建立一个由健康CASCADE策划的开放访问数据库,巩固关于共同创造的知识:基于系统审查的新型人工智能辅助方法
Danielle Marie Agnello1, Quentin Emile Armand Loisel1, Qingfan An2
1School of Health and Life Sciences, Glasgow Caledonian University, Glasgow, United Kingdom.
Journal of medical Internet research
|July 18, 2023
概括
这项研究开发了一种人工智能辅助的方法,以创建一个全面的共同创作文献数据库,巩固零碎的知识并为研究人员确定最佳实践.
科学领域:
- 社会科学 社会科学 社会科学
- 卫生科学 卫生科学 卫生科学
- 环境科学 环境科学
背景情况:
- 共同创作研究由于术语不一致和出版物的压倒性数量而分散.
- 这种碎片化阻碍了研究的民主化和不同观点的整合.
- 需要采用统一的方法来巩固和调查共同创造的文献.
研究的目的:
- 通过开发人工智能辅助的文献选择过程,综合跨学科共同创作的知识.
- 为利益相关者创建一个全面的,共创文献的开放访问数据库.
- 解决共同创造研究的挑战,包括术语变化和信息过载.
主要方法:
- 开发了一种新的方法,使用共同创造的广泛定义来捕捉各种术语.
- 采用人工智能 (AI) 辅助的选择过程来过不相关的文献.
- 进行了参考资料分析和质量控制,以建立一个强大的数据库.
主要成果:
- 编制了13,501篇论文的数据库,通过Zenodo进行索引和访问.
- 该方法捕获了91%的相关文献,其中20.3%被认为可能无关紧要.
- 卫生科学,可持续性和环境科学是主要的来源领域;参与性术语是最常见的.
结论:
- 使用人类-人工智能协作创建了一个高质量的,开放的共创数据库.
- 该数据库澄清了共同创作格局,包括共同创作,共同设计和共同制作.
- 该资源支持文献评论,并解决共同创作研究中的障碍.
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