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Differences in cognitive aging: Typology based on a community structure detection approach

机译:认知老化的差异:基于社区结构检测方法的类型学

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摘要

The current study investigated the extent and patterns of cognitive variability in younger and older adults. An important novelty of this study is the use of graph-based community structure detection analysis to map performance in a mixed population of 79 young and 76 older adults, without separating the age groups a-priori. We identified six subgroups, with distinct patterns of neuropsychological performance. The stability of the identified subgroups was confirmed by employing a cross-validation support vector machine based analysis. The majority of these subgroups comprised either young or older adults, confirming the expected role of aging in cognitive performance. In addition, we identified a subgroup of young and older adults who performed at a similar cognitive level of overall good cognitive performance with slightly decreased processing speed. This result showed that older age is not necessarily associated with general lower cognitive performance and that being young is not necessarily associated with superior cognitive performance. Moreover, cognitively better performing elderly had a significantly higher level of education attainment and higher crystallized intelligence than the other elderly, which suggests that older adults with higher cognitive reserve may be able to cope better with age-related neurobiological change.
机译:当前的研究调查了年轻人和老年人的认知变异的程度和模式。这项研究的重要新颖之处在于,它使用基于图的社区结构检测分析来绘制79名年轻人和76名老年人的混合人群的表现,而不用区分先验年龄组。我们确定了六个亚组,具有不同的神经心理学表现模式。通过使用交叉验证支持向量机为基础的分析,可以确定已鉴定亚组的稳定性。这些亚组中的大多数包括年轻人或老年人,这证实了预期的衰老在认知能力中的作用。此外,我们确定了一个年轻人和老年人的亚组,他们在总体认知能力方面的认知水平与认知水平相似,但处理速度略有下降。该结果表明,年龄不一定与一般较低的认知能力有关,而年轻人不一定与较高的认知能力有关。此外,在认知方面表现更好的老年人比其他老年人具有更高的教育水平和更高的结晶智力,这表明具有较高认知储备的老年人也许能够更好地应对与年龄有关的神经生物学变化。

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