创建一个无知基础:探索科学文献中已知的未知事物
Mayla R Boguslav1, Nourah M Salem1, Elizabeth K White2
1Computational Bioscience Program, University of Colorado, Anschutz Medical Campus, E 17th Avenue, Aurora, 80045, CO, USA.
Journal of biomedical informatics
|June 3, 2023
概括
研究人员创建了第一个无知基础,用于绘制产前营养中的科学未知因素. 该工具通过突出知识差距,加速科学发现,帮助识别新的研究途径.
科学领域:
- 生物医学研究的研究.
- 科学发现是科学发现.
背景情况:
- 科学进步依赖于识别和解决未知的问题.
- 现有的知识库捕获已知的信息,但缺乏已知的未知信息的框架.
- 了解和利用科学无知对于指导未来研究至关重要.
研究的目的:
- 开发一个知识基础,以捕捉和连接科学无知 (已知未知).
- 将这种无知基础与现有的生物医学知识基础相结合.
- 通过确定开放的问题和新的探索途径,加速产前营养研究.
主要方法:
- 通过结合分类器来识别科学文献中的无知陈述,开发了第一个无知基础.
- 在产前营养领域,将无知陈述与生物医学概念联系起来.
- 应用了无知基础来分析关于维生素D和产前健康的文献.
主要成果:
- 通过分析无知陈述丰富的概念,确定了与维生素D和产前健康相关的三个新的研究途径 (免疫,呼吸,大脑发育).
- 发现了一个新兴的神经科学主题 (大脑发育),与维生素D和早产基因有关.
- 证明了无知基础在发现隐藏的研究机会方面的实用性.
结论:
- 无知基础有效地将生物医学概念与作者声明的知识差距联系起来.
- 这种方法通过阐明已知的未知事物和指导未来的科学调查来加速研究.
- 对科学无知的集体理解可以大大促进研究工作.
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