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Metadata Analyser: Measuring Metadata Quality

机译:元数据分析仪:测量元数据质量

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摘要

Scientific research is increasingly dependent on publicly available information and data sharing. So far, the best practices to ensure that data is accessible and shareable has been to deposit it in public repositories. However, these repositories often fail to implement mechanisms that measure data quality, which could lead to improving the discoverability of existing data, and contribute to its future integration. In light of this, we present Metadata Analyser, a tool that measures metadata quality. It assesses the quality of metadata by considering the proportion of terms actually linked to ontology concepts, as well as the specificity of the terms used in the metadata. Metadata Analyser applied to Metabolights, a real-world repository of metabolomics data, and results show that the tool successfully implements the proposed measures, that there is indeed a lack of effort in the annotation task, and that our tool can be used to improve this situation. Metadata Analyser's fron-tend is available at http://masterweb-metadataanalyser.rhcloud.com.
机译:科学研究越来越依赖公开的信息和数据共享。到目前为止,确保数据可访问和可共享的最佳实践已在公共存储库中存入。但是,这些存储库通常无法实施测量数据质量的机制,这可能导致提高现有数据的可发现性,并促进其未来的集成。鉴于此,我们呈现元数据分析仪,这是一个测量元数据质量的工具。它通过考虑与本体论概念的术语比例以及元数据中使用的术语的特异性来评估元数据的质量。 Metadata分析仪适用于代谢逻辑,一个现实世界的代谢组数据库,结果表明,该工具成功实现了拟议的措施,确实存在注释任务中的缺乏努力,并且我们的工具可用于改善这一点情况。元数据分析仪的FRON-趋势可在http://masterweb-metadataanalyser.rhcloud.com上获得。

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