9886\u57df&#xff0c;\u201c\u7cbe\u51c6\u8bca\u65ad\u201d\u4e0e\u201c\u8bca\u7597\u6548\u7387\u201d\u7684\u77db\u76fe\u3001\u201c\u6570\u636e\u5171\u4eab\u201d\u4e0e\u201c\u9690\u79c1\u4fdd\u62a4\u201d\u7684\u5e73\u8861\u59cb\u7ec8\u662f\u6280\u672f\u56e2\u961f\u7684\u6838\u5fc3\u6311\u6218\u3002\u4f20\u7edf\u5f00\u53d1\u6a21\u5f0f\u4e0b&#xff0c;\u4e00\u5957\u8986\u76d6\u667a\u80fd\u8bca\u65ad\u3001\u7535\u5b50\u75c5\u5386\u3001\u5065\u5eb7\u7ba1\u7406\u7684\u533b\u7597\u7cfb\u7edf\u9700\u6295\u516525\u4eba\u56e2\u961f\u5f00\u53d112\u4e2a\u6708\u4ee5\u4e0a&#xff0c;\u4e14\u9891\u7e41\u9762\u4e34\u201c\u8bca\u65ad\u5ef6\u8fdf\u201d\u201c\u6570\u636e\u5b64\u5c9b\u201d\u201c\u9690\u79c1\u6cc4\u9732\u98ce\u9669\u201d\u7b49\u95ee\u9898\u3002\u98de\u7b97JavaAI\u901a\u8fc7\u533b\u7597\u573a\u666f\u6df1\u5ea6\u9002\u914d&#xff0c;\u6784\u5efa\u4e86\u4ece\u75be\u75c5\u7b5b\u67e5\u5230\u5065\u5eb7\u5e72\u9884\u7684\u5168\u6808\u89e3\u51b3\u65b9\u6848&#xff0c;\u5c06\u6838\u5fc3\u7cfb\u7edf\u5f00\u53d1\u5468\u671f\u7f29\u77ed72%\u7684\u540c\u65f6&#xff0c;\u4fdd\u969c\u4e86\u533b\u7597\u7ea7\u7cfb\u7edf99.99%\u7684\u8fd0\u884c\u53ef\u7528\u6027\u3002\u672c\u6587\u805a\u7126\u533b\u7597\u5065\u5eb7\u9886\u57df\u7684\u6280\u672f\u5b9e\u8df5&#xff0c;\u89e3\u6790\u98de\u7b97JavaAI\u5982\u4f55\u91cd\u5851\u533b\u7597\u7cfb\u7edf\u5f00\u53d1\u8303\u5f0f\u3002<br \/>\n \u7b2c\u4e00\u6b21\u6253\u5f00\u98de\u7b97 JavaAI \u5b98\u7f51\u65f6&#xff0c;\u6211\u5176\u5b9e\u6ca1\u62b1\u592a\u5927\u671f\u5f85\u3002\u6bd5\u7adf\u4e4b\u524d\u7528\u8fc7\u4e0d\u5c11\u53f7\u79f0 \u201c\u667a\u80fd\u7f16\u7a0b\u201d \u7684\u5de5\u5177&#xff0c;\u8981\u4e48\u9700\u8981\u590d\u6742\u7684\u914d\u7f6e&#xff0c;\u8981\u4e48\u751f\u6210\u7684\u4ee3\u7801\u6f0f\u6d1e\u767e\u51fa\u3002\u4f46\u98de\u7b97 JavaAI \u7684\u754c\u9762\u8bbe\u8ba1\u8ba9\u6211\u773c\u524d\u4e00\u4eae \u2014\u2014 \u9876\u90e8\u7684\u529f\u80fd\u533a\u5212\u5206\u5f97\u6e05\u6e05\u695a\u695a&#xff0c;\u201c\u667a\u80fd\u5f15\u5bfc\u201d\u201cJava Chat\u201d\u201c\u9879\u76ee\u7ba1\u7406\u201d \u4e09\u4e2a\u6838\u5fc3\u6a21\u5757\u4e00\u76ee\u4e86\u7136&#xff0c;\u5b8c\u5168\u6ca1\u6709\u591a\u4f59\u7684\u5e72\u6270\u9879\u3002\u200b<br \/>\n \u6700\u8ba9\u6211\u60ca\u559c\u7684\u662f\u5de6\u4fa7\u7684 \u201c\u65b0\u624b\u6307\u5f15\u201d \u529f\u80fd\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u6587\u5b57\u8bf4\u660e&#xff0c;\u800c\u662f\u50cf\u8001\u5e08\u624b\u628a\u624b\u6559\u5b66\u4e00\u6837&#xff0c;\u7528\u52a8\u6001\u622a\u56fe\u6f14\u793a\u6bcf\u4e2a\u64cd\u4f5c\u6b65\u9aa4\u3002\u4ece\u5982\u4f55\u6ce8\u518c\u8d26\u53f7\u5230\u600e\u6837\u8f93\u5165\u9700\u6c42\u63cf\u8ff0&#xff0c;\u6bcf\u4e2a\u7ec6\u8282\u90fd\u6807\u6ce8\u5f97\u660e\u660e\u767d\u767d\u3002\u6211\u8fd9\u79cd\u5e73\u65f6\u770b\u6587\u6863\u90fd\u5934\u75bc\u7684\u4eba&#xff0c;\u5c45\u7136\u53ea\u7528 20 \u5206\u949f\u5c31\u5b8c\u5168\u719f\u6089\u4e86\u64cd\u4f5c\u6d41\u7a0b\u3002\u66f4\u6253\u52a8\u6211\u7684\u662f\u5b83\u7684 \u201c\u5f15\u5bfc\u5f0f\u5f00\u53d1\u201d \u7406\u5ff5&#xff0c;\u5c31\u50cf\u8eab\u8fb9\u7ad9\u4e86\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5b66\u957f&#xff0c;\u4e00\u6b65\u6b65\u5e26\u6211\u8d70\u5b8c\u5f00\u53d1\u5168\u6d41\u7a0b\u3002\u200b<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814055524-689d7a4c89241.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/08\/20250814055526-689d7a4e847c5.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u4e00\u3001\u533b\u7597\u6838\u5fc3\u573a\u666f\u7684\u6280\u672f\u653b\u575a<\/h3>\n<p>\u533b\u7597\u7cfb\u7edf\u7684\u7279\u6b8a\u6027\u5728\u4e8e\u201c\u9ad8\u7cbe\u51c6\u5ea6\u8981\u6c42\u3001\u5f3a\u9690\u79c1\u4fdd\u62a4\u3001\u591a\u79d1\u5ba4\u534f\u540c\u201d\u3002\u98de\u7b97JavaAI\u9488\u5bf9\u533b\u7597\u4e1a\u52a1\u7279\u6027&#xff0c;\u6253\u9020\u4e86\u4e13\u5c5e\u6280\u672f\u5f15\u64ce&#xff0c;\u5b9e\u73b0\u8bca\u7597\u6548\u7387\u4e0e\u6570\u636e\u5b89\u5168\u7684\u53cc\u5411\u7a81\u7834\u3002<\/p>\n<h4>1.1 \u667a\u80fd\u8f85\u52a9\u8bca\u65ad\u7cfb\u7edf\u7684\u5b9e\u65f6\u63a8\u7406<\/h4>\n<p>\u667a\u80fd\u8bca\u65ad\u9700\u8981\u5904\u7406\u591a\u6a21\u6001\u533b\u7597\u6570\u636e\u5e76\u5feb\u901f\u751f\u6210\u8bca\u65ad\u5efa\u8bae&#xff0c;\u98de\u7b97JavaAI\u751f\u6210\u7684\u8bca\u65ad\u7cfb\u7edf\u53ef\u5b9e\u73b0\u201c\u6570\u636e\u91c7\u96c6-\u7279\u5f81\u63d0\u53d6-\u6a21\u578b\u63a8\u7406-\u8bca\u65ad\u8f93\u51fa\u201d\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316&#xff1a;<\/p>\n<h5>1.1.1 \u591a\u6a21\u6001\u533b\u7597\u6570\u636e\u878d\u5408\u5904\u7406<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Slf4j<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalDataFusionService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">KafkaTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> kafkaTemplate<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RedisTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> redisTemplate<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">MedicalRecordMapper<\/span> recordMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">EncryptionService<\/span> encryptionService<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u533b\u7597\u6570\u636eTopic<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">MEDICAL_DATA_TOPIC<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;medical:data:realtime&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u60a3\u8005\u6570\u636e\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">PATIENT_DATA_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;medical:patient:data:&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u6570\u636e\u6709\u6548\u671f&#xff08;90\u5929&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token keyword\">long<\/span> <span class=\"token constant\">DATA_EXPIRE_DAYS<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">90<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u91c7\u96c6\u5e76\u878d\u5408\u591a\u6a21\u6001\u533b\u7597\u6570\u636e<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">collectMedicalData<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalDataDTO<\/span> data<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ 1. \u6570\u636e\u6821\u9a8c<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">||<\/span> <span class=\"token class-name\">StringUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMedicalRecordId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            log<span class=\"token punctuation\">.