Cognitive difficulties following adversity are not related to mental health: Findings from the ABCD study.

IF 3.1 2区 心理学 Q2 PSYCHOLOGY, DEVELOPMENTAL Development and Psychopathology Pub Date : 2024-10-01 Epub Date: 2023-10-10 DOI:10.1017/S0954579423001220
Maria Vedechkina, Joni Holmes
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Abstract

Early life adversity is associated with differences in cognition and mental health that can impact on daily functioning. This study uses a hybrid machine-learning approach that combines random forest classification with hierarchical clustering to clarify whether there are cognitive differences between individuals who have experienced moderate-to-severe adversity relative to those have not experienced adversity, to explore whether different forms of adversity are associated with distinct cognitive alterations and whether these such alterations are related to mental health using data from the ABCD study (n = 5,955). Cognitive measures spanning language, reasoning, memory, risk-taking, affective control, and reward processing predicted whether a child had a history of adversity with reasonable accuracy (67%), and with good specificity and sensitivity (>70%). Two subgroups were identified within the adversity group and two within the no-adversity group that were distinguished by cognitive ability (low vs high). There was no evidence for specific associations between the type of adverse exposure and cognitive profile. Worse cognition predicted lower levels of mental health in unexposed children. However, while children who experience adversity had elevated mental health difficulties, their mental health did not differ as a function of cognitive ability, thus providing novel insight into the heterogeneity of psychiatric risk.

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逆境后的认知困难与心理健康无关:ABCD研究结果。
早期生活中的逆境与认知和心理健康的差异有关,这些差异会影响日常功能。本研究使用了一种混合机器学习方法,该方法将随机森林分类与分层聚类相结合,以阐明经历过中度至重度逆境的个体与没有经历过逆境的个体之间是否存在认知差异,利用ABCD研究的数据(n=5955),探讨不同形式的逆境是否与不同的认知改变有关,以及这些改变是否与心理健康有关。涵盖语言、推理、记忆、冒险、情感控制和奖励处理的认知测量可以合理准确地预测孩子是否有逆境史(67%),并具有良好的特异性和敏感性(>70%)。在逆境组和无逆境组中分别确定了两个亚组,它们通过认知能力(低与高)进行区分。没有证据表明不良暴露类型与认知特征之间存在特定关联。更糟糕的认知预测未暴露的儿童的心理健康水平更低。然而,尽管经历逆境的儿童心理健康困难加剧,但他们的心理健康并没有随着认知能力的不同而有所不同,因此对精神风险的异质性提供了新的见解。
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来源期刊
Development and Psychopathology
Development and Psychopathology PSYCHOLOGY, DEVELOPMENTAL-
CiteScore
7.20
自引率
9.10%
发文量
319
期刊介绍: This multidisciplinary journal is devoted to the publication of original, empirical, theoretical and review papers which address the interrelationship of normal and pathological development in adults and children. It is intended to serve and integrate the field of developmental psychopathology which strives to understand patterns of adaptation and maladaptation throughout the lifespan. This journal is of interest to psychologists, psychiatrists, social scientists, neuroscientists, paediatricians, and researchers.
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