从2013年到2022年对研究热点和人工智能在青光眼中的应用趋势进行系统的图书统计和可视化分析
Chun Liu1, Lu-Yao Wang1, Ke-Yu Zhu1
1Eye School of Chengdu University of TCM, Chengdu 610072, Sichuan Province, China.
International journal of ophthalmology
|September 19, 2024
概括
本文库分析显示,人们对用于眼研究的人工智能 (AI) 越来越感兴趣,并转向深度学习. 未来的研究可能将重点放在人工智能辅助的治疗和预后上,解决数据可靠性的问题.
科学领域:
- 眼科和计算机科学
- 人工智能和青光眼研究的交叉点上的跨学科研究.
背景情况:
- 人工智能 (AI) 正在越来越多地被探索其在眼研究中的潜在应用.
- 了解当前的研究格局和确定未来的趋势对于推动该领域的发展至关重要.
研究的目的:
- 进行对对绿眼病人工智能 (AI) 研究的文献分析.
- 综合了解当前的研究状况,并确定未来的方向.
主要方法:
- 从Web of Science核心集合 (2013-2022) 中对750篇英语文章进行了图书统计分析.
- 利用CiteSpace和VOSviewer进行国家/地区,机构,作者和期刊贡献的分析.
- 通过关键词同时出现的网络分析,确定了研究热点和未来趋势.
主要成果:
- 出版物产出显示出一个持续的上升趋势.
- 中国,美国和印度是主要的贡献者.
- 研究重点已经从"分割"",分类"和"诊断"演变为"深度学习"",卷积神经网络"和"人工智能".
结论:
- 研究人员对治疗青光眼的人工智能的兴趣正在迅速增加.
- 未来的研究可能会集中在人工智能辅助的治疗和预后预测上.
- 解决人工智能数据的可靠性和可解释性是一个关键的挑战.
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