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Single-case cognitive neuropsychology in the age of big data

机译:大数据时代的单案认知神经心理学

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摘要

Historically, single-case studies of brain-damaged individuals have contributed substantially to our understanding of cognitive processes. However, the role of single-case cognitive neuropsychology has diminished with the proliferation of techniques that measure neural activity in humans. Instead, large-scale informatics approaches in which data are gathered from hundreds of neuroimaging studies have become popular. It has been claimed that utilizing these informatics approaches can address problems found in single imaging studies. We first discuss reasons for why cognitive neuropsychology is thought to be in decline. Next, we note how these informatics approaches, while having benefits, are not particularly suited for understanding functional architectures. We propose that the single-case cognitive neuropsychological approach, which is focused on developing models of cognitive processing, addresses several of the weaknesses inherent in informatics approaches. Furthermore, we discuss how using neural data from brain-damaged individuals provides data that can inform both cognitive and neural models of cognitive processing.
机译:从历史上看,对脑损坏的人的单一案例研究基本上促进了我们对认知过程的理解。然而,单案认知神经心理学的作用在于测量人类神经活性的技术的增殖降低。相反,从数百个神经影像学研究中收集数据的大规模信息学方法变得流行。它已被声称利用这些信息方法方法可以解决单一成像研究中的问题。我们首先讨论为什么认知神经心理学被认为正在下降的原因。接下来,我们注意到这些信息学途径在具有福利的同时,并不特别适合了解功能架构。我们提出单壳认知神经心理学方法,其专注于开发认知处理模型,解决了信息学方法中固有的几种弱点。此外,我们讨论如何使用脑损坏的人的神经数据提供了可以为认知处理的认知和神经模型提供信息的数据。

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