<\/span><span class=\"token function\">warn<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u533b\u7597\u6570\u636e\u7f3a\u5c11\u60a3\u8005ID\u6216\u75c5\u5386\u53f7&#xff0c;\u4e22\u5f03\u6570\u636e&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 2. \u654f\u611f\u6570\u636e\u52a0\u5bc6<\/span><br \/>\n        <span class=\"token class-name\">MedicalDataDTO<\/span> encryptedData <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">encryptSensitiveFields<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 3. \u53d1\u9001\u5230Kafka\u8fdb\u884c\u5b9e\u65f6\u5904\u7406<\/span><br \/>\n        kafkaTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">send<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">MEDICAL_DATA_TOPIC<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">JSON<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toJSONString<\/span><span class=\"token punctuation\">(<\/span>encryptedData<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ 4. \u672c\u5730\u7f13\u5b58\u6700\u8fd1\u6570\u636e<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> cacheKey <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">PATIENT_DATA_KEY<\/span> <span class=\"token operator\">&#043;<\/span> data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">leftPush<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> encryptedData<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">trim<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">99<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u4fdd\u7559\u6700\u8fd1100\u6761<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">expire<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> <span class=\"token constant\">DATA_EXPIRE_DAYS<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">TimeUnit<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">DAYS<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;processMedicalData\u3001encryptSensitiveFields\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h5>1.1.2 \u591a\u5c42\u7ea7\u8bca\u65ad\u63a8\u7406\u5f15\u64ce<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalDiagnosisService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RedisTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> redisTemplate<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">DiagnosisModelManager<\/span> modelManager<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">MedicalRecordMapper<\/span> recordMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">KafkaTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> kafkaTemplate<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u8bca\u65ad\u89c4\u5219\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">DIAGNOSIS_RULES_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;medical:diagnosis:rules:latest&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u8bca\u65ad\u7ed3\u679c\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">DIAGNOSIS_RESULT_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;medical:diagnosis:result:&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u5b9e\u65f6\u8f85\u52a9\u8bca\u65ad<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">DiagnosisResult<\/span> <span class=\"token function\">assistDiagnosis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">DiagnosisRequest<\/span> request<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u57fa\u7840\u533b\u5b66\u89c4\u5219\u6821\u9a8c<\/span><br \/>\n        <span class=\"token class-name\">RuleCheckResult<\/span> ruleResult <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">checkMedicalRules<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u83b7\u53d6\u60a3\u8005\u7279\u5f81\u6570\u636e<\/span><br \/>\n        <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> features <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">getPatientMedicalFeatures<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u591a\u6a21\u578b\u8bca\u65ad\u63a8\u7406<\/span><br \/>\n        <span class=\"token class-name\">ModelDiagnosisResult<\/span> modelResult <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">inferWithModels<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">,<\/span> features<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7efc\u5408\u51b3\u7b56<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> finalDiagnosis <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">makeFinalDiagnosis<\/span><span class=\"token punctuation\">(<\/span>modelResult<span class=\"token punctuation\">,<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u9ad8\u98ce\u9669\u60c5\u51b5\u89e6\u53d1\u4e13\u5bb6\u4f1a\u8bca<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>modelResult<span class=\"token punctuation\">.<\/span><span class=\"token function\">getRiskLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token class-name\">RiskLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">HIGH<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token function\">triggerExpertConsultation<\/span><span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">,<\/span> modelResult<span class=\"token punctuation\">,<\/span> features<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u4fdd\u5b58\u8bca\u65ad\u7ed3\u679c<\/span><br \/>\n        <span class=\"token function\">saveDiagnosisResult<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;makeFinalDiagnosis\u3001inferWithModels\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>1.2 \u7535\u5b50\u75c5\u5386\u7cfb\u7edf\u7684\u5b89\u5168\u5171\u4eab\u673a\u5236<\/h4>\n<p>\u7535\u5b50\u75c5\u5386\u9700\u8981\u4fdd\u969c\u6570\u636e\u5b89\u5168\u4e0e\u591a\u79d1\u5ba4\u5171\u4eab&#xff0c;\u98de\u7b97JavaAI\u751f\u6210\u7684\u75c5\u5386\u7cfb\u7edf\u53ef\u5b9e\u73b0\u201c\u6570\u636e\u52a0\u5bc6-\u6743\u9650\u63a7\u5236-\u5b89\u5168\u5171\u4eab\u201d\u7684\u5168\u6d41\u7a0b\u4fdd\u969c&#xff1a;<\/p>\n<h5>1.2.1 \u57fa\u4e8e\u533a\u5757\u94fe\u7684\u7535\u5b50\u75c5\u5386\u5b58\u8bc1<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Slf4j<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ElectronicMedicalRecordService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">MedicalRecordMapper<\/span> recordMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">EncryptionService<\/span> encryptionService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">BlockchainService<\/span> blockchainService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RedissonClient<\/span> redissonClient<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">PermissionService<\/span> permissionService<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u75c5\u5386\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">MEDICAL_RECORD_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;medical:record:&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u75c5\u5386\u9501\u5b9aKey<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">RECORD_LOCK_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;lock:medical:record:&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u521b\u5efa\u7535\u5b50\u75c5\u5386\u5e76\u4e0a\u94fe\u5b58\u8bc1<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">MedicalRecordVO<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">createMedicalRecord<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalRecordDTO<\/span> recordDTO<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6743\u9650\u6821\u9a8c<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>permissionService<span class=\"token punctuation\">.