结质瘤研究中的人工智能:对全球趋势,热点和未来方向的图书统计分析
Da Shao1, Shulei Lou2, Yunsheng Liu3
1Research Center of Translational Medicine, School of Medicine, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.
Frontiers in neurology
|January 28, 2026
概括
人工智能 (AI) 正在彻底改变质瘤研究,出版物的数量大幅增加. 本分析强调了人工智能驱动的质瘤研究中的关键全球趋势和新兴话题.
科学领域:
- 神经瘤学神经瘤学
- 医疗信息学 医疗信息学
- 图书统计学 图书统计学
背景情况:
- 质瘤是具有不良预后的侵袭性原发性脑瘤,带来了重大的治疗挑战.
- 人工智能 (AI) 提供了有前途的工具,以推进质瘤研究和临床护理.
研究的目的:
- 对AI和质瘤的全球研究进行全面的文献分析.
- 确定该领域的领先研究贡献者,新兴热点和时间趋势.
主要方法:
- 在Web of Science,PubMed和Scopus (2016年1月 - 2025年6月) 进行系统的文献搜索.
- 使用CiteSpace,Bibliometrix和VOSviewer进行图书法测量分析.
- 评价出版物增长,国家/机构贡献,共同引用网络,作者影响力和关键词演变.
主要成果:
- 确定了16,656个独特的出版物,显示出指数级增长 (R2=0.99).
- 中国在生产率方面处于领先地位,全球机构的贡献显著.
- 关键的研究主题包括瘤微环境,分子分析,机器学习,放射学和AI在精确诊断和治疗中.
结论:
- 人工智能越来越多地成为质瘤研究的组成部分,增强了传统方法.
- 这项研究绘制了AI在质瘤中不断发展的景观,为未来的临床转化和研究方向提供了信息.
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