关节整形术中的人工智能:对全球研究趋势的文献分析 (2001-2025)
Xu Peng1,2, Fuqiang Tan1,2, Yang Hu1,2
1Department of Orthopaedics, People's Hospital of Chongqing Hechuan, Chongqing, Chongqing, China.
Medicine
|September 3, 2025
概括
这项研究分析了关节整形人工智能 (AI) 的研究趋势. 机器学习和深度学习是改变手术规划和患者结果的关键AI应用.
科学领域:
- 整形医学
- 医疗信息学
- 人工智能
背景情况:
- 人工智能正在改变关节整形,影响手术规划,植入物设计和患者管理.
- 人工智能关节整形的研究趋势和优先事项需要进一步探索.
- 本文对人工智能和关节塑造的全球研究趋势进行了分析,从2001年到2025年.
研究的目的:
- 阐明关节整形人工智能应用的主要研究重点领域和全球趋势.
- 确定该领域有影响力的贡献者和新兴研究热点.
- 绘制人工智能驱动关节整形的研究优先事项的演变.
主要方法:
- 从科学网络核心集合 (2001-2025) 中对533篇出版物的图书统计分析.
- 使用CiteSpace,VOSviewer和Scimago Graphica进行数据分析和可视化.
- 检查了包括国家,机构,作者,期刊,参考文献和关键词在内的关键指标.
主要成果:
- 出版量和引用量呈现稳定的增长,在2024年达到顶峰.
- 哈佛大学是最有成效的大学.
- 关键词包括"机器学习"",人工智能"",全膝关节整形"",全关节整形"和"深度学习". "植入物识别"是最近的一个重点.
结论:
- 人工智能关节整形的研究正在迅速增长和发展.
- 机器学习和深度学习越来越普遍,
- 未来的工作应优化人工智能解决方案以应对临床挑战,改善结果并促进合作.
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