对集群分析进行透明报告的检查清单和指导方针 (TroCA) 的制定议定书
Daniil Lisik1,2, Syed Ahmar Shah3, Rani Basna2,4
1Department of Public Health and Clinical Medicine, Section of Sustainable Health, The OLIN Unit, Umeå Universitet, Umeå, Sweden daniil.lisik@gmail.com.
本文概述了制定集群分析透明报告 (TROCA) 指南的协议. 这些指南旨在提高集群分析研究的批判性评估和可重复性.
科学领域:
- 机器学习
- 数据科学
- 统计分析
背景情况:
- 集群分析是一种有价值的数据驱动技术,用于识别群体.
- 在集群分析研究中报告不足阻碍了批判性评估和可重复性.
- 缺乏标准化的报告影响了利益相关者对调查结果的信任和解释.
研究的目的:
- 描述制定汇报指南和集群分析的检查清单的协议.
- 提高使用集群分析的研究的透明度和可重复性.
- 引入集群分析透明报告 (TROCA) 倡议.
主要方法:
- 根据"提高健康研究网络的质量和透明度" (EQUATOR) 的建议制定报告准则.
- 包括文献审查,清单起草和修订,全球Delphi研究和共识会议在内的多阶段过程.
- 通过同行评审的出版物,会议,社交媒体和专门的网络平台进行传播.
主要成果:
- 该协议详细说明了制定指南的严格多阶段过程.
- 将使用全球德尔菲研究来达成对清单项的共识.
- 这份TROCA检查清单和附带文件将免费提供.
结论:
- 开发的TROCA指南将为报告集群分析提供标准化框架.
- 预计报告的改进将提高集群分析研究的质量,可解释性和可信度.
- 该倡议旨在在不同领域应用集群分析时增强信心和一致性.
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