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Deep social neuroscience: the promise and peril of using artificial neural networks to study the social brain. 深度社会神经科学:利用人工神经网络研究社会大脑的前景与危险。
Pub Date : 2024-02-21 DOI: 10.1093/scan/nsae014
Beau Sievers, Mark A Thornton

This review offers an accessible primer to social neuroscientists interested in neural networks. It begins by providing an overview of key concepts in deep learning. It then discusses three ways neural networks can be useful to social neuroscientists: (i) building statistical models to predict behavior from brain activity; (ii) quantifying naturalistic stimuli and social interactions; and (iii) generating cognitive models of social brain function. These applications have the potential to enhance the clinical value of neuroimaging and improve the generalizability of social neuroscience research. We also discuss the significant practical challenges, theoretical limitations and ethical issues faced by deep learning. If the field can successfully navigate these hazards, we believe that artificial neural networks may prove indispensable for the next stage of the field's development: deep social neuroscience.

这篇综述为对神经网络感兴趣的社会神经科学家提供了一本通俗易懂的入门读物。文章首先概述了深度学习的关键概念。然后,它讨论了神经网络对社会神经科学家有用的三种方式:i) 建立统计模型,从大脑活动中预测行为;ii) 量化自然刺激和社会互动;iii) 生成社会大脑功能的认知模型。这些应用有可能提高神经成像的临床价值,并改善社会神经科学研究的可推广性。我们还讨论了深度学习面临的重大现实挑战、理论局限和伦理问题。如果该领域能成功应对这些危险,我们相信人工神经网络可能会被证明是该领域下一阶段发展不可或缺的因素:深度社会神经科学。
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引用次数: 0
Positive affect disrupts neurodegeneration effects on cognitive training plasticity in older adults. 积极情绪会破坏神经退化对老年人认知训练可塑性的影响。
Pub Date : 2024-02-21 DOI: 10.1093/scan/nsae004
Mia Anthony, Adam Turnbull, Duje Tadin, F Vankee Lin

Cognitive training for older adults varies in efficacy, but it is unclear why some older adults benefit more than others. Positive affective experience (PAE), referring to high positive valence and/or stable arousal states across everyday scenarios, and associated functional networks can protect plasticity mechanisms against Alzheimer's disease neurodegeneration, which may contribute to training outcome variability. The objective of this study is to investigate whether PAE explains variability in cognitive training outcomes by disrupting the adverse effect of neurodegeneration on plasticity. The study's design is a secondary analysis of a randomized control trial of cognitive training with concurrent real or sham brain stimulation (39 older adults with mild cognitive impairment; mean age, 71). Moderation analyses, with change in episodic memory or executive function as the outcome, PAE or baseline resting-state connectivity as the moderator and baseline neurodegeneration as the predictor are the methods used in the study. The result of the study is that PAE stability and baseline default mode network (DMN) connectivity disrupted the effect of neurodegeneration on plasticity in executive function but not episodic memory. The study concludes that PAE stability and degree of DMN integrity both explained cognitive training outcome variability, by reducing the adverse effect of neurodegeneration on cognitive plasticity. We highlight the need to account for PAE, brain aging factors and their interactions with plasticity in cognitive training.

背景:针对老年人的认知训练效果各不相同,但目前还不清楚为什么有些老年人比其他人受益更多。积极情绪体验(PAE)是指在日常情景中的高积极情绪和/或稳定的唤醒状态,以及相关的功能网络,可以保护可塑性机制免受阿尔茨海默氏症神经变性的影响,这可能是导致训练结果差异的原因之一:调查 PAE 是否能通过破坏神经变性对可塑性的不利影响来解释认知训练结果的可变性:设计与受试者:对认知训练同时进行真实或虚假脑刺激的随机对照试验(39 名患有轻度认知障碍的老年人,平均年龄 71 岁)进行二次分析:结果:PAE稳定性和基线默认模式连通性是预测因素:结果:PAE稳定性和基线默认模式网络(DMN)连通性会破坏神经退行性对执行功能可塑性的影响,但不会破坏表观记忆的可塑性:PAE的稳定性和DMN的完整性都能解释认知训练结果的变异性,减少神经变性对认知可塑性的不利影响。我们强调在认知训练中需要考虑PAE、大脑老化因素及其与可塑性的相互作用。
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引用次数: 0
Oxytocin differentially modulates the early neural responses to faces and non-social stimuli. 催产素对面孔和非社交刺激的早期神经反应有不同调节作用
Pub Date : 2024-02-19 DOI: 10.1093/scan/nsae010
Eleanor Moses, Nicole Nelson, Jessica Taubert, Alan J Pegna

