Hughes Kevin J, Ganesan Magesh, Tenchov Rumiana, Iyer Kavita A, Ralhan Krittika, Diaz Leilani Lotti, Bird Robert E, Ivanov Julian, Zhou Qiongqiong Angela
CAS, a Division of the American Chemical Society, Columbus, Ohio 43210, United States.
ACS International India Pvt. Ltd., Pune 411044, India.
ACS Omega. 2025 Feb 17;10(8):7530-7548. doi: 10.1021/acsomega.4c10929. eCollection 2025 Mar 4.
Since their inception in the early 1960s, the use of nanoscale materials has progressed in leaps and bounds, and their role in diverse fields ranging from human health to energy is undeniable. In this report, we utilize the CAS Content Collection, a vast repository of scientific information extracted from journals and patent publications, to identify emerging topics in this field. This involves understanding trends, such as the growth of certain topics over time, as well as establishing relationships among emerging topics. We achieved this by using a host of strategies including a quantitative natural language processing (NLP) approach to identify over 270 emerging topics and subtopics across three major categories-materials, applications, and properties-by surveying over 3 million documents spanning across two decades in the nanoscience landscape. This wealth of information has been condensed into several conceptual Trendscape maps and other data visualizations, providing metrics related to the growth of identified emerging concepts, and grouped into hierarchical classes, and the connections between them have been explored. Our extensive analysis taking advantage of an NLP-based approach along with robust CAS indexing provides valuable insights in the field that we hope can help to inform and drive future research efforts. In a series of interconnected papers, we will present our findings from this project, with a focus on four major applications of nanoscale materials-drug delivery, sensors, energy, and catalysis-to provide a more comprehensive and detailed picture of the use of nanotechnology in these fields.
自20世纪60年代初问世以来,纳米级材料的应用取得了飞跃式发展,其在从人类健康到能源等各个领域的作用是不可否认的。在本报告中,我们利用中国科学院内容集合(CAS Content Collection),这是一个从期刊和专利出版物中提取的庞大科学信息库,来确定该领域的新兴主题。这包括了解趋势,例如某些主题随时间的增长情况,以及建立新兴主题之间的关系。我们通过一系列策略实现了这一目标,包括采用定量自然语言处理(NLP)方法,通过调查纳米科学领域二十年间的300多万份文档,确定了材料、应用和性质三大类中的270多个新兴主题和子主题。这些丰富的信息已被浓缩成几个概念性的趋势景观图和其他数据可视化形式,提供了与已确定的新兴概念增长相关的指标,并被分组到层次类别中,同时探索了它们之间的联系。我们利用基于NLP的方法以及强大的CAS索引进行的广泛分析,为该领域提供了有价值的见解,我们希望这些见解能够为未来的研究工作提供信息并推动其发展。在一系列相互关联的论文中,我们将展示该项目的研究结果,重点关注纳米级材料在药物递送、传感器、能源和催化这四个主要应用领域,以更全面、详细地描绘纳米技术在这些领域的应用情况。