Global Trends in Cancer Nanotechnology: A Qualitative Scientific Mapping Using Content-Based and Bibliometric Features for Machine Learning Text Classification.
Global Trends in Cancer Nanotechnology: A Qualitative Scientific Mapping Using Content-Based and Bibliometric Features for Machine Learning Text Classification.
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DOI：
10.3390/cancers13174417
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发表时间：
2021-09-01
期刊：
影响因子：
5.2
通讯作者：
Jaberi-Douraki M
中科院分区：
文献类型：
--
作者：
Millagaha Gedara NI;Xu X;DeLong R;Aryal S;Jaberi-Douraki M
这项研究是一种新的方法，为预防，诊断和治疗提供了潜在的机会，以调查癌症纳米技术研究的综合趋势。本文采用文献计量学的定性方法，利用PubMed数据库对2000-2021年癌症纳米技术进行分析。它挖掘了发表在多个知名期刊上的近5万篇论文。我们的研究结果的影响是显著的，其重点是混合医学模型和基于内容和文献计量学特征的机器学习模型在癌症检测，诊断，成像和治疗有关的癌症纳米技术在世界上。我们主要识别和分类了癌症纳米技术前100名期刊中代表文献的顶级和重要关键词，国家，作者，所属机构和研究领域，这将有助于研究人员在未来五到十年内探索更强大的抗癌纳米药物。这项研究提出了一种新的方法来调查不同国家，机构和期刊的癌症纳米技术研究的综合趋势，为预防，诊断和治疗提供重要见解。本文采用文献计量学的定性方法，利用PubMed数据库对2000-2021年癌症纳米技术进行分析。受混合医学模型以及机器学习模型的基于内容和文献计量学特征的启发，我们的研究结果显示，自2010年以来，癌症纳米技术研究呈指数级增长。癌症纳米技术文章的最高产量主要来自美国机构，特别是美国，中国，英国，印度和伊朗作为癌症纳米技术研究中心的集中焦点，特别是在过去五年中。分析显示，纳米技术与DNA、RNA、氧化铁或介孔二氧化硅、乳腺癌以及癌症诊断和癌症治疗之间存在最大的重叠。此外，超过50%的与关键词、作者、机构、期刊和国家相关的信息是以前100名期刊的出版物的形式进行的。这项研究有可能提供过去和当前的研究路线，可以揭示癌症纳米技术，关键研究课题或该领域最富有成效的国家和作者的综合趋势。
This study is a new way of providing potential opportunities for prevention, diagnosis, and therapy to investigate the comprehensive trends in cancer nanotechnology research. This paper applied the qualitative method of bibliometric analysis on cancer nanotechnology using the PubMed database during the years 2000–2021. It mined nearly 50,000 papers published in multiple reputed journals. The impact of our findings is significant, which focuses on hybrid medical models and content-based and bibliometric features for machine learning models in cancer detection, diagnosis, imaging, and therapy related to cancer nanotechnology in the world. We mainly identified and classified the top and significant keywords, countries, authors, affiliations, and research areas representing the documents in the top 100 journals in cancer nanotechnology, which will help researchers explore more powerful anticancer nanomedicines in the next five to ten years. This study presents a new way to investigate comprehensive trends in cancer nanotechnology research in different countries, institutions, and journals providing critical insights to prevention, diagnosis, and therapy. This paper applied the qualitative method of bibliometric analysis on cancer nanotechnology using the PubMed database during the years 2000–2021. Inspired by hybrid medical models and content-based and bibliometric features for machine learning models, our results show cancer nanotechnology studies have expanded exponentially since 2010. The highest production of articles in cancer nanotechnology is mainly from US institutions, with several countries, notably the USA, China, the UK, India, and Iran as concentrated focal points as centers of cancer nanotechnology research, especially in the last five years. The analysis shows the greatest overlap between nanotechnology and DNA, RNA, iron oxide or mesoporous silica, breast cancer, and cancer diagnosis and cancer treatment. Moreover, more than 50% of the information related to the keywords, authors, institutions, journals, and countries are considerably investigated in the form of publications from the top 100 journals. This study has the potential to provide past and current lines of research that can unmask comprehensive trends in cancer nanotechnology, key research topics, or the most productive countries and authors in the field.
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影响因子：
62.1
作者：
Kamaly N;Yameen B;Wu J;Farokhzad OC
通讯作者：
Farokhzad OC
影响因子：
17.1
作者：
Grodzinski, Piotr;Kircher, Moritz;Gabizon, Alberto
通讯作者：
Gabizon, Alberto
DOI：
10.1016/j.nano.2017.11.010
发表时间：
2018-03
期刊：
Nanomedicine : nanotechnology, biology, and medicine
影响因子：
--
作者：
Amreddy N;Babu A;Panneerselvam J;Srivastava A;Muralidharan R;Chen A;Zhao YD;Munshi A;Ramesh R
通讯作者：
Ramesh R
影响因子：
1.8
作者：
Angeles Martinez, Ma;Jesus Cobo, Manuel;Herrera-Viedma, Enrique
通讯作者：
Herrera-Viedma, Enrique
影响因子：
6.1
作者：
Babchuk, Wayne A.
通讯作者：
Babchuk, Wayne A.