<\/span><span class=\"token function\">hasCreatePermission<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">SecurityUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getCurrentUserId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">fail<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u65e0\u6743\u9650\u521b\u5efa\u8be5\u60a3\u8005\u75c5\u5386&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u75c5\u5386ID<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> recordId <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">generateRecordId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u521b\u5efa\u75c5\u5386\u8bb0\u5f55<\/span><br \/>\n        <span class=\"token class-name\">MedicalRecord<\/span> record <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MedicalRecord<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setRecordId<\/span><span class=\"token punctuation\">(<\/span>recordId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPatientId<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPatientName<\/span><span class=\"token punctuation\">(<\/span>encryptionService<span class=\"token punctuation\">.<\/span><span class=\"token function\">encrypt<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u5176\u4ed6\u5b57\u6bb5\u52a0\u5bc6\u5904\u7406<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDepartment<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDepartment<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDoctorId<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDoctorId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u4fdd\u5b58\u75c5\u5386<\/span><br \/>\n        recordMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">insert<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u533a\u5757\u94fe\u5b58\u8bc1<\/span><br \/>\n        <span class=\"token class-name\">MedicalRecordChainData<\/span> chainData <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MedicalRecordChainData<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        chainData<span class=\"token punctuation\">.<\/span><span class=\"token function\">setRecordId<\/span><span class=\"token punctuation\">(<\/span>recordId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        chainData<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPatientIdHash<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">HashUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">sha256<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        chainData<span class=\"token punctuation\">.<\/span><span class=\"token function\">setCreateTime<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">.<\/span><span class=\"token function\">getCreateTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        chainData<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDoctorId<\/span><span class=\"token punctuation\">(<\/span>recordDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDoctorId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        chainData<span class=\"token punctuation\">.<\/span><span class=\"token function\">setHash<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">generateRecordHash<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token class-name\">String<\/span> txId <span class=\"token operator\">&#061;<\/span> blockchainService<span class=\"token punctuation\">.<\/span><span class=\"token function\">storeMedicalRecord<\/span><span class=\"token punctuation\">(<\/span>chainData<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>txId <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            log<span class=\"token punctuation\">.<\/span><span class=\"token function\">error<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u75c5\u5386{}\u4e0a\u94fe\u5931\u8d25&#xff0c;\u6267\u884c\u56de\u6eda&#034;<\/span><span class=\"token punctuation\">,<\/span> recordId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            recordMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">deleteById<\/span><span class=\"token punctuation\">(<\/span>recordId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">fail<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u75c5\u5386\u521b\u5efa\u5931\u8d25&#xff1a;\u533a\u5757\u94fe\u5b58\u8bc1\u5f02\u5e38&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u66f4\u65b0\u533a\u5757\u94fe\u4ea4\u6613ID<\/span><br \/>\n        record<span class=\"token punctuation\">.<\/span><span class=\"token function\">setBlockchainTxId<\/span><span class=\"token punctuation\">(<\/span>txId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        recordMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">updateById<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7f13\u5b58\u75c5\u5386<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">set<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">MEDICAL_RECORD_KEY<\/span> <span class=\"token operator\">&#043;<\/span> recordId<span class=\"token punctuation\">,<\/span> record<span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">TimeUnit<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">DAYS<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">success<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">convertToVO<\/span><span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;shareMedicalRecord\u3001verifyRecordIntegrity\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h5>1.2.2 \u57fa\u4e8e\u9690\u79c1\u8ba1\u7b97\u7684\u75c5\u5386\u6570\u636e\u534f\u540c\u5206\u6790<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalDataShareService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">FederationLearningService<\/span> flService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">SecureQueryService<\/span> queryService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">DataPermissionMapper<\/span> permissionMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">AuditLogService<\/span> auditLogService<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u57fa\u4e8e\u8054\u90a6\u5b66\u4e60\u7684\u533b\u7597\u6570\u636e\u534f\u540c\u5206\u6790<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">FederationResult<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">startMedicalFederationTask<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">FederationTaskDTO<\/span> taskDTO<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6743\u9650\u6821\u9a8c<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>permissionMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">hasFederationPermission<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">SecurityUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getCurrentUserId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> taskDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTaskType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">fail<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u65e0\u6743\u9650\u521b\u5efa\u8be5\u7c7b\u578b\u533b\u7597\u534f\u540c\u4efb\u52a1&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u4efb\u52a1ID<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> taskId <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;MED_FED_&#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">currentTimeMillis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u521b\u5efa\u8054\u90a6\u4efb\u52a1<\/span><br \/>\n        <span class=\"token class-name\">FederationTask<\/span> task <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">FederationTask<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setTaskId<\/span><span class=\"token punctuation\">(<\/span>taskId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setTaskName<\/span><span class=\"token punctuation\">(<\/span>taskDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTaskName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setTaskType<\/span><span class=\"token punctuation\">(<\/span>taskDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTaskType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setInitiatorId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">SecurityUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getCurrentUserId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setInitiatorName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">SecurityUtils<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getCurrentUserName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setParticipatingInstitutions<\/span><span class=\"token punctuation\">(<\/span>taskDTO<span class=\"token punctuation\">.<\/span><span class=\"token function\">getParticipatingInstitutions<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setCreateTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LocalDateTime<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        task<span class=\"token punctuation\">.<\/span><span class=\"token function\">setStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">FederationTaskStatus<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">INIT<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u4fdd\u5b58\u4efb\u52a1\u4fe1\u606f<\/span><br \/>\n        flService<span class=\"token punctuation\">.<\/span><span class=\"token function\">saveFederationTask<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u901a\u77e5\u53c2\u4e0e\u673a\u6784<\/span><br \/>\n        <span class=\"token function\">notifyParticipatingInstitutions<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u6267\u884c\u8054\u90a6\u5b66\u4e60\u4efb\u52a1<\/span><br \/>\n        <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">Thread<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token class-name\">Thread<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">sleep<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">60000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u7b49\u5f851\u5206\u949f<\/span><br \/>\n                flService<span class=\"token punctuation\">.<\/span><span class=\"token function\">executeFederationTask<\/span><span class=\"token punctuation\">(<\/span>taskId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Exception<\/span> e<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                log<span class=\"token punctuation\">.<\/span><span class=\"token function\">error<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6267\u884c\u533b\u7597\u8054\u90a6\u4efb\u52a1{}\u5931\u8d25&#034;<\/span><span class=\"token punctuation\">,<\/span> taskId<span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                flService<span class=\"token punctuation\">.<\/span><span class=\"token function\">updateTaskStatus<\/span><span class=\"token punctuation\">(<\/span>taskId<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">FederationTaskStatus<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">FAILED<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">start<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">Result<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">success<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">FederationResult<\/span><span class=\"token punctuation\">(<\/span>taskId<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">.<\/span><span class=\"token function\">getStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;secureQueryMedicalData\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>1.3 \u6162\u6027\u75c5\u5065\u5eb7\u7ba1\u7406\u7cfb\u7edf\u7684\u667a\u80fd\u5e72\u9884<\/h4>\n<p>\u6162\u6027\u75c5\u7ba1\u7406\u9700\u8981\u6301\u7eed\u76d1\u6d4b\u4e0e\u52a8\u6001\u5e72\u9884&#xff0c;\u98de\u7b97JavaAI\u751f\u6210\u7684\u7ba1\u7406\u7cfb\u7edf\u53ef\u5b9e\u73b0\u201c\u6570\u636e\u76d1\u6d4b-\u98ce\u9669\u9884\u8b66-\u5e72\u9884\u63a8\u9001\u201d\u7684\u5168\u6d41\u7a0b\u95ed\u73af&#xff1a;<\/p>\n<h5>1.3.1 \u591a\u7ef4\u5ea6\u5065\u5eb7\u6570\u636e\u5b9e\u65f6\u76d1\u6d4b<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChronicDiseaseManagementService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">HealthDataMapper<\/span> healthDataMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RiskAssessmentService<\/span> riskService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">InterventionService<\/span> interventionService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RedisTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> redisTemplate<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">KafkaTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> kafkaTemplate<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5065\u5eb7\u6570\u636e\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">HEALTH_DATA_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;health:data:&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token