利用结构性主题模型分析涉及基于废水的流行病学和跨学科溢出效应的研究领域

IF 2.5 Q2 CHEMISTRY, MULTIDISCIPLINARY Results in Chemistry Pub Date : 2024-11-10 DOI:10.1016/j.rechem.2024.101897
Michio Murakami , Yoshitaka Nishikawa , Masaaki Kitajima
{"title":"利用结构性主题模型分析涉及基于废水的流行病学和跨学科溢出效应的研究领域","authors":"Michio Murakami ,&nbsp;Yoshitaka Nishikawa ,&nbsp;Masaaki Kitajima","doi":"10.1016/j.rechem.2024.101897","DOIUrl":null,"url":null,"abstract":"<div><div>To further the academic development and practical application of wastewater-based epidemiology (WBE), a greater understanding of its impact across various research fields, academic disciplines, and interdisciplinary spillovers is required. However, no previous studies have applied the structural topic model to WBE papers to characterize different topics or to study the interdisciplinary spillover effects between topics. Therefore, we used a structural topic model to provide an overview of the topics involved in WBE in various research fields and elucidate their characteristics. The topics in the literature cited by high-impact papers and the literature citing high-impact papers were also analyzed to identify spillovers in WBE research between fields. A total of 2842 papers were extracted using Scopus on July 3, 2023, and classified into 5 topics related to WBE using the structural topic model, with the manual exclusion of topics highly relevant to non-WBE papers. WBE topics included “illicit drugs,” “SARS-CoV-2 detection,” “virus and genotype,” “public health and COVID-19,” and “COVID-19 and clinic.” The average publication years for “virus and genotype” and “illicit drugs” were 2017 and 2019, which were earlier than those of COVID-19-related papers (2020–2022). Furthermore, “virus and genotype” had fewer papers (<em>N</em> = 241) and citations (arithmetic mean, 21.8), whereas “illicit drugs” had a higher number of papers (<em>N</em> = 475) and citations (32.3). Although research on COVID-19 has only recently begun, “SARS-CoV-2 detection” had a higher number of papers (<em>N</em> = 348) and citations (32.8). Analysis of the sources and effects of high-impact papers on each topic showed that public health-driven studies referred to numerous illicit drugs and created connections with subsequent COVID-19-related papers. Studies that link existing research fields with future risk factors for major public health crises indicate the direction for innovative interdisciplinary research.</div></div>","PeriodicalId":420,"journal":{"name":"Results in Chemistry","volume":"12 ","pages":"Article 101897"},"PeriodicalIF":2.5000,"publicationDate":"2024-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Analysis of research fields involving wastewater-based epidemiology and interdisciplinary spillovers using a structural topic model\",\"authors\":\"Michio Murakami ,&nbsp;Yoshitaka Nishikawa ,&nbsp;Masaaki Kitajima\",\"doi\":\"10.1016/j.rechem.2024.101897\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>To further the academic development and practical application of wastewater-based epidemiology (WBE), a greater understanding of its impact across various research fields, academic disciplines, and interdisciplinary spillovers is required. However, no previous studies have applied the structural topic model to WBE papers to characterize different topics or to study the interdisciplinary spillover effects between topics. Therefore, we used a structural topic model to provide an overview of the topics involved in WBE in various research fields and elucidate their characteristics. The topics in the literature cited by high-impact papers and the literature citing high-impact papers were also analyzed to identify spillovers in WBE research between fields. A total of 2842 papers were extracted using Scopus on July 3, 2023, and classified into 5 topics related to WBE using the structural topic model, with the manual exclusion of topics highly relevant to non-WBE papers. WBE topics included “illicit drugs,” “SARS-CoV-2 detection,” “virus and genotype,” “public health and COVID-19,” and “COVID-19 and clinic.” The average publication years for “virus and genotype” and “illicit drugs” were 2017 and 2019, which were earlier than those of COVID-19-related papers (2020–2022). Furthermore, “virus and genotype” had fewer papers (<em>N</em> = 241) and citations (arithmetic mean, 21.8), whereas “illicit drugs” had a higher number of papers (<em>N</em> = 475) and citations (32.3). Although research on COVID-19 has only recently begun, “SARS-CoV-2 detection” had a higher number of papers (<em>N</em> = 348) and citations (32.8). Analysis of the sources and effects of high-impact papers on each topic showed that public health-driven studies referred to numerous illicit drugs and created connections with subsequent COVID-19-related papers. Studies that link existing research fields with future risk factors for major public health crises indicate the direction for innovative interdisciplinary research.</div></div>\",\"PeriodicalId\":420,\"journal\":{\"name\":\"Results in Chemistry\",\"volume\":\"12 \",\"pages\":\"Article 101897\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2024-11-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Results in Chemistry\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2211715624005939\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Results in Chemistry","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2211715624005939","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

