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Recommendations for the use of Taylor series confidence intervals for estimates of vaccine efficacy

机译:使用泰勒级数置信区间估计疫苗效力的建议

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摘要

A simple formula for calculating confidence intervals by means of a Taylor series variance approximation has been recommended for gauging the precision of estimates of vaccine efficacy. To evaluate the performance of Taylor series 95% confidence intervals for vaccine efficacy, we conducted a simulation study for commonly expected values of vaccine efficacy, risk of disease in the unvaccinated population, and sample sizes of the vaccinated and unvaccinated groups. In the first simulation, the sample size in the vaccinated group was 500 or 1000, whereas that in the unvaccinated group ranged from 10 to 1000. The confidence intervals were accurate when the sample size in the unvaccinated group was ≥50 and the risk of disease was 0.3-0.9. In contrast, the intervals were too narrow when all three of the following situations occurred: the number of unvaccinated was small (10 or 20), the true vaccine efficacy was relatively low (60% or 80%), and the risk of disease was 0.5-0.9. Furthermore, when the true vaccine efficacy was high (90% or 95%) and the disease risk in the unvaccinated was low (0.1 and 0.2), the confidence intervals were too broad, especially when the unvaccinated sample size was <50. Additional simulations with a sample size in the vaccinated group of 200 gave broad intervals for 95% vaccine efficacy (for all values of disease risk) and for 90% vaccine efficacy when the disease risk was ≤0.3.
机译:已建议通过泰勒级数方差逼近来计算置信区间的简单公式,以评估疫苗效力估算的准确性。为了评估泰勒级数95%置信区间对疫苗功效的表现,我们针对疫苗功效的普遍预期值,未接种人群的疾病风险以及接种和未接种组的样本量进行了模拟研究。在第一个模拟中,接种组的样本量为500或1000,而未接种组的样本量为10至1000。当未接种组的样本量≥50且有疾病风险时,置信区间准确为0.3-0.9。相反,当以下三种情况都发生时,间隔太窄:未接种疫苗的数量很少(10或20),真正的疫苗效力相对较低(60%或80%),且患病风险为0.5-0.9。此外,当真正的疫苗效力很高(90%或95%)并且未接种疫苗的疾病风险很低(0.1和0.2)时,置信区间太宽,尤其是在未接种疫苗的样本量小于50时。在200个疫苗接种组中,样本量的其他模拟给出了95%的疫苗功效(针对所有疾病风险值)和90%的疫苗功效(当疾病风险≤0.3时)的较大间隔。

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