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Technical structure of the global nanoscience and nanotechnology literature

机译:全球纳米科学和纳米技术文献的技术结构

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Text mining was used to extract technical intelligence from the open source global nanotechnology and nanoscience research literature. An extensive nanotechnologyanoscience-focused query was applied to the Science Citation Index/Social Science Citation Index (SCI/SSCI) databases. The nanotechnologyanoscience research literature technical structure (taxonomy) was obtained using computational linguistics/document clustering and factor analysis. The infrastructure (prolific authors, key journals/institutions/countries, most cited authors/journals/documents) for each of the clusters generated by the document clustering algorithm was obtained using bibliometrics. Another novel addition was the use of phrase auto-correlation maps to show technical thrust areas based on phrase co-occurrence in Abstracts, and the use of phrase–phrase cross-correlation maps to show technical thrust areas based on phrase relations due to the sharing of common co-occurring phrases. The ~400 most cited nanotechnology papers since 1991 were grouped, and their characteristics generated. Whereas the main analysis provided technical thrusts of all nanotechnology papers retrieved, analysis of the most cited papers allowed their characteristics to be displayed. Finally, most cited papers from selected time periods were extracted, along with all publications from those time periods, and the institutions and countries were compared based on their representation in the most cited documents list relative to their representation in the most publications list.
机译:文本挖掘被用来从开源的全球纳米技术和纳米科学研究文献中提取技术情报。将广泛的以纳米技术/纳米科学为重点的查询应用于“科学引文索引” /“社会科学引文索引”(SCI / SSCI)数据库。使用计算语言学/文档聚类和因子分析获得了纳米技术/纳米科学研究文献的技术结构(分类学)。使用文献计量学获得了由文档聚类算法生成的每个聚类的基础结构(多产的作者,主要期刊/机构/国家,被引用最多的作者/期刊/文档)。另一个新颖的功能是使用短语自相关图来显示摘要中基于短语共现的技术重点领域,以及使用短语-短语互相关图来显示由于共享而基于短语关系的技术重点领域共同出现短语的集合。将1991年以来被引用最多的〜400篇纳米技术论文归类,并产生其特征。主要分析提供了所有检索到的纳米技术论文的技术重点,而对大多数被引用论文的分析却可以显示其特征。最后,提取了选定时间段内大多数被引用的论文以及该时间段内的所有出版物,并根据机构和国家在引用最多的文档列表中的代表相对于在大多数出版物列表中的代表比较了机构和国家。

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