一个自动化可定制的实时网络爬虫用于比较药代动力学数据的策划:基于研究的综合性文章库的智能编译
Remya Ampadi Ramachandran1,2,3, Lisa A Tell4, Sidharth Rai1,2,3
11DATA Consortium, Kansas State University Olathe, Olathe, KS 66061, USA.
Pharmaceutics
|May 27, 2023
概括
一个新的Web Crawler for Pharmacokinetics (WCPK) 工具有效地提取用于药理学数据策划的科学文章. 该系统自动检索数据,提高研究数据库的全面性.
科学领域:
- 药理学 药理学是指药理学的学科.
- 生物信息学是一种生物信息学.
- 数据科学数据科学数据科学
背景情况:
- 数据策划对于研究至关重要,但传统的文献搜索是劳动密集型的,并产生不完整的结果.
- 获取药理学数据用于药物治疗结果需要仔细审查科学文件.
- 现有的文献检索方法往往导致不完整的数据提取.
研究的目的:
- 引入一种新的方法和用户友好的模型,以有效地从科学文献中提取数据.
- 开发一个工具,Web Crawler for Pharmacokinetics (WCPK),用于根据用户定义的关键字检索元数据和全文文章.
- 加强构建数据策划项目的综合性文章存储库的过程.
主要方法:
- 开发了一个名为Web Crawler for Pharmacokinetics (WCPK) 的导航工具.
- 使用WCPK从多个来源提取了科学公布的药物药理动力学记录.
- 实施了用户友好的模型,接受研究领域特定的关键词用于元数据和全文文章检索.
主要成果:
- 通过抽取元数据,在四个药物类别中获得了74,867篇论文.
- 使用WCPK进行全文提取,成功率超过97%.
- WCPK系统有助于建立基于关键字的文章存储库.
结论:
- 拟议的WCPK模型显著提高了药理学研究数据提取的效率和完整性.
- 这种可定制的工具有助于构建更全面的数据库,这对于文章策划至关重要.
- 该研究详细介绍了该系统的设计,开发和部署,为科学文献导航提供了强大的解决方案.
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