comment\">\/\/ \u98ce\u9669\u9884\u8b66\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">RISK_ALERT_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;health:risk:alert:&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u63a5\u6536\u5e76\u5904\u7406\u6162\u6027\u75c5\u60a3\u8005\u5065\u5eb7\u6570\u636e<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">processChronicDiseaseData<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">HealthDataDTO<\/span> data<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6570\u636e\u6821\u9a8c<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">||<\/span> data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMeasureTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            log<span class=\"token punctuation\">.<\/span><span class=\"token function\">warn<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5065\u5eb7\u6570\u636e\u7f3a\u5c11\u60a3\u8005ID\u6216\u6d4b\u91cf\u65f6\u95f4&#xff0c;\u4e22\u5f03\u6570\u636e&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u4fdd\u5b58\u5065\u5eb7\u6570\u636e<\/span><br \/>\n        <span class=\"token class-name\">HealthData<\/span> dataEntity <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">convertToEntity<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        healthDataMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">insert<\/span><span class=\"token punctuation\">(<\/span>dataEntity<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7f13\u5b58\u6700\u8fd1\u5065\u5eb7\u6570\u636e<\/span><br \/>\n        <span class=\"token class-name\">String<\/span> cacheKey <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">HEALTH_DATA_KEY<\/span> <span class=\"token operator\">&#043;<\/span> data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;:&#034;<\/span> <span class=\"token operator\">&#043;<\/span> data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getIndicatorType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">leftPush<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">opsForList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">trim<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">299<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u4fdd\u7559\u6700\u8fd1300\u6761<\/span><br \/>\n        redisTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">expire<\/span><span class=\"token punctuation\">(<\/span>cacheKey<span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">TimeUnit<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">DAYS<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u5b9e\u65f6\u98ce\u9669\u8bc4\u4f30<\/span><br \/>\n        <span class=\"token class-name\">RiskAssessmentResult<\/span> riskResult <span class=\"token operator\">&#061;<\/span> riskService<span class=\"token punctuation\">.<\/span><span class=\"token function\">assessHealthRisk<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>riskResult<span class=\"token punctuation\">.<\/span><span class=\"token function\">getRiskLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token class-name\">RiskLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">MEDIUM<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token function\">triggerHealthAlert<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> riskResult<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u5b9a\u671f\u751f\u6210\u5065\u5eb7\u62a5\u544a<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token function\">shouldGenerateReport<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            kafkaTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">send<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;health:report:generate&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                data<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token constant\">JSON<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toJSONString<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;triggerHealthAlert\u3001generateInterventionPlan\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h5>1.3.2 \u4e2a\u6027\u5316\u5065\u5eb7\u5e72\u9884\u65b9\u6848\u751f\u6210<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">HealthInterventionService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">InterventionTemplateMapper<\/span> templateMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">PatientProfileMapper<\/span> profileMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">HealthKnowledgeBase<\/span> knowledgeBase<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RedisTemplate<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> redisTemplate<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5e72\u9884\u65b9\u6848\u7f13\u5b58Key<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">INTERVENTION_PLAN_KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;health:intervention:plan:&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u751f\u6210\u57fa\u7840\u5e72\u9884\u65b9\u6848<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">InterventionPlan<\/span> <span class=\"token function\">generateBasicPlan<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChronicDiseaseInfo<\/span> diseaseInfo<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">HealthStatus<\/span> status<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6839\u636e\u75be\u75c5\u7c7b\u578b\u83b7\u53d6\u6a21\u677f<\/span><br \/>\n        <span class=\"token class-name\">InterventionTemplate<\/span> template <span class=\"token operator\">&#061;<\/span> templateMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">selectByDiseaseType<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            diseaseInfo<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDiseaseType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> status<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSeverityLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>template <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">throw<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">BusinessException<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u672a\u627e\u5230\u5408\u9002\u7684\u5e72\u9884\u65b9\u6848\u6a21\u677f&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u57fa\u4e8e\u6a21\u677f\u521b\u5efa\u57fa\u7840\u65b9\u6848<\/span><br \/>\n        <span class=\"token class-name\">InterventionPlan<\/span> plan <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">InterventionPlan<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDiseaseType<\/span><span class=\"token punctuation\">(<\/span>diseaseInfo<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDiseaseType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setSeverityLevel<\/span><span class=\"token punctuation\">(<\/span>status<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSeverityLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setGoals<\/span><span class=\"token punctuation\">(<\/span>template<span class=\"token punctuation\">.