系统审查中的人工智能:在适当使用时是有希望的.
Sanne H B van Dijk1,2, Marjolein G J Brusse-Keizer1,3, Charlotte C Bucsán2,4
1Health Technology & Services Research, Technical Medical Centre, University of Twente, Enschede, The Netherlands.
BMJ open
|July 7, 2023
概括
人工智能 (AI) 可以通过选标题和摘要来加速系统审查. 使用ASReview工具,评论员只评估了23%的文章,节省了大量的时间,同时保持了质量.
科学领域:
- 医学科学研究医学科学研究
- 证据综合研究
- 信息科学 信息科学
背景情况:
- 系统审查对于总结医学证据至关重要,但需要大量的时间.
- 越来越多的研究成果加剧了进行系统审查的时间负担.
- 人工智能 (AI) 为加快系统审查过程提供了一个潜在的解决方案.
研究的目的:
- 提出一种使用人工智能进行透明和可靠的系统审查的方法.
- 展示AI工具"ASReview"用于标题和摘要选的应用.
- 评估人工智能在加速系统审查过程中的效率.
主要方法:
- 通过预先标记的文章来训练ASReview工具.
- 一个研究人员在循环中的算法优先考虑了文章的评审者评估.
- 选继续进行,直到满足定义的停止标准,相关文章经过全文审查.
主要成果:
- 人工智能辅助选显著减少了审稿人的工作量,只有23%的文章被评估.
- 通过ASReview工具,在标题和摘要选阶段大大节省了时间.
- 对方法质量的考虑包括人工智能选择,脱重复,访谈审稿人协议,停止标准和报告.
结论:
- 像ASReview这样的AI工具显示出提高系统审查效率的希望.
- 适当的实施和方法质量保证对于可靠的AI辅助系统审查至关重要.
- 人工智能可以成为简化系统审查实践的有价值创新.
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