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The influence of life course socioeconomic position on cognitive function and cognitive decline in older age: the impact of missing data

机译:生活过程中社会经济地位对老年人认知功能和认知能力下降的影响:数据丢失的影响

摘要

Cognitive function has been associated with many physical and mental health conditions, as well as mortality. Cognitive decline is one aspect of ageing that causes anxiety among the general population. Understanding the risk factors which affect cognitive function over the life course is therefore important. One potential risk factor is socioeconomic position (SEP). This thesis investigates the impact of SEP across the life course on crystallized cognitive function and memory decline. The 1946 British birth cohort study and Whitehall II study of British civil servants were used for these analyses. Missing data is a potential source of bias in longitudinal studies, with both SEP and cognitive function predictive of dropout. This thesis therefore considers the impact of methods for dealing with missing data on the findings. A complete case analysis is compared with multiple imputation and Heckman selection models. To compare the suitability of these methods a simulation study was carried out. The Heckman selection method did not perform well in the simulation study. Multiple imputation was the best method of the three considered for data missing not at random. The impact of SEP on cognitive function varied by cohort, as well as SEP and cognitive measures, with father‟s occupational SEP, but not childhood household amenities, associated with crystallized cognitive function in the NSHD after adjustment for later life SEP. Accumulation models were usually supported when considering the life course hypotheses. In some analyses the conclusions varied depending on the missing data methodology utilized. Overall, there was no consistent conclusion as to whether childhood SEP remained a significant predictor of cognitive function in adulthood, but it was not a significant predictor of cognitive decline in Whitehall II after adjustment for later life SEP. Multiple imputation was found to be an appropriate method of dealing with missing data in most situations.
机译:认知功能与许多身心健康状况以及死亡率有关。认知能力下降是老龄化的一个方面,在一般人群中引起焦虑。因此,了解影响生命过程中认知功能的危险因素很重要。一种潜在的风险因素是社会经济地位(SEP)。本文研究了SEP在整个生命过程中对结晶的认知功能和记忆衰退的影响。这些分析使用了1946年英国出生队列研究和Whitehall II对英国公务员的研究。在纵向研究中,数据缺失可能是偏见的潜在来源,而SEP和认知功能均可以预测辍学。因此,本文考虑了处理缺失数据的方法对结果的影响。将完整的案例分析与多种归因和Heckman选择模型进行比较。为了比较这些方法的适用性,进行了仿真研究。 Heckman选择方法在模拟研究中表现不佳。对于不随机丢失的数据,多重插补是考虑的三种方法中的最佳方法。 SEP对父亲,父亲的职业性SEP的影响以及队列和SEP以及认知措施的影响因父亲的职业性SEP而有所不同,而与儿童期的家庭便利性无关,这与调整后世SEP后NSHD的结晶性认知功能有关。在考虑生命过程假设时,通常会支持积累模型。在某些分析中,结论因所使用的缺失数据方法而异。总体而言,关于儿童期SEP是否仍然是成年后认知功能的重要预测指标,尚无一致的结论,但在调整后世SEP后,Whitehall II并不是认知功能下降的重要预测指标。在大多数情况下,发现多重插补是处理丢失数据的适当方法。

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    Landy R;

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  • 年度 2012
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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