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Moving forward: Challenges and directions for psychopathological network theory and methodology

机译:前进:心理病理学网络理论和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. Keywords: clinical psychology; dynamic systems; mental disorders; networks; personalized medicine; psychiatry; reproducibility
机译:自从将精神障碍作为因果相互作用的症状网络引入以来,这种新颖的框架已受到相当多的关注。在过去的几年中,已经有40多种科学出版物以及许多会议专题讨论会和讲习班。现在是评估网络方法的绝佳时机:其最根本的挑战是什么,应对这些挑战的潜在方法是什么?在简短的概念介绍之后,我们首先讨论网络理论面临的挑战:(1)除了一些常见的疾病(例如重性抑郁症)以外,网络方法的有效性是什么? (2)我们如何最好地定义心理病理网络及其组成要素? (3)我们如何更好地理解症状之间关联的因果性质和现实基础?接下来,在对网络建模进行简短的技术介绍之后,我们将讨论网络方法的挑战:(4)使用网络分析模型研究的样本的异质性,以及(5)在这个数据驱动和探索性强的领域潜伏的复制性危机。应对这些挑战可能会推动网络方法从青春期发展到成年,并有望在常态性和个性化水平上促进对心理病理学的理解。关键字:临床心理学;动态系统;精神错乱;网络;个性化医学;精神病学重现性

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    Fried, E.I.; Cramer, A.O.J.;

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  • 年度 2017
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  • 正文语种 en
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