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Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology

机译:前进:精神病理网络理论与方法论的挑战和方向

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摘要

Since the introduction of mental disorders as networks of causally interacting symptoms, this novel framework has received considerable attention. The past years have resulted in over 40 scientific publications and numerous conference symposia and workshops. Now is an excellent moment to take stock of the network approach: What are its most fundamental challenges, and what are potential ways forward in addressing them? After a brief conceptual introduction, we first discuss challenges to network theory: (1) What is the validity of the network approach beyond some commonly investigated disorders such as major depression? (2) How do we best define psychopathological networks and their constituent elements? And (3) how can we gain a better understanding of the causal nature and real-life underpinnings of associations among symptoms? Next, after a short technical introduction to network modeling, we discuss challenges to network methodology: (4) heterogeneity of samples studied with network analytic models, and (5) a lurking replicability crisis in this strongly data-driven and exploratory field. Addressing these challenges may propel the network approach from its adolescence into adulthood and promises advances in understanding psychopathology both at the nomothetic and idiographic level.
机译:由于精神障碍作为因果关系症状的网络,这一新颖框架得到了相当大的关注。过去几年导致40多种科学出版物和众多会议专题讨论会和研讨会。现在是一个卓越的时刻,占据网络方法:它是它最根本的挑战是什么,以及解决它们的潜在方式是什么?在简短的概念介绍之后,我们首先讨论网络理论的挑战:(1)网络方法超出了一些常见的抑郁症等疾病的有效性是什么? (2)我们如何最好地定义精神病理网络及其组成元素? (3)我们如何更好地了解症状中的协会的因果性和现实寿命?接下来,经过短暂的技术介绍网络建模,我们讨论了网络方法论的挑战:(4)采用网络分析模型研究的样本的异质性,(5)这种强大的数据驱动和探索领域的潜伏可重量性危机。解决这些挑战可能会推动从其青春期进入成年期的网络方法,并承诺在预测和学术水平处了解精神病理学。

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