<\/span><span class=\"token function\">getGoals<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDuration<\/span><span class=\"token punctuation\">(<\/span>template<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDuration<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setFrequency<\/span><span class=\"token punctuation\">(<\/span>template<span class=\"token punctuation\">.<\/span><span class=\"token function\">getFrequency<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u521d\u59cb\u5316\u5e72\u9884\u63aa\u65bd<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">InterventionMeasure<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> measures <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ArrayList<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        template<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBaseMeasures<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span>measureTemplate <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">InterventionMeasure<\/span> measure <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">InterventionMeasure<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measure<span class=\"token punctuation\">.<\/span><span class=\"token function\">setMeasureType<\/span><span class=\"token punctuation\">(<\/span>measureTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMeasureType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measure<span class=\"token punctuation\">.<\/span><span class=\"token function\">setContent<\/span><span class=\"token punctuation\">(<\/span>measureTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContent<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measure<span class=\"token punctuation\">.<\/span><span class=\"token function\">setFrequency<\/span><span class=\"token punctuation\">(<\/span>measureTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">getFrequency<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measure<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDuration<\/span><span class=\"token punctuation\">(<\/span>measureTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDuration<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measure<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPriority<\/span><span class=\"token punctuation\">(<\/span>measureTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPriority<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            measures<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>measure<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setMeasures<\/span><span class=\"token punctuation\">(<\/span>measures<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> plan<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u5176\u4ed6\u65b9\u6cd5\u5b9e\u73b0&#xff08;adjustPlanForPatient\u3001adjustPlanForLifestyle\u7b49&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h3>\u4e8c\u3001\u533b\u7597\u56e2\u961f\u6548\u80fd\u5347\u7ea7\u5b9e\u8df5<\/h3>\n<h4>2.1 \u533b\u7597\u7cfb\u7edf\u5f00\u53d1\u8303\u5f0f\u9769\u65b0<\/h4>\n<p>\u98de\u7b97JavaAI\u901a\u8fc7\u201c\u4f4e\u4ee3\u7801\u5f00\u53d1&#043;AI\u4ee3\u7801\u751f\u6210\u201d\u53cc\u5f15\u64ce&#xff0c;\u5c06\u4f20\u7edf\u533b\u7597\u7cfb\u7edf\u5f00\u53d1\u5468\u671f\u4ece12\u4e2a\u6708\u538b\u7f29\u81f33.4\u4e2a\u6708&#xff0c;\u540c\u65f6\u4fdd\u969c\u7cfb\u7edf\u7684\u9ad8\u53ef\u7528\u6027\u4e0e\u53ef\u7ef4\u62a4\u6027&#xff1a;<\/p>\n<h5>2.1.1 \u533b\u7597\u4e13\u5c5e\u5f00\u53d1\u6846\u67b6\u751f\u6210<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Configuration<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalApplicationGenerator<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">SpringBootApplicationGenerator<\/span> springBootGenerator<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">DatabaseSchemaGenerator<\/span> schemaGenerator<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">SecurityConfigGenerator<\/span> securityGenerator<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">generateMedicalSystem<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalSystemSpec<\/span> spec<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u751f\u6210Spring Boot\u57fa\u7840\u6846\u67b6<\/span><br \/>\n        springBootGenerator<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getProjectName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPackageName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u533b\u7597\u6570\u636e\u5e93Schema<\/span><br \/>\n        schemaGenerator<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDatabaseType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEntities<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getRelationships<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u5b89\u5168\u914d\u7f6e<\/span><br \/>\n        securityGenerator<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAuthenticationType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAuthorizationRules<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u533b\u7597\u6838\u5fc3\u6a21\u5757<\/span><br \/>\n        <span class=\"token function\">generateCoreModules<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">generateCoreModules<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalSystemSpec<\/span> spec<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u667a\u80fd\u8bca\u65ad\u6a21\u5757<\/span><br \/>\n        <span class=\"token function\">generateDiagnosisModule<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u7535\u5b50\u75c5\u5386\u6a21\u5757<\/span><br \/>\n        <span class=\"token function\">generateEMRModule<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u5065\u5eb7\u7ba1\u7406\u6a21\u5757<\/span><br \/>\n        <span class=\"token function\">generateHealthManagementModule<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h5>2.1.2 \u81ea\u52a8\u5316\u6d4b\u8bd5\u7528\u4f8b\u751f\u6210<\/h5>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalTestGenerator<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">TestDataGenerator<\/span> testDataGenerator<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">IntegrationTestGenerator<\/span> integrationTestGenerator<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">PerformanceTestGenerator<\/span> performanceTestGenerator<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">generateTestSuite<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalSystemSpec<\/span> spec<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u751f\u6210\u5355\u5143\u6d4b\u8bd5\u7528\u4f8b<\/span><br \/>\n        <span class=\"token function\">generateUnitTests<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEntities<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u96c6\u6210\u6d4b\u8bd5\u573a\u666f<\/span><br \/>\n        <span class=\"token function\">generateIntegrationScenarios<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getModules<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u751f\u6210\u6027\u80fd\u6d4b\u8bd5\u811a\u672c<\/span><br \/>\n        <span class=\"token function\">generatePerformanceScripts<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPerformanceRequirements<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">generateUnitTests<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">MedicalEntity<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> entities<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        entities<span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span>entity <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token comment\">\/\/ \u751f\u6210CRUD\u64cd\u4f5c\u6d4b\u8bd5\u7528\u4f8b<\/span><br \/>\n            testDataGenerator<span class=\"token punctuation\">.<\/span><span class=\"token function\">generateTestData<\/span><span class=\"token punctuation\">(<\/span>entity<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token comment\">\/\/ \u751f\u6210\u4e1a\u52a1\u89c4\u5219\u6821\u9a8c\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"token function\">generateBusinessRuleTests<\/span><span class=\"token punctuation\">(<\/span>entity<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h3>\u4e09\u3001\u5b9e\u6218\u6848\u4f8b&#xff1a;\u667a\u6167\u6162\u75c5\u7ba1\u7406\u5e73\u53f0\u5347\u7ea7<\/h3>\n<h4>3.1 \u9879\u76ee\u80cc\u666f\u4e0e\u6311\u6218<\/h4>\n<p>\u67d0\u4e09\u7532\u533b\u9662\u6162\u6027\u75c5\u7ba1\u7406\u4e2d\u5fc3\u539f\u6709\u7cfb\u7edf\u5b58\u5728\u201c\u6570\u636e\u5b64\u5c9b\u4e25\u91cd\u201d\u201c\u98ce\u9669\u9884\u8b66\u6ede\u540e\u201d\u201c\u60a3\u8005\u4f9d\u4ece\u6027\u4f4e\u201d\u7b49\u95ee\u9898&#xff0c;\u98de\u7b97JavaAI\u56e2\u961f\u901a\u8fc7\u5168\u94fe\u8def\u6280\u672f\u6539\u9020&#xff0c;\u6784\u5efa\u4e86\u8986\u76d610\u4e07&#043;\u6162\u6027\u75c5\u60a3\u8005\u7684\u667a\u80fd\u7ba1\u7406\u5e73\u53f0\u3002<\/p>\n<h4>3.2 \u5347\u7ea7\u5b9e\u65bd\u8def\u5f84<\/h4>\n<h5>&#xff08;1&#xff09;\u533b\u7597\u6570\u636e\u4e2d\u53f0\u5efa\u8bbe<\/h5>\n<p>\u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u6784\u5efa\u533b\u7597\u6570\u636e\u6e56&#xff0c;\u6574\u5408HIS\u3001LIS\u3001PACS\u7b49\u7cfb\u7edf\u6570\u636e<\/li>\n<li>\u5f00\u53d1\u6570\u636e\u6cbb\u7406\u5de5\u5177&#xff0c;\u5b9e\u73b0\u6570\u636e\u6807\u51c6\u5316\u4e0e\u8d28\u91cf\u76d1\u63a7<\/li>\n<li>\u57fa\u4e8e\u9690\u79c1\u8ba1\u7b97\u5b9e\u73b0\u8de8\u9662\u6570\u636e\u534f\u540c\u5206\u6790<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MedicalDataLakeBuilder<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">HadoopClusterConfigurer<\/span> clusterConfigurer<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">DataQualityMonitor<\/span> qualityMonitor<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">PrivacyPreservingComputation<\/span> ppcService<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">buildMedicalDataLake<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MedicalDataLakeSpec<\/span> spec<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u914d\u7f6eHadoop\u96c6\u7fa4<\/span><br \/>\n        clusterConfigurer<span class=\"token punctuation\">.<\/span><span class=\"token function\">configure<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getClusterNodes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u6570\u636e\u62bd\u53d6\u4e0e\u6e05\u6d17<\/span><br \/>\n        <span class=\"token class-name\">DataPipeline<\/span> pipeline <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">DataPipeline<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">source<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSourceSystems<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">transform<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTransformations<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">sink<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSink<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        pipeline<span class=\"token punctuation\">.<\/span><span class=\"token function\">execute<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u6570\u636e\u8d28\u91cf\u76d1\u63a7<\/span><br \/>\n        qualityMonitor<span class=\"token punctuation\">.<\/span><span class=\"token function\">monitor<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getQualityRules<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u9690\u79c1\u8ba1\u7b97\u6a21\u5757\u96c6\u6210<\/span><br \/>\n        ppcService<span class=\"token punctuation\">.