Oxytocin (OT) alters social cognition partly through effects on the processing and appraisal of faces. It is debated whether the hormone also impacts the processing of other, non-social, visual stimuli. To this end, we conducted a randomized, counter-balanced, double-blind, placebo (PL)-controlled within-subjects' electro-encephalography (EEG) study with cismale participants (to control for gender dimorphic hormonal effects; n = 37). Participants received intranasal OT (24IU) and completed a one-back task viewing emotional (fearful/ happy) and neutral faces, and threat (snakes/spiders) and non-threat (mushrooms/flowers) non-social stimuli. OT differentially impacted event-related potentials (ERP)s to faces and non-social stimuli. For faces regardless of emotion, OT evoked greater occipital N1 and anterior P1 amplitudes at ∼155 ms than after PL, and lead to sustained differences over anterior, bilateral parietal and occipital sites from 205 ms onwards. For all non-social stimuli, OT evoked greater right parietal N1 amplitudes, and later only impacted threat stimuli over right parietal and occipital sites. None of these OT-induced modulations was related to individual anxiety levels. This pattern of results indicates that OT differentially modulates the processing of faces and non-social stimuli, and that the hormone's effect on visual processing and cognition does not occur as a function of non-clinical levels of anxiety.

催产素改变社会认知的部分原因是通过影响对人脸的处理和评价。至于催产素是否也会影响对其他非社交性视觉刺激的处理,目前还存在争议。为此,我们进行了一项随机、平衡、双盲、安慰剂对照的主体内脑电图研究,研究对象为男性(以控制性别二态荷尔蒙效应;人数=37)。参与者鼻内注射催产素(OT;24 IU),并完成一项单向任务,观看情绪化(恐惧/快乐)和中性面孔,以及威胁(蛇/蜘蛛)和非威胁(蘑菇/花朵)非社交刺激。OT 对人脸和非社交刺激的 ERP 有不同程度的影响。对于人脸(无论情绪如何),OT 在大约 155ms 时诱发的枕叶 N1 和前部 P1 波幅比 PL 后更大,并从 205ms 开始导致前部、双侧顶叶和枕叶部位的持续差异。对于所有非社会性刺激,OT 会诱发更大的右顶叶 N1 波幅,随后只对右顶叶和枕叶部位的威胁刺激产生影响。这些由 OT 引起的调节均与个体的焦虑水平无关。这种结果模式表明,OT 对面孔和非社交刺激的处理有不同的调节作用,而且激素对视觉处理和认知的影响并不是非临床焦虑水平的函数。
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引用次数: 0
Away from the herd: loneliness as a dysfunction of social alignment. 远离人群:孤独是社会结盟的一种功能障碍。
Pub Date : 2024-02-16 DOI: 10.1093/scan/nsae005
Simone G Shamay-Tsoory, Alisa Kanterman

The tendency of all humans to experience loneliness at some point in their lives implies that it serves an adaptive function. Building on biological theories of herding in animals, according to which collective movement emerges from local interactions that are based on principles of attraction, repulsion and alignment, we propose an approach that synthesizes these principles with theories of loneliness in humans. We present here the 'herding model of loneliness' that extends these principles into the psychological domain. We hold that these principles serve as basic building blocks of human interactions and propose that distorted attraction and repulsion tendencies may lead to inability to align properly with others, which may be a core component in loneliness emergence and perpetuation. We describe a neural model of herding in humans and suggest that loneliness may be associated with altered interactions between the gap/error detection, reward signaling, threat and observation-execution systems. The proposed model offers a framework to predict the behavior of lonely individuals and thus may inform intervention designs for reducing loneliness intensity.

