绘制退行性宫肌病研究格局的地图:文献的主题建模
Mert Karabacak1, Pemla Jagtiani2, Carl Moritz Zipser3
1Department of Neurosurgery, Mount Sinai Health System, New York, NY, USA.
Global spine journal
|May 17, 2024
概括
自然语言处理在退行性宫髓病 (DCM) 研究中确定了关键主题. "动物模型"和"老年人中的DCM"正在成为热门话题,而"形态分析"正在下降.
科学领域:
- 神经外科 神经外科
- 医疗信息学 医疗信息学
背景情况:
- 退行性宫骨髓病 (DCM) 的研究是广泛的.
- 了解研究趋势对于指导未来研究至关重要.
研究的目的:
- 在DCM文献中确定关键主题.
- 评估DCM研究主题的当前趋势.
- 展示自然语言处理 (NLP) 用于研究合成.
主要方法:
- 在Scopus上进行文献搜索.
- 使用BERTopic (一种NLP方法) 进行主题建模.
- 使用线性回归分析趋势分析,以识别"热"和"冷"主题.
主要成果:
- 3510份文件产生了21个主题.
- 最常见的主题:后长度带 (OPLL) 的骨化,前侧融合,手术结果.
- 最热门的话题:动物模型,老年人的DCM,后部减压.
- 最冷的话题:形态分析,问卷,MEP和SSEP.
结论:
- NLP有效地分析了DCM研究趋势.
- 确定了新兴和下降的研究领域.
- 为未来的研究和政策提供指导.
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