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A rapid review method for extremely large corpora ofliterature: Applications to the domains of modelling, simulation, and management

机译:大型语料库的快速审查方法:在建模,仿真和管理领域中的应用

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摘要

While literature reviews with a large-scale scope are nowadays becoming a staple element of modern research practice, there are many challenges in taking on such an endeavour, yet little evidence of previous studies addressing these challenges exists. This paper introduces a practical and efficient review framework for extremely large corpora of literature, refined by five parallel implementations within a multi-disciplinary project aiming to map out the research and practice landscape of modelling, simulation, and management methods, spanning a variety of sectors of application where such methods have made a significant impact. Centred on searching and screening techniques along with the use of some emerging IT-assisted analytic and visualisation tools, the proposed framework consists of four key methodological elements to deal with the scale of the reviews, namely: (a) an incremental and iterative review structure, (b) a 3-stage screening phase including filtering, sampling and sifting, (c) use of visualisation tools, and (d) reference chasing (both forward and backward). Five parallel implementations of systematically conducted literature search and screening yielded a total initial search result of 146 087 papers, ultimately narrowed down to a final set of 1383 papers which was manageable within the limited time and other constraints of this research work.
机译:如今,尽管具有广泛范围的文献综述已成为现代研究实践的重要组成部分,但在进行这种努力时仍面临许多挑战,但很少有证据表明先前有研究针对这些挑战。本文介绍了一个针对大型文献集的实用而有效的审阅框架,并在一个多学科项目中通过五种并行实施进行了完善,旨在勾勒出跨越各个部门的建模,仿真和管理方法的研究和实践前景。此类方法产生重大影响的应用领域。以搜索和筛选技术为中心,并结合使用一些新兴的IT辅助分析和可视化工具,提出的框架由四个关键的方法论要素组成,以应对审阅的规模,即:(a)渐进式和迭代式审阅结构,(b)分为三个阶段的筛选阶段,包括过滤,采样和筛选,(c)使用可视化工具,以及(d)追逐参考(向前和向后)。系统地进行文献检索和筛选的五种并行实施方式产生了总共146 087篇论文的初始检索结果,最终缩小为最终的1383篇论文,这是在有限的研究时间和其他限制下可管理的。

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