基于BERTopic模型的我国石斛领域研究主题挖掘与热点识别

        Research topic mining and hotspot identification of Dendrobium research in China based on the BERTopic model

        • 摘要:
          目的 为揭示我国石斛领域学术研究的热点分布与发展脉络,精准识别该领域核心研究力量,深度挖掘研究主题,给石斛资源保护、技术创新和产业发展提供参考。
          方法 采用文献计量的分析方法,利用BERTopic模型开展研究,整理机构和作为发文、被引等指标分析核心研究力量,基于SBERT语义嵌入、UMAP降维、HDBSCAN聚类以及c-TF-IDF主题表示方法,进行主题识别与聚类分析,构建石斛领域研究知识图谱。
          结果 石斛领域形成以高校和科研院所为主体,与资源主产区高度关联的研究体系,区域合作及学科交叉存在不足。BERTopic模型识别20个研究主题,并形成临床疾病防治、药理活性与分子机制、育种栽培与分子生物学及成分提取与应用4大聚类。
          结论 当前我国石斛领域研究已形成稳定的科研梯队与主题框架,但机构间、区域间跨学科、跨领域联合攻关相对较少。未来研究可加强主产区科研机构与高校、药企的协同创新,重点推进石斛精深加工、功能产品开发及临床转化研究,进一步提升领域整体研究集中度与成果应用价值。

           

          Abstract:
          Objective To reveal the distribution of research hotspots and developmental characteristics in the field of Dendrobium research in China, identify the core research forces, and deeply explore research themes, thereby providing references for the conservation of Dendrobium resources, technological innovation, and industrial development.
          Method A bibliometric approach was adopted, combined with the BERTopic model for thematic analysis. Core research forces were identified based on indicators such as publication output and citation frequency of institutions and authors. The BERTopic model, integrating SBERT semantic embedding, UMAP dimensionality reduction, HDBSCAN clustering, and c-TF-IDF topic representation, was applied for topic identification and clustering analysis to construct a knowledge graph of Dendrobium research.
          Result The Dendrobium research field in China has developed a research system dominated by universities and research institutes, with strong associations with major Dendrobium producing regions. However, regional collaboration and interdisciplinary integration remain insufficient. The BERTopic model identified 20 research topics, which were further grouped into four major clusters: clinical disease prevention and treatment, pharmacological activity and molecular mechanisms, breeding cultivation and molecular biology, and component extraction and application.
          Conclusion The field of Dendrobium research in China has established a relatively stable scientific research structure and thematic framework. However, interdisciplinary and cross-institutional collaborative research remains limited. Future studies should strengthen collaborative innovation among research institutions, universities, and pharmaceutical enterprises in major production areas, focusing on deep processing of Dendrobium products, functional product development, and clinical translation research, thereby enhancing research integration and the application value of scientific achievements.

           

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