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区块链在临床试验中的应用:基于数据分析的应用、挑战和未来展望的文献计量和网络研究。

Blockchain in clinical trials: Bibliometric and network studies of applications, challenges, and future prospects based on data analytics.

机构信息

Centre of Mathematics, Universidade do Minho, Braga, Portugal.

Escuela de Ingeniería Industrial, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile.

出版信息

Comput Methods Programs Biomed. 2024 Oct;255:108321. doi: 10.1016/j.cmpb.2024.108321. Epub 2024 Jul 14.

DOI:10.1016/j.cmpb.2024.108321
PMID:39053350
Abstract

This study conducts a comprehensive analysis on the usage of the blockchain technology in clinical trials, based on a curated corpus of 107 scientific articles from the year 2016 through the first quarter of 2024. Utilizing a methodological framework that integrates bibliometric analysis, network analysis, thematic mapping, and latent Dirichlet allocation, the study explores the terrain and prospective developments within this usage based on data analytics. Through a meticulous examination of the analyzed articles, the present study identifies seven key thematic areas, highlighting the diverse applications and interdisciplinary nature of blockchain in clinical trials. Our findings reveal blockchain capability to enhance data management, participant consent processes, as well as overall trial transparency, efficiency, and security. Additionally, the investigation discloses the emerging synergy between blockchain and advanced technologies, such as artificial intelligence and federated learning, proposing innovative directions for improving clinical research methodologies. Our study underscores the collaborative efforts in dealing with the complexities of integrating blockchain into the areas of clinical trials and healthcare, delineating the transformative potential of blockchain technology in revolutionizing these areas by addressing challenges and promoting practices of efficient, secure, and transparent research. The delineated themes and networks of collaboration provide a blueprint for future inquiry, showing the importance of empirical research to narrow the gap between theoretical promise and practical implementation.

摘要

本研究基于 2016 年至 2024 年第一季度的 107 篇科学文章的精选语料库,对区块链技术在临床试验中的应用进行了全面分析。该研究采用了一种整合文献计量分析、网络分析、主题制图和潜在狄利克雷分配的方法框架,基于数据分析探索了这一应用的领域和未来发展。通过对分析文章的细致检查,本研究确定了七个关键主题领域,突出了区块链在临床试验中的多样化应用和跨学科性质。我们的研究结果表明,区块链有能力增强数据管理、参与者同意过程以及整个试验的透明度、效率和安全性。此外,该调查揭示了区块链与人工智能和联邦学习等先进技术之间的新兴协同作用,为改进临床研究方法提出了创新方向。我们的研究强调了在将区块链整合到临床试验和医疗保健领域的复杂性方面的合作努力,通过解决挑战和促进高效、安全和透明研究的实践,强调了区块链技术在这些领域的变革潜力。描绘的主题和合作网络为未来的研究提供了蓝图,表明了实证研究对于缩小理论承诺与实际实施之间差距的重要性。

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