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Transdiagnostic associations across communication, cognitive, and behavioural problems in a developmentally at-risk population: a network approach

机译:跨越通信,认知和行为问题的跨透槽协会在发育风险群体中:一种网络方法

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BACKGROUND:Communication, behavioural, and executive function problems often co-occur in childhood. Previous attempts to identify the origins of these comorbidities have typically relied on comparisons of different deficit groups and/or latent variable models. Here we apply a network approach to a heterogeneous sample of struggling learners to conceptualise these comorbidities as a dynamic system of interacting difficulties.METHODS:714 children struggling with attention, learning, and/or memory were included. The sample consisted of children with both diagnosed (41%) and undiagnosed difficulties. The conditional independence network of parent ratings of everyday behaviour, cognition, and communication was estimated.RESULTS:A clustering coefficient identified four interconnected areas of difficulty: (1) structural language and learning; (2) pragmatics and peer relationships; (3) behavioural and emotional problems; and (4) cognitive skills. Emotional and behavioural symptoms shared multiple direct connections with pragmatic abilities and cognitive problems, but not with structural language skills or learning problems. Poor structural language and cognitive skills were associated with learning problems. Centrality indices highlighted working memory and language coherence as symptoms bridging different problem areas.CONCLUSION:The network model identified four areas of difficulty and potential bridging symptoms. Although the current analytic framework does not provide causal evidence, it is possible that bridging symptoms may be the origins of comorbidities observed on a dimensional level; problems in these areas may cascade and activate problems in other areas of the network. The potential value of applying a dynamic systems network approach to symptoms of developmental disorders is discussed.
机译:背景:童年时期沟通,行为和行政职能问题经常共同发生。以前的尝试识别这些合并性的起源通常依赖于不同缺陷组和/或潜在变量模型的比较。在这里,我们将网络方法应用于努力学习者的异质样本,以将这些合并性概念为互动困难的动态系统。方法:714包括注意力,学习和/或记忆挣扎的儿童。该样品由诊断患病(41%)和未确诊困难的儿童组成。估计日常行为,认知和通信的父评级的条件独立网络。结果:聚类系数确定了四个互连的难度区域:(1)结构语言和学习; (2)语用学和同伴关系; (3)行为和情绪问题; (4)认知技能。情绪和行为症状与务实的能力和认知问题共享多种直接连接,但不是具有结构语言技能或学习问题。结构语言和认知技能差与学习问题有关。中心点突出显示工作记忆和语言一致性作为桥接不同问题区域的症状。结论:网络模型确定了四个难度和潜在的桥接症状。虽然目前的分析框架不提供因果证据,但桥接症状可能是在尺寸层面观察到的合并症的起源;这些领域的问题可以级联和激活网络的其他区域中的问题。讨论了应用动态系统网络对发育障碍症状的潜在价值。

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