人类在一生中都会经历孤独,这意味着孤独具有适应功能。根据动物群居的生物学理论,集体运动产生于基于吸引、排斥和排列原则的局部互动,我们提出了一种将这些原则与人类孤独感理论相结合的方法。我们在此提出孤独感的群居模型,将这些原则扩展到心理领域。我们认为,这些原则是人类互动的基本构件,并提出扭曲的吸引和排斥倾向可能会导致无法与他人正确地保持一致,而这可能是孤独感产生和延续的核心要素。我们描述了人类群居的神经模型,并提出孤独可能与间隙/错误检测、奖励信号、威胁和观察-执行系统之间的互动改变有关。所提出的模型为预测孤独个体的行为提供了一个框架,从而可为降低孤独强度的干预设计提供依据。
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引用次数: 0
Combined effects of neuroticism and negative emotional context on spontaneous EEG dynamics. 神经质和负面情绪情境对自发脑电图动态的综合影响。
Pub Date : 2024-02-16 DOI: 10.1093/scan/nsae012
Michele Deodato, Martin Seeber, Kevin Mammeri, Christoph M Michel, Patrik Vuilleumier

Neuroticism is a personality trait with great clinical relevance, defined as a tendency to experience negative affect, sustained self-generated negative thoughts and impaired emotion regulation. Here, we investigated spontaneous brain dynamics in the aftermath of negative emotional events and their links with neuroticism in order to shed light on the prolonged activity of large-scale brain networks associated with the control of affect. We recorded electroencephalography (EEG) from 36 participants who were asked to rest after watching neutral or fearful video clips. Four topographic maps (i.e. microstates classes A, B, C and D) explained the majority of the variance in spontaneous EEG. Participants showed greater presence of microstate D and lesser presence of microstate C following exposure to fearful stimuli, pointing to changes in attention- and introspection-related networks previously associated with these microstates. These emotional effects were more pronounced for participants with low neuroticism. Moreover, neuroticism scores were positively correlated with microstate C and negatively correlated with microstate D, regardless of previous emotional stimulation. Our results reveal distinctive effects of emotional context on resting-state EEG, consistent with a prolonged impact of negative affect on the brain, and suggest a possible link with neuroticism.

神经质是一种与临床密切相关的人格特质,它被定义为倾向于体验负面情绪、持续自我产生负面想法以及情绪调节能力受损。在这里,我们研究了负面情绪事件发生后大脑的自发动态及其与神经质的联系,以揭示与情绪控制相关的大规模大脑网络的长期活动。我们记录了36名参与者的脑电图(EEG),要求他们在观看中性或恐惧视频片段后休息。四个地形图(即微状态 A、B、C 和 D 类)解释了自发脑电图的大部分差异。受试者在受到恐惧刺激后,微状态 D 的出现率较高,而微状态 C 的出现率较低,这表明以前与这些微状态相关的注意力和内省相关网络发生了变化。这些情绪效应对神经质程度低的参与者更为明显。此外,神经质得分与微状态 C 呈正相关,而与微状态 D 呈负相关,与之前的情绪刺激无关。我们的研究结果揭示了情绪环境对静息状态脑电图的独特影响,这与负面情绪对大脑的长期影响是一致的,并表明这可能与神经质有关。
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引用次数: 0
Connectome-based predictive modeling of Internet addiction symptomatology. 基于连接组的网瘾症状预测模型。
Pub Date : 2024-02-16 DOI: 10.1093/scan/nsae007
Qiuyang Feng, Zhiting Ren, Dongtao Wei, Cheng Liu, Xueyang Wang, Xianrui Li, Bijie Tie, Shuang Tang, Jiang Qiu

Internet addiction symptomatology (IAS) is characterized by persistent and involuntary patterns of compulsive Internet use, leading to significant impairments in both physical and mental well-being. Here, a connectome-based predictive modeling approach was applied to decode IAS from whole-brain resting-state functional connectivity in healthy population. The findings showed that IAS could be predicted by the functional connectivity between prefrontal cortex with the cerebellum and limbic lobe and connections of the occipital lobe with the limbic lobe and insula lobe. The identified edges associated with IAS exhibit generalizability in predicting IAS within an independent sample. Furthermore, we found that the unique contributing network, which predicted IAS in contrast to the prediction networks of alcohol use disorder symptomatology (the range of symptoms and behaviors associated with alcohol use disorder), prominently comprised connections involving the occipital lobe and other lobes. The current data-driven approach provides the first evidence of the predictive brain features of IAS based on the organization of intrinsic brain networks, thus advancing our understanding of the neurobiological basis of Internet addiction disorder (IAD) susceptibility, and may have implications for the timely intervention of people potentially at risk of IAD.

