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Estimating the Effect of Recurrent Infectious Diseases on Nutritional Status: Sampling Frequency, Sample-size, and Bias

机译:估计反复感染对营养状况的影响:抽样频率,样本量和偏见

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摘要

There is an ongoing interest in studying the effect of common recurrent infections and conditions, such as diarrhoea, respiratory infections, and fever, on the nutritional status of children at risk of malnutrition. Epidemiological studies exploring this association need to measure infections with sufficient accuracy to minimize bias in the effect estimates. A versatile model of common recurrent infections was used for exploring how many repeated measurements of disease are required to maximize the power and logistical efficiency of studies investigating the effect of infectious diseases on malnutrition without compromising the validity of the estimates. Depending on the prevalence and distribution of disease within a population, 15-30 repeat measurements per child over one year should be sufficient to provide unbiased estimates of the association between infections and nutritional status. Less-frequent measurements lead to a bias in the effect size towards zero, especially if disease is rare. In contrast, recall error can lead to exaggerated effect sizes. Recall periods of three days or shorter may be preferable compared to longer recall periods. The results showed that accurate estimation of the association between recurrent infections and nutritional status required closer follow-up of study participants than studies using recurrent infections as an outcome measure. The findings of the study provide guidance for choosing an appropriate sampling strategy to explore this association.
机译:对研究常见的反复感染和病症(例如腹泻,呼吸道感染和发烧)对处于营养不良风险的儿童的营养状况的影响一直存在着持续的兴趣。探索这种关联的流行病学研究需要以足够的准确度来衡量感染,以最大程度地减少效果估计中的偏差。使用通用的常见反复感染模型来探索需要多少次疾病的重复测量,才能最大程度地研究调查传染病对营养不良的影响的能力和后勤效率,而又不影响估计的有效性。根据人群中疾病的流行程度和分布情况,每名儿童在一年内进行15-30次重复测量应足以提供感染与营养状况之间关联的无偏估计。较不频繁的测量会导致效果大小偏向零,尤其是在疾病很少的情况下。相反,召回错误会导致效果尺寸过大。与更长的召回期相比,三天或更短的召回期可能更可取。结果表明,与以复发感染作为结果指标的研究相比,准确估计复发感染与营养状况之间的联系需要对研究参与者进行更密切的随访。研究结果为选择合适的抽样策略探索这种关联提供了指导。

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