为了促进基于废水的流行病学(WBE)的学术发展和实际应用,需要进一步了解其在不同研究领域、学科之间的影响以及跨学科溢出效应。然而,之前没有研究将结构性主题模型应用于 WBE 论文,以描述不同主题的特征或研究主题之间的跨学科溢出效应。因此,我们采用了结构性主题模型来概述各研究领域的世界经济伦理所涉及的主题,并阐明其特点。此外,我们还分析了高影响力论文所引用文献中的主题以及高影响力论文所引用文献中的主题,以确定WBE研究在不同领域之间的溢出效应。2023 年 7 月 3 日,使用 Scopus 共提取了 2842 篇论文,并使用结构化主题模型将其分为 5 个与 WBE 相关的主题,人工排除了与非 WBE 论文高度相关的主题。WBE主题包括 "非法药物"、"SARS-CoV-2检测"、"病毒与基因型"、"公共卫生与COVID-19 "和 "COVID-19与临床"。病毒与基因型 "和 "非法药物 "的平均发表年份为 2017 年和 2019 年,早于 COVID-19 相关论文的发表年份(2020-2022 年)。此外,"病毒和基因型 "的论文数量(N = 241)和引用次数(算术平均数,21.8)较少,而 "违禁药物 "的论文数量(N = 475)和引用次数(32.3)较多。虽然对 COVID-19 的研究最近才开始,但 "SARS-CoV-2 检测 "的论文数(N = 348)和引用次数(32.8)都较高。对每个主题的高影响力论文的来源和影响的分析表明,公共卫生驱动的研究提到了许多非法药物,并与随后的 COVID-19 相关论文建立了联系。将现有研究领域与重大公共卫生危机的未来风险因素联系起来的研究指明了创新性跨学科研究的方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

摘要图片

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Analysis of research fields involving wastewater-based epidemiology and interdisciplinary spillovers using a structural topic model
To further the academic development and practical application of wastewater-based epidemiology (WBE), a greater understanding of its impact across various research fields, academic disciplines, and interdisciplinary spillovers is required. However, no previous studies have applied the structural topic model to WBE papers to characterize different topics or to study the interdisciplinary spillover effects between topics. Therefore, we used a structural topic model to provide an overview of the topics involved in WBE in various research fields and elucidate their characteristics. The topics in the literature cited by high-impact papers and the literature citing high-impact papers were also analyzed to identify spillovers in WBE research between fields. A total of 2842 papers were extracted using Scopus on July 3, 2023, and classified into 5 topics related to WBE using the structural topic model, with the manual exclusion of topics highly relevant to non-WBE papers. WBE topics included “illicit drugs,” “SARS-CoV-2 detection,” “virus and genotype,” “public health and COVID-19,” and “COVID-19 and clinic.” The average publication years for “virus and genotype” and “illicit drugs” were 2017 and 2019, which were earlier than those of COVID-19-related papers (2020–2022). Furthermore, “virus and genotype” had fewer papers (N = 241) and citations (arithmetic mean, 21.8), whereas “illicit drugs” had a higher number of papers (N = 475) and citations (32.3). Although research on COVID-19 has only recently begun, “SARS-CoV-2 detection” had a higher number of papers (N = 348) and citations (32.8). Analysis of the sources and effects of high-impact papers on each topic showed that public health-driven studies referred to numerous illicit drugs and created connections with subsequent COVID-19-related papers. Studies that link existing research fields with future risk factors for major public health crises indicate the direction for innovative interdisciplinary research.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Results in Chemistry
Results in Chemistry Chemistry-Chemistry (all)
CiteScore
2.70
自引率
8.70%
发文量
380
审稿时长
56 days
期刊最新文献
Synthesis of prodelphinidin B2 3,3′′-digallate using AgOTf-mediated self-condensation Synthesis, crystal structure, cytotoxicity (MCF-7 and HeLa) and free radical scavenging activity of the hydrazones derived from 2-methylsulfonyl-5-nitrobenzaldehyde Anti-corrosive efficiency of salvadora persica plant stick powder on SS 316L orthodontic wire in artificial saliva Analysis of research fields involving wastewater-based epidemiology and interdisciplinary spillovers using a structural topic model PD-1 agonist: A novel therapeutic approach to resolve atherosclerosis
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1