网络成瘾症状(IAS)的特点是持续且不自觉地强迫性使用互联网,从而导致身心健康受到严重损害。本文采用基于连接组的预测建模(CPM)方法,从健康人群的全脑静息态功能连接(rsFC)来解码IAS。研究结果表明,前额叶皮层与小脑和边缘叶之间的功能连接、枕叶与边缘叶和岛叶之间的连接可以预测IAS。所发现的与 IAS 相关的边缘在预测独立样本中的 IAS 方面具有普遍性。此外,我们还发现,与酒精使用障碍症状学(AUDS,与酒精使用障碍相关的一系列症状和行为)的预测网络相比,预测 IAS 的独特贡献网络主要包括涉及枕叶和其他脑叶的连接。目前的数据驱动方法首次证明了基于大脑固有网络组织的IAS大脑预测特征,从而推进了我们对IAD易感性的神经生物学基础的理解,并可能对IAD潜在高危人群的及时干预产生影响。
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引用次数: 0
Trial-level ERPs predicted behavioral responses during self-referential processing in late childhood. 试验水平的 ERP 预测了儿童晚期自我参照加工过程中的行为反应。
Pub Date : 2024-02-16 DOI: 10.1093/scan/nsae011
Pan Liu, Xiao Yang, Jaron X Y Tan

Self-referential information is uniquely salient and preferentially processed even in children. The literature has used the self-referent encoding task (SRET) combined with event-related potentials (ERPs) to study self-referential processing and its associations with youth psychopathology. However, it is unclear how the ERP and behavioral indices of SRET are associated with each other, although this knowledge can promote our mechanistic understanding of this construct and its role in psychopathology. We examined this question in 115 9- to 12-year-old children, a critical period for the development of self-related concepts. By applying a multilevel modeling approach to the trial-level data of SRET, we disaggregated the between- and within-person variability and observed within-person, but not between-person, effects of the P2 and late positive potential (LPP) on behavioral responses: a larger P2 on a given trial predicted a faster response in this trial; a larger LPP on a given trial predicted a higher likelihood of endorsing the word of this trial. We provided novel evidence on how the within-person variability of the ERPs predicted the overt responses of the SRET in children. These findings inform our mechanistic knowledge of self-referential processing and shed light on a better understanding of the role of self-referential processing in the development of psychopathology.

即使在儿童身上,自我参照信息也具有独特的显著性和优先处理性。有文献利用自我参照编码任务(SRET)结合事件相关电位(ERPs)来研究自我参照加工及其与青少年心理病理学的关联。然而,目前还不清楚自我参照编码任务的ERP和行为指数是如何相互关联的,尽管这一知识可以促进我们对这一结构及其在精神病理学中的作用的机制性理解。我们在 115 名 9 至 12 岁儿童中研究了这一问题,他们正是自我相关概念发展的关键时期。通过对 SRET 的试验级数据应用多层次建模方法,我们分解了人与人之间和人与人之间的变异性,并观察到 P2 和晚期正电位(LPP)对行为反应的人内效应,而非人与人之间的效应:在给定试验中,P2 越大,则预测在该试验中反应越快;在给定试验中,LPP 越大,则预测在该试验中赞同单词的可能性越高。我们提供了新的证据,说明ERPs 的人内变异如何预测儿童 SRET 的公开反应。这些发现为我们提供了自我参照加工的机制知识,有助于我们更好地理解自我参照加工在精神病理学发展中的作用。
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引用次数: 0
Zygomaticus activation through facial neuromuscular electrical stimulation (fNMES) induces happiness perception in ambiguous facial expressions and affects neural correlates of face processing. 通过面部神经肌肉电刺激(fNMES)激活颧骨可诱导模糊面部表情中的幸福感,并影响面部加工的神经相关性。
Pub Date : 2024-02-15 DOI: 10.1093/scan/nsae013
Themis Nikolas Efthimiou, Joshua Baker, Alasdair Clarke, Arthur Elsenaar, Marc Mehu, Sebastian Korb

