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Visual and Semantic Enrichment of Analytical Chemistry Literature Searches by Combining Text Mining and Computational Chemistry

机译:通过结合文本挖掘和计算化学研究分析化学文献搜索的视觉和语义富集

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摘要

The open-access scientific literature contains a wealth of information for meaningful text mining. However, this information is not always easy to retrieve. This technical note addresses the problem by a new flexible method combining in a single workflow existing resources for literature searches, text mining, and large-scale prediction of physicochemical and biological properties. The results are visualized as virtual mass spectra, chromatograms, or images in styles new to text mining but familiar to analytical chemistry. The method is demonstrated on comparisons of analytical-chemistry techniques and semantically enriched searches for proteins and their activities, but it may also be of general utility in experimental design, drug discovery, chemical syntheses, business intelligence, and historical studies. The method is realized in shareable scientific workflows using only freely available data, services, and software that scale to millions of publications and named chemical entities in the literature.
机译:开放式科学文献包含有意义的文本挖掘的丰富信息。但是,此信息并不总是容易检索。本技术说明通过新的灵活方法在单一工作流现有资源中结合的新灵活方法来解决问题,文本挖掘和物理化学和生物学性质的大规模预测。结果可视化为虚拟质谱,色谱图或款式的款式,以文本挖掘,但对分析化学熟悉。该方法是关于分析化学技术的比较和语义富集的蛋白质和活动的富集的比较,但它也可能是实验设计,药物发现,化学合成,商业智力和历史研究的一般效用。该方法在可共享的科学工作流中使用,仅使用可自由的数据,服务和软件,这些数据,服务和软件扩展到数百万出版物和文献中的化学实体。

著录项

  • 来源
    《Analytical chemistry》 |2019年第7期|共5页
  • 作者

    Palmblad Magnus;

  • 作者单位

    Leiden Univ Med Ctr Ctr Prote &

    Metabol Postzone S3-P Postbus 9600 NL-2300 RC Leiden Netherlands;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 分析化学;
  • 关键词

  • 入库时间 2022-08-20 16:39:32

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