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迈向功能性认知障碍的神经网络假说:过度拟合大脑假说的延伸。

Towards a neural network hypothesis for functional cognitive disorders: an extension of the Overfitted Brain Hypothesis.

机构信息

Cognitive Function Clinic, Walton Centre for Neurology and Neurosurgery, Liverpool, UK.

出版信息

Cogn Neuropsychiatry. 2022 Jul;27(4):314-321. doi: 10.1080/13546805.2022.2054694. Epub 2022 Mar 21.

Abstract

Whilst the empirical understanding of functional cognitive disorders (FCD) has advanced in recent years, theoretical and conceptual models have evolved more slowly. Existing frameworks for FCD are based on models of other functional neurological disorders or of metacognitive processes and are recognised to lack mechanistic precision. In this article, a novel application to FCD of Hoel's Overfitted Brain Hypothesis of the evolved function of dreaming is attempted. This posits that the empirically observed sleep disturbance in FCD entails impaired dreaming which causes the brain to be overfitted and hence unable to generalise appropriately, producing mismatch between memory expectations and memory performance. This formulation of FCD is based on considerations derived from the study of neural networks and shares commonalities with Bayesian models of functional neurological disorders. Additionally, it has implications for future hypothesis-driven research in FCD and suggests a pragmatic basis for management strategies.

摘要

尽管近年来对功能性认知障碍(FCD)的经验理解有所进展,但理论和概念模型的发展则较为缓慢。现有的 FCD 框架基于其他功能性神经障碍或元认知过程的模型,被认为缺乏机械精确性。在本文中,尝试将 Hoel 关于梦境进化功能的过度拟合大脑假说这一新颖的应用于 FCD。该假说认为,在 FCD 中观察到的睡眠障碍会导致做梦受损,从而导致大脑过度拟合,因此无法进行适当的概括,导致记忆预期与记忆表现之间不匹配。这种 FCD 的表述基于从神经网络研究中得出的考虑因素,与功能性神经障碍的贝叶斯模型有共同之处。此外,它对 FCD 的未来假设驱动研究具有影响,并为管理策略提供了实用基础。

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