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Ontology-Based Data Integration between Clinical and Research Systems

机译:临床和研究系统之间基于本体的数据集成

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摘要

Data from the electronic medical record comprise numerous structured but uncoded ele-ments, which are not linked to standard terminologies. Reuse of such data for secondary research purposes has gained in importance recently. However, the identification of rele-vant data elements and the creation of database jobs for extraction, transformation and loading (ETL) are challenging: With current methods such as data warehousing, it is not feasible to efficiently maintain and reuse semantically complex data extraction and trans-formation routines. We present an ontology-supported approach to overcome this challenge by making use of abstraction: Instead of defining ETL procedures at the database level, we use ontologies to organize and describe the medical concepts of both the source system and the target system. Instead of using unique, specifically developed SQL statements or ETL jobs, we define declarative transformation rules within ontologies and illustrate how these constructs can then be used to automatically generate SQL code to perform the desired ETL procedures. This demonstrates how a suitable level of abstraction may not only aid the interpretation of clinical data, but can also foster the reutilization of methods for un-locking it.
机译:电子病历中的数据包含许多结构化但未编码的元素,这些元素未链接到标准术语。最近,将这些数据用于二次研究已变得越来越重要。但是,相关数据元素的标识以及用于提取,转换和加载(ETL)的数据库作业的创建是具有挑战性的:使用诸如数据仓库之类的当前方法,有效维护和重用语义复杂的数据提取和处理是不可行的。转换例程。我们提出了一种使用本体来支持的方法,以通过使用抽象来克服这一挑战:我们不是使用数据库来定义ETL程序,而是使用本体来组织和描述源系统和目标系统的医学概念。代替使用唯一的,专门开发的SQL语句或ETL作业,我们在本体中定义声明性转换规则,并说明如何使用这些结构自动生成SQL代码以执行所需的ETL过程。这表明合适的抽象水平不仅可以帮助解释临床数据,还可以促进解锁方法的重用。

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