评估生物领域研究主题的演变,以植物科学为例
Shin-Han Shiu1,2,3, Melissa D Lehti-Shiu1
1Department of Plant Biology, Michigan State University, East Lansing, Michigan, United States of America.
PLoS biology
|May 23, 2024
概括
这项研究使用机器学习来绘制50年来植物科学研究主题的演变图. 它揭示了趋势的变化,新的子领域和不同的国家研究路径.
科学领域:
- 植物生物学 植物生物学
- 计算语言学计算语言学
- 图书统计学 图书统计学
背景情况:
- 追踪科学进步需要理解研究主题的进化.
- 鉴于大量的文献和专业知识要求,量化当前的演变是具有挑战性的.
研究的目的:
- 开发和应用机器学习方法来分类和分析植物科学研究主题的演变.
- 量化研究趋势的变化,确定新兴子领域,并比较国际研究轨迹.
主要方法:
- 利用机器学习和自然语言处理 (NLP) 模型.
- 将大量的植物科学引用归类为相互关联的,不断发展的子领域.
- 分析了50年来这些话题的时间流行情况.
主要成果:
- 确定了主要研究趋势的重大转变以及植物科学中新话题的出现.
- 在不同国家观察到模型物种流行率的变化和不同的研究轨迹.
- 证明了在一个大型科学领域总结主题多样性和演变的能力.
结论:
- 机器学习和语言模型为分析科学领域的历史演变提供了有效的工具.
- 该方法为研究趋势,子领域的出现和国际科学动态提供了洞察力.
- 这种方法广泛适用于理解其他科学学科的专题演变.
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