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Momentary Associations Between Emotional Responses to Social Media and Affect: Consistency Across Global Affect and Specific Emotional States 对社交媒体的情绪反应与情感之间的瞬间联系:全球情感和特定情绪状态的一致性
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-22 DOI: 10.1007/s42761-024-00257-x
Simone Imani Boyd, Melissa J. Dreier, Saskia L. Jorgensen, Serena L. Moghaddas, Evan Kleiman, Jessica L. Hamilton

Social media (SM) is widely used among adolescents, making the relationship between SM and affect in this population important to understand. However, previous research has largely used methods that do not capture the dynamic and variable nature of SM or measure the consistency of effects across global affect and specific emotions. The current study examined the momentary relationship between positive and negative SM experiences and global positive affect (PA) and negative affect (NA), as well as specific affective states of PA and NA. Adolescents (N = 62; 14–17 years old) were recruited from SM platforms to participate in an eight-week ecological momentary assessment study. Participants reported three times per day on PA and NA and positive and negative SM experiences. Random intercept and random slope models were used to examine within-person associations between momentary positive and negative SM experiences and affect after controlling for between-person differences. At prompts when participants reported greater-than-usual positive SM experiences, they reported higher global PA and lower global NA. At prompts when participants reported greater than their average negative SM experiences, they endorsed lower global PA and higher global NA. These results were consistent across same-valence specific affective states. The current study highlights proximal associations between SM experiences and affect, highlighting potential avenues of short-term risk and protection. 

社交媒体(SM)在青少年中广泛使用,因此了解这一人群中社交媒体与情感之间的关系非常重要。然而,之前的研究主要使用的方法并没有捕捉到SM的动态和可变性质,也没有测量出整体影响和特定情绪影响的一致性。本研究考察了积极和消极SM经历与整体积极情感(PA)和消极情感(NA)的瞬间关系,以及PA和NA的特定情感状态。青少年(N = 62;从SM平台招募14-17岁的青少年,参与为期8周的生态瞬时评价研究。参与者每天报告三次PA和NA以及积极和消极的SM体验。采用随机截距和随机斜率模型,在控制了人与人之间的差异后,检验了瞬间积极和消极SM体验与情感之间的人际关系。当参与者报告比平常更积极的SM体验时,他们报告了更高的整体PA和更低的整体NA。当参与者报告的消极SM经历超过平均水平时,他们会赞同较低的整体PA和较高的整体NA。这些结果在同效价特定情感状态中是一致的。目前的研究强调了SM经历和情感之间的密切联系,强调了短期风险和保护的潜在途径。
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引用次数: 0
Overthinking over Screens: Girls Ruminate More After Negative Social Media Interactions with Peers Compared to In-Person Interactions 过度思考屏幕:与面对面的互动相比,女孩在与同伴进行消极的社交媒体互动后会沉思更多
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-19 DOI: 10.1007/s42761-024-00258-w
Zelal Kilic, Kirsten M. P. McKone, Claire D. Stout, Melanie J. Grad-Freilich, Cecile D. Ladouceur, Sophia Choukas-Bradley, Jennifer S. Silk

With the rise and ubiquity of social media (SM), the context for peer interactions has changed drastically for adolescents, yet, little is known about how digital peer interactions compare to in-person interactions in their impact on adolescents’ emotional experiences. Adolescents employ various emotion regulation (ER) strategies to navigate the complexities of peer interactions, with varying strategy adaptiveness and efficacy. This study delves into the prevalence of ER strategies following daily negative peer interactions on SM, exploring to what extent context (SM or in-person) influences the selection of ER strategies. Over 16 days, 106 U.S. adolescent girls, aged 11–13 (half at high risk for developing an affective disorder), participated in ecological momentary assessments, detailing their worst recent peer interactions, the context (SM or in-person), and the subsequent ER strategies employed. Multilevel models revealed that teens were more prone to rumination after negative peer interactions on SM than in-person (OR = 2.08, p = .031), after adjusting for the overall prevalence of SM and in-person interactions. No other significant differences emerged in ER strategy selection based on the context of the interaction. Findings highlight that although adolescents may adapt their ER strategy selection to suit the demands of specific interpersonal situations across contexts, negative peer interactions on SM may lead to more rumination, potentially contributing to the link between SM use and depression. We discuss how unique features of SM might elicit rumination, such as SM’s lack of physical social cues and its permanent, public, and asynchronous nature.

随着社交媒体(SM)的兴起和无处不在,青少年的同伴互动环境发生了巨大变化,然而,人们对数字同伴互动与面对面互动在影响青少年情感体验方面的对比知之甚少。青少年采用各种情绪调节策略来应对同伴互动的复杂性,策略的适应性和有效性各不相同。本研究探讨了在日常消极同伴交往中,社交媒体对同伴关系策略的影响,并探讨了情境(社交媒体或面对面)在多大程度上影响了同伴关系策略的选择。在16天的时间里,106名11-13岁的美国少女(其中一半有患情感障碍的高风险)参与了生态瞬间评估,详细描述了她们最近最糟糕的同伴互动、环境(SM或面对面)以及随后采用的急诊策略。多层模型显示,在调整了SM的总体流行率和面对面互动后,青少年在SM上的消极同伴互动比面对面互动更容易产生反刍(OR = 2.08, p = 0.031)。在基于相互