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Application of Chinese medical document anonymization in EMR system

机译:中医文献匿名化在电子病历系统中的应用

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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:医疗文件匿名化为患者隐私提供了有效的保护,从而促进了中国电子病历匿名化的发展。但是,传统的手动识别患者隐私的方法不仅效率低下,而且经常出错和遗漏,而且劳动量大。为了解决这个问题,本文提出了一种算法,该算法通过分割医学文档的自然句子和单词,并充分利用名称与上下文之间的相关性,实现了在电子病历系统上对中国医学文档进行批量匿名处理。通过这种方法,名称检测率达到了96.82%,高于临床人员手动平均PHI检测率的81%,同时达到了90.57%的准确率。它最大程度地降低了匿名对医疗文档的临床和医学价值的影响,同时仍保护了患者的隐私。

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