The role of facial feedback in facial emotion recognition remains controversial, partly due to limitations of the existing methods to manipulate the activation of facial muscles, such as voluntary posing of facial expressions or holding a pen in the mouth. These procedures are indeed limited in their control over which muscles are (de)activated when and to what degree. To overcome these limitations and investigate in a more controlled way if facial emotion recognition is modulated by one's facial muscle activity, we used computer-controlled facial neuromuscular electrical stimulation (fNMES). In a pre-registered EEG experiment, ambiguous facial expressions were categorised as happy or sad by 47 participants. In half of the trials, weak smiling was induced through fNMES delivered to the bilateral Zygomaticus Major muscle for 500 ms. The likelihood of categorising ambiguous facial expressions as happy was significantly increased with fNMES, as shown with frequentist and Bayesian linear mixed models. Further, fNMES resulted in a reduction of P1, N170 and LPP amplitudes. These findings suggest that fNMES-induced facial feedback can bias facial emotion recognition and modulate the neural correlates of face processing. We conclude that fNMES has potential as a tool for studying the effects of facial feedback.

面部反馈在面部情绪识别中的作用仍然存在争议,部分原因是现有的操纵面部肌肉激活的方法存在局限性,如自愿摆出面部表情或将笔含在嘴里。这些方法在控制哪些肌肉在何时以及在何种程度上被激活方面确实存在局限性。为了克服这些局限性,并以更可控的方式研究面部情绪识别是否会受到面部肌肉活动的调节,我们使用了计算机控制的面部神经肌肉电刺激(fNMES)。在预先登记的脑电图实验中,47 名参与者将模棱两可的面部表情归类为快乐或悲伤。在一半的实验中,通过对双侧颧骨大肌进行 500 毫秒的 fNMES 刺激,诱发了微弱的微笑。频繁模型和贝叶斯线性混合模型显示,在使用 fNMES 的情况下,将模棱两可的面部表情归类为快乐的可能性显著增加。此外,fNMES 还会降低 P1、N170 和 LPP 的振幅。这些发现表明,fNMES 引起的面部反馈会使面部情绪识别出现偏差,并调节面部加工的神经相关性。我们的结论是,fNMES 有可能成为研究面部反馈效应的一种工具。
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引用次数: 0
Developmental changes in brain function linked with addiction-like social media use two years later. 大脑功能的发育变化与两年后使用社交媒体成瘾有关。
Pub Date : 2024-02-15 DOI: 10.1093/scan/nsae008
Jessica S Flannery, Kaitlyn Burnell, Seh-Joo Kwon, Nathan A Jorgensen, Mitchell J Prinstein, Kristen A Lindquist, Eva H Telzer

Addiction-like social media use (ASMU) is widely reported among adolescents and is associated with depression and other negative health outcomes. We aimed to identify developmental trajectories of neural social feedback processing that are linked to higher levels of ASMU in later adolescence. Within a longitudinal design, 103 adolescents completed a social incentive delay task during 1-3 fMRI scans (6-9th grade), and a 4th self-report assessment of ASMU and depressive symptoms ∼2 years later (10-11th grade). We assessed ASMU effects on brain responsivity to positive social feedback across puberty and relationships between brain responsivity development, ASMU symptoms, and depressive symptoms while considering gender effects. Findings demonstrate decreasing responsivity, across puberty, in the ventral media prefrontal cortex, medial prefrontal cortex, posterior cingulate cortex, and right inferior frontal gyrus associated with higher ASMU symptoms over 2 years later. Significant moderated mediation models suggest that these pubertal decreases in brain responsivity are associated with increased ASMU symptoms which, among adolescent girls (but not boys), is in turn associated with increased depressive symptoms. Results suggest initial hyperresponsivity to positive social feedback, before puberty onset, and decreases in this response across development, may be risk factors for ASMU in later adolescence.

