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Application of Chinese medical document anonymization in EMR system

机译:中国医学文献匿名在EMR系统中的应用

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Anonymization of the medical document provides effective protection of patient privacy so as to promote the development of anonymization of electronic medical records in China. However, traditional methods which identify patient privacy manually are not only inefficient with frequent errors and omissions but also labor-consuming. To solve this problem, this paper introduces an algorithm which has achieved batch anonymizing Chinese medical document upon EMR system through fragmenting natural sentences and words of medical document and fully exploiting the correlation between the names and the context. With this approach, the name detection rate has reached 96.82%, higher than manual average PHI detection rate of 81% done by clinical staff and has meanwhile reached an accuracy of 90.57%. It has reduced the impact of anonymization on the clinical and medical value of medical document to the maximum degree while still protecting patient privacy.
机译:医疗文件的匿名化提供了有效保护患者隐私,以促进中国电子病历的匿名化发展。然而,手动识别患者隐私的传统方法不仅效率低下,频繁错误和遗漏也是劳动力。为了解决这个问题,本文介绍了一种算法,它通过分段的自然句子和医学文档的单词并充分利用名称与上下文之间的相关性,实现了批量匿名的eMR系统匿名中文医疗文档。通过这种方法,该名称检测率已达到96.82%,高于手动平均PHI检测率81%的临床工作人员,同时达到90.57%的准确性。它减少了对医学文件的临床和医疗价值的影响,以获得最高程度,同时仍然保护患者隐私。

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