一个新的网络应用程序,用于确定在不完美测试的疾病自由测试中的样本大小
1Institute of Aquaculture, University of Stirling, Stirling, Stirlingshire FK9 4LA, UK.
Preventive veterinary medicine
|December 8, 2024
概括
本研究介绍了一种精确的算法,用于计算兽医疾病监测中的样本大小,改进了模拟和近似. 它解释了不完美的测试灵敏度和特异性,为研究设计提供了一个实用的工具.
科学领域:
- 兽医流行病学 兽医流行病学
- 生物统计学 生物统计学
- 疾病监测 疾病监测
背景情况:
- 兽医监督需要精确的样本大小计算,以测试免受疾病的影响.
- 不完美的测试灵敏度和特异性在研究设计中带来了挑战.
- 现有的方法通常依赖于近似或模拟.
研究的目的:
- 开发一种精确的算法,用于在兽医监督中确定样本大小.
- 为计算样本大小提供一个实用,用户友好的工具.
- 将测试灵敏度和特异性的不确定性纳入样本大小计算中.
主要方法:
- 重复精确的样本大小计算,使用二项式和超几何分布.
- 开发一种新的算法,作为一个具有图形用户界面的R Shiny应用程序来实现.
- 模拟灵敏度和特异性作为具有已知的超参数的β分布变量.
主要成果:
- 精确的样本大小计算是可行的,并且比近似计算更准确.
- 新的算法为确定真实场景中的样本大小提供了一个实用的工具.
- 该方法考虑了测试性能特征的不确定性.
结论:
- 开发的算法为兽医监督中的样本大小计算提供了改进.
- R Shiny应用程序为研究人员和学生提供了可访问和准确的工具.
- 这项工作增强了兽医流行病学中无疾病检测的统计学严谨性.
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