方法 radiomICs 评分 (METRICS):一个由 EuSoMIIII 认可的放射学研究质量评分工具
Burak Kocak1, Tugba Akinci D'Antonoli2, Nathaniel Mercaldo3
1Department of Radiology, University of Health Sciences, Basaksehir Cam and Sakura City Hospital, Basaksehir, Istanbul, Turkey.
Insights into imaging
|January 16, 2024
概括
国际专家开发了一个新的评分工具,即METhodological RadiomICs Score (METRICS),用于评估放射学研究质量. 该工具为评估放射学和机器学习研究中的方法论严谨性提供了一个框架.
科学领域:
- 放射学和医学成像研究研究
- 医疗保健中的人工智能
- 研究方法和质量评估研究方法.
背景情况:
- 放射学研究质量对于临床翻译至关重要.
- 现有的放射学质量评估工具是有限的.
- 需要一种标准化的方法来评估放射学研究方法.
研究的目的:
- 提出和开发一种名为METhodological RadiomICs Score (METRICS) 的新型质量评分工具.
- 评估和提高放射学研究的方法质量.
- 为评估放射学研究论文提供一个框架.
主要方法:
- 进行了一项在线修改的Delphi研究,涉及国际专家.
- 该研究涉及三个阶段:项目准备,小组讨论和四轮德尔菲演习.
- 达成75%的共识,分类和项目权重是根据专家意见计算的.
主要成果:
- 最终的METRICS工具包括9个类别中的30个项目,按专家的重要性加权.
- 按重要性顺序的关键类别包括研究设计,成像数据和图像处理.
- 开发了一个网络应用程序和存储库,以促进METRICS得分计算和社区反.
结论:
- METRICS是一个新的评分工具,通过严格的国际专家共识流程开发.
- 它为评估放射学研究质量提供了一个透明,结构良好的框架.
- 该工具容纳了各种放射学方法,从手工制作的功能到深度学习.
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