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当下的人工智能大灾难:使用SPARK(系统处理与自动综述工具包)实现系统文献综述的自动化——收集、整理、筛选及搭建框架。

AI-pocalypse now: Automating the systematic literature review with SPARK (Systematic processing and automated review Kit) - gathering, organising, filtering, and scaffolding.

作者信息

Atkinson Cameron Frederick

机构信息

School of Social Sciences, University of Tasmania, Tasmania 7005, Australia.

Tasmanian Institute of Law Enforcement Studies, University of Tasmania, Tasmania 7005, Australia.

出版信息

MethodsX. 2024 Dec 21;14:103129. doi: 10.1016/j.mex.2024.103129. eCollection 2025 Jun.

Abstract

Researchers today face significant challenges reshaping the landscape of academic, government, and industry research due to the exponential growth of global research outputs and the advent of Generative Artificial Intelligence (GenAI). The annual increase in published works has made it difficult for traditional literature review and data analysis methods to keep pace, often rendering reviews outdated by the time of publication. In response, this methods article introduces a suite of new tools designed to automate a number of stages for systematic literature reviews. Designated SPARK (Systematic Processing and Automated Review Kit), the new computational-based approaches presented in this article automate the collection, organisation, and filtering of journal articles, alongside a data extraction scaffolding technique, for use in a systematic literature review on trauma-informed policing. As global research outputs rise, so does the need for automated methods. This paper highlights how these methods can enhance research efficiency and impact.•Hard-coded tools can be utilised to automate research.•Hard-coded tools do not carry the dangers of 'hallucinations' that GenAI infused tools may.•Hard-coded automation tools allow researchers to keep up to date with contemporary research outputs while maintaining a high level of control in the research process.

摘要

由于全球研究产出呈指数级增长以及生成式人工智能(GenAI)的出现,如今的研究人员在重塑学术、政府和行业研究格局方面面临重大挑战。已发表作品的年增长率使得传统的文献综述和数据分析方法难以跟上步伐,往往导致综述在发表时就已过时。作为回应,这篇方法文章介绍了一套新工具,旨在使系统文献综述的多个阶段自动化。本文介绍的新的基于计算的方法被指定为SPARK(系统处理与自动综述工具包),它能自动完成期刊文章的收集、整理和筛选,同时还有一种数据提取支架技术,可用于关于创伤知情警务的系统文献综述。随着全球研究产出的增加,对自动化方法的需求也在增加。本文强调了这些方法如何提高研究效率和影响力。

• 硬编码工具可用于使研究自动化。

• 硬编码工具不存在GenAI注入工具可能带来的“幻觉”风险。

• 硬编码自动化工具使研究人员能够跟上当代研究产出的步伐,同时在研究过程中保持高度的控制权。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c72f/11751522/0b2b0d4e5df6/ga1.jpg

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