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21 世纪:过去 20 年中研究主题、关联和趋势的数据分析

in the 21st Century: A Data-Driven Analysis of Research Topics, Interconnections, And Trends in the Past 20 Years.

机构信息

Department of Civil and Environmental Engineering and Andlinger Center for Energy and the Environment, Princeton University, Princeton, New Jersey 08544, United States.

Princeton University Library, Princeton University, Princeton, New Jersey 08544, United States.

出版信息

Environ Sci Technol. 2021 Mar 16;55(6):3453-3464. doi: 10.1021/acs.est.0c07551.

Abstract

() has served a leadership role in reporting advanced and significant research findings for decades and accumulated tremendous amount of high-quality literature. In this study, we developed tailored text mining methods and analyzed 29 188 papers published in from 2000 to 2019, and we performed data-driven analyses to reveal some critical information and guidance on what has been published, what topical changes have evolved, and what are the areas that deserve additional attention. While top research keywords remained stable (, , , , , ), the trending up and emerging keywords showed clear shift over the years. Keywords related to nanobased materials (, , ), climate and energy (, , , , ), and health (, , ) demonstrated the strongest uptrend in the past 10 years, while plastics and PFAS were among clear emerging topics in the past 5 years. Co-occurrence analysis showed distinct associations between media (, , , ), chemicals (, , ), processes (, , ), and properties (, , ). Furthermore, a rule-based classification deciphered trends, distributions, and interconnections of articles based on either monodomains (air, soil, solid waste, water, and wastewater) or multidomains. It found water and wastewater cross-discipline articles tended to have higher citation values, while air domain tended to stand alone. Water and air monodomains consistently increased their shares in publications (together 56.3% in 2019), while shares of soil studies gradually declined. This study provides new data-driven methods on literature mining and offers unique insights on environmental research landscape and opportunities.

摘要

() 几十年来一直担任报告先进和重要研究成果的领导角色,并积累了大量高质量文献。在这项研究中,我们开发了定制的文本挖掘方法,分析了 2000 年至 2019 年在 上发表的 29188 篇论文,并进行了数据驱动分析,以揭示已发表的内容、主题变化以及值得关注的领域的一些关键信息和指导。虽然顶级研究关键词保持稳定(、、、、、),但热门和新兴关键词多年来呈现出明显的变化趋势。与纳米材料(、、)、气候和能源(、、、、)以及健康(、、)相关的关键词在过去 10 年表现出最强的上升趋势,而塑料和 PFAS 则是过去 5 年的明显新兴主题。共现分析显示,媒体(、、、)、化学品(、、)、工艺(、、)和特性(、、)之间存在明显的关联。此外,基于单域(空气、土壤、固体废物、水和废水)或多域,基于规则的分类方法揭示了文章的趋势、分布和相互关系。研究发现,跨学科的水和废水文章往往具有更高的引用值,而空气领域则往往独立存在。水和空气单域在出版物中的份额持续增加(2019 年共占 56.3%),而土壤研究的份额逐渐下降。本研究提供了文献挖掘的新数据驱动方法,并为环境研究领域和机遇提供了独特的见解。

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