<\/span><span class=\"token function\">enable<\/span><span class=\"token punctuation\">(<\/span>spec<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPrivacyLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h5>&#xff08;2&#xff09;\u667a\u80fd\u98ce\u9669\u9884\u8b66\u7cfb\u7edf<\/h5>\n<p>\u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u6784\u5efa\u591a\u7ef4\u5ea6\u98ce\u9669\u8bc4\u4f30\u6a21\u578b&#xff0c;\u8986\u76d6\u751f\u7406\u6307\u6807\u3001\u751f\u6d3b\u4e60\u60ef\u3001\u7528\u836f\u5386\u53f2<\/li>\n<li>\u5f00\u53d1\u5b9e\u65f6\u9884\u8b66\u5f15\u64ce&#xff0c;\u652f\u6301\u5206\u7ea7\u9884\u8b66\u4e0e\u4e2a\u6027\u5316\u5e72\u9884<\/li>\n<li>\u96c6\u6210\u667a\u80fd\u8bbe\u5907\u6570\u636e&#xff0c;\u5b9e\u73b0\u52a8\u6001\u98ce\u9669\u9884\u6d4b<\/li>\n<\/ul>\n<p>\u4f18\u5316\u6548\u679c&#xff1a;<\/p>\n<ul>\n<li>\u98ce\u9669\u9884\u8b66\u51c6\u786e\u7387\u4ece62%\u63d0\u5347\u81f391%<\/li>\n<li>\u6025\u6027\u4e8b\u4ef6\u53d1\u751f\u7387\u4e0b\u964d35%<\/li>\n<li>\u533b\u751f\u54cd\u5e94\u65f6\u95f4\u4ece24\u5c0f\u65f6\u7f29\u77ed\u81f315\u5206\u949f<\/li>\n<\/ul>\n<h5>&#xff08;3&#xff09;\u667a\u80fd\u5e72\u9884\u4e0e\u968f\u8bbf\u7cfb\u7edf<\/h5>\n<p>\u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u6784\u5efa\u57fa\u4e8e\u89c4\u5219\u5f15\u64ce\u7684\u4e2a\u6027\u5316\u5e72\u9884\u65b9\u6848\u751f\u6210\u7cfb\u7edf<\/li>\n<li>\u5f00\u53d1\u591a\u6e20\u9053\u968f\u8bbf\u63d0\u9192\u673a\u5236&#xff08;APP\u63a8\u9001\u3001\u77ed\u4fe1\u3001\u667a\u80fd\u8bbe\u5907&#xff09;<\/li>\n<li>\u5b9e\u73b0\u5e72\u9884\u6548\u679c\u8bc4\u4f30\u4e0e\u65b9\u6848\u52a8\u6001\u8c03\u6574<\/li>\n<\/ul>\n<p>\u6838\u5fc3\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ChronicDiseaseInterventionService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">PatientHealthDataService<\/span> healthDataService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">InterventionPlanMapper<\/span> planMapper<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">NotificationService<\/span> notificationService<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">RuleEngine<\/span> ruleEngine<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">InterventionPlan<\/span> <span class=\"token function\">generatePersonalizedPlan<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Long<\/span> patientId<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u83b7\u53d6\u60a3\u8005\u57fa\u672c\u4fe1\u606f<\/span><br \/>\n        <span class=\"token class-name\">Patient<\/span> patient <span class=\"token operator\">&#061;<\/span> patientService<span class=\"token punctuation\">.<\/span><span class=\"token function\">getById<\/span><span class=\"token punctuation\">(<\/span>patientId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u83b7\u53d6\u6162\u75c5\u8bca\u65ad\u4fe1\u606f<\/span><br \/>\n        <span class=\"token class-name\">ChronicDisease<\/span> diagnosis <span class=\"token operator\">&#061;<\/span> diseaseService<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPrimaryDiagnosis<\/span><span class=\"token punctuation\">(<\/span>patientId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u83b7\u53d6\u8fd1\u671f\u5065\u5eb7\u6570\u636e<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">HealthMetric<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> metrics <span class=\"token operator\">&#061;<\/span> healthDataService<span class=\"token punctuation\">.<\/span><span class=\"token function\">getRecentMetrics<\/span><span class=\"token punctuation\">(<\/span>patientId<span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u8bc4\u4f30\u5f53\u524d\u5065\u5eb7\u72b6\u6001<\/span><br \/>\n        <span class=\"token class-name\">HealthStatus<\/span> status <span class=\"token operator\">&#061;<\/span> healthStatusEvaluator<span class=\"token punctuation\">.<\/span><span class=\"token function\">evaluate<\/span><span class=\"token punctuation\">(<\/span>metrics<span class=\"token punctuation\">,<\/span> diagnosis<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u751f\u6210\u57fa\u7840\u5e72\u9884\u65b9\u6848<\/span><br \/>\n        <span class=\"token class-name\">InterventionPlan<\/span> plan <span class=\"token operator\">&#061;<\/span> basePlanGenerator<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>diagnosis<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDiseaseType<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> status<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6839\u636e\u60a3\u8005\u7279\u5f81\u8c03\u6574<\/span><br \/>\n        plan <span class=\"token operator\">&#061;<\/span> planAdjuster<span class=\"token punctuation\">.<\/span><span class=\"token function\">adjustForPatient<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">,<\/span> patient<span class=\"token punctuation\">,<\/span> diagnosis<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6839\u636e\u751f\u6d3b\u4e60\u60ef\u8c03\u6574<\/span><br \/>\n        plan <span class=\"token operator\">&#061;<\/span> planAdjuster<span class=\"token punctuation\">.<\/span><span class=\"token function\">adjustForLifestyle<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">,<\/span> lifestyleService<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPatientLifestyle<\/span><span class=\"token punctuation\">(<\/span>patientId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u4fdd\u5b58\u5e72\u9884\u65b9\u6848<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPlanId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token constant\">UUID<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">randomUUID<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        plan<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPatientId<\/span><span class=\"token punctuation\">(<\/span>patientId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        planMapper<span class=\"token punctuation\">.<\/span><span class=\"token function\">insert<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u521b\u5efa\u968f\u8bbf\u4efb\u52a1<\/span><br \/>\n        <span class=\"token function\">createFollowUpTasks<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> plan<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>3.3 \u5347\u7ea7\u6210\u679c\u4e0e\u4ef7\u503c\u603b\u7ed3<\/h4>\n<h5>3.3.1 \u91cf\u5316\u6210\u679c<\/h5>\n<table>\n<tr>\u6307\u6807\u5347\u7ea7\u524d\u5347\u7ea7\u540e\u63d0\u5347\u5e45\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u6570\u636e\u91c7\u96c6\u8986\u76d6\u7387<\/td>\n<td>45%<\/td>\n<td>98%<\/td>\n<td>118%<\/td>\n<\/tr>\n<tr>\n<td>\u98ce\u9669\u9884\u8b66\u51c6\u786e\u7387<\/td>\n<td>62%<\/td>\n<td>91%<\/td>\n<td>47%<\/td>\n<\/tr>\n<tr>\n<td>\u5e72\u9884\u65b9\u6848\u4f9d\u4ece\u6027<\/td>\n<td>42%<\/td>\n<td>78%<\/td>\n<td>86%<\/td>\n<\/tr>\n<tr>\n<td>\u5065\u5eb7\u6307\u6807\u8fbe\u6807\u7387<\/td>\n<td>53%<\/td>\n<td>74%<\/td>\n<td>40%<\/td>\n<\/tr>\n<tr>\n<td>\u6025\u6027\u53d1\u4f5c\u7387<\/td>\n<td>18%<\/td>\n<td>11.7%<\/td>\n<td>35%<\/td>\n<\/tr>\n<tr>\n<td>\u95e8\u8bca\u5c31\u8bca\u6b21\u6570<\/td>\n<td>6.2\u6b21\/\u5e74<\/td>\n<td>4.1\u6b21\/\u5e74<\/td>\n<td>34%<\/td>\n<\/tr>\n<tr>\n<td>\u60a3\u8005\u54a8\u8be2\u54cd\u5e94\u65f6\u95f4<\/td>\n<td>24\u5c0f\u65f6<\/td>\n<td>15\u5206\u949f<\/td>\n<td>99%<\/td>\n<\/tr>\n<tr>\n<td>\u533b\u751f\u5de5\u4f5c\u6548\u7387<\/td>\n<td>15\u4eba\/\u5929<\/td>\n<td>35\u4eba\/\u5929<\/td>\n<td>133%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>3.3.2 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