背景:在青少年中,类似上瘾的社交媒体使用(ASMU)被广泛报道,并与抑郁和其他负面健康结果有关。我们旨在确定神经社交反馈处理的发展轨迹,这些轨迹与青少年后期较高水平的ASMU有关:在纵向设计中,103 名青少年在 1-3 次 fMRI 扫描期间(6-9 年级)完成了社交激励延迟任务,并在 2 年后(10-11 年级)完成了第 4 次 ASMU 和抑郁症状自我报告评估。我们评估了ASMU对整个青春期大脑对积极社会反馈的反应性的影响,以及大脑反应性发展、ASMU症状和抑郁症状之间的关系,同时考虑了性别效应:研究结果表明,在整个青春期,腹侧中前额叶皮层、内侧前额叶皮层、后扣带回皮层和右下额叶回的反应性下降与两年后较高的 ASMU 症状有关。显著的调节中介模型表明,青春期大脑反应性的降低与ASMU症状的增加有关,而ASMU症状的增加又与青春期女孩(而非男孩)抑郁症状的增加有关:结论:研究结果表明,青春期开始前对积极社会反馈的最初高反应性,以及在整个发育过程中这种反应性的降低,可能是青春期后期出现 ASMU 的风险因素。
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引用次数: 0
Identifying cortical structure markers of resilience to adversity in young people using surface-based morphometry. 利用基于表面的形态测量法确定年轻人抗逆境能力的皮层结构标志。
Pub Date : 2024-02-07 DOI: 10.1093/scan/nsae006
Harriet Cornwell, Nicola Toschi, Catherine Hamilton-Giachritsis, Marlene Staginnus, Areti Smaragdi, Karen Gonzalez-Madruga, Nuria Mackes, Jack Rogers, Anne Martinelli, Gregor Kohls, Nora Maria Raschle, Kerstin Konrad, Christina Stadler, Christine M Freitag, Stephane A De Brito, Graeme Fairchild

Previous research on the neurobiological bases of resilience in youth has largely used categorical definitions of resilience and voxel-based morphometry methods that assess gray matter volume. However, it is important to consider brain structure more broadly as different cortical properties have distinct developmental trajectories. To address these limitations, we used surface-based morphometry and data-driven, continuous resilience scores to examine associations between resilience and cortical structure. Structural MRI data from 286 youths (Mage = 13.6 years, 51% female) who took part in the European multi-site FemNAT-CD study were pre-processed and analyzed using surface-based morphometry. Continuous resilience scores were derived for each participant based on adversity exposure and levels of psychopathology using the residual regression method. Vertex-wise analyses assessed for correlations between resilience scores and cortical thickness, surface area, gyrification and volume. Resilience scores were positively associated with right lateral occipital surface area and right superior frontal gyrification and negatively correlated with left inferior temporal surface area. Moreover, sex-by-resilience interactions were observed for gyrification in frontal and temporal regions. Our findings extend previous research by revealing that resilience is related to surface area and gyrification in frontal, occipital and temporal regions that are implicated in emotion regulation and face or object recognition.

以往对青少年抗逆力的神经生物学基础的研究大多采用抗逆力的分类定义和基于体素的形态测量方法来评估灰质体积。然而,更广泛地考虑大脑结构是非常重要的,因为不同的皮质特性具有不同的发展轨迹。为了解决这些局限性,我们使用了基于表面的形态测量法和数据驱动的连续复原力评分来研究复原力与皮层结构之间的关联。我们对参加欧洲多站点 FemNAT-CD 研究的 286 名青少年(年龄为 13.6 岁,51% 为女性)的结构磁共振成像数据进行了预处理,并使用基于表面的形态测量法进行了分析。使用残差回归法,根据逆境暴露和精神病理学水平得出每位参与者的连续复原力得分。顶点分析评估了复原力得分与皮质厚度、表面积、回旋和体积之间的相关性。复原力得分与右侧枕叶表面积和右侧额叶上回呈正相关,与左侧颞叶下表面积呈负相关。此外,在额叶和颞叶区域的回旋方面也观察到了性别与复原力之间的相互作用。我们的研究结果扩展了之前的研究,揭示了抗逆力与额叶、枕叶和颞叶区域的表面积和回旋有关,而这些区域与情绪调节和面部或物体识别有关。
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引用次数: 0
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Social cognitive and affective neuroscience
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