模拟试验用于评估临床决策支持系统.
Jean-Baptiste Lamy1, Hector Falcoff2, Sophie Dubois2
1INSERM, Université Sorbonne Paris Nord, Sorbonne Université, LIMICS, Paris France.
Studies in health technology and informatics
|May 17, 2025
概括
模拟试验为评估临床决策支持系统 (CDSS) 提供了一个更简单的替代方案. 这项研究提供了建议和协议模型,以提高这些有价值的试验的设计和统计能力.
科学领域:
- 医疗信息学 医疗信息学
- 临床试验方法论 临床试验方法论
- 医疗模拟 医疗模拟
背景情况:
- 在随机临床试验中评估临床决策支持系统 (CDSS) 是复杂且耗时的.
- 使用虚构患者的模拟试验为CDSS评估提供了更可行的方法.
- 从最近的模拟研究中吸取的经验教训凸显了对优化试验设计的需求.
研究的目的:
- 为CDSS评估设计有效的模拟试验提供基于证据的建议.
- 提出一个强大的协议模型,增强统计能力和减轻偏差.
- 为统计分析提供实用工具,包括一个R代码模板.
主要方法:
- 从最近的CDSS模拟试验中学到的经验教训的回顾.
- 模拟试验协议模型的开发重点是最大限度地提高统计能力.
- 实现统计分析的线性混合模型,支持R码模板.
主要成果:
- 在CDSS评估中确定成功模拟试验设计的关键因素.
- 一个拟议的协议模型,旨在增加统计能力并最大限度地减少常见的偏见.
- 可用于可重复的统计分析的R码模板的可用性.
结论:
- 模拟试验是评估CDSS的一种有价值和有效的方法,补充了传统的临床试验.
- 提出的建议和协议模型可以提高CDSS模拟研究的严谨性和实用性.
- 提供的 R 代码有助于进行可靠的统计分析,提高模拟试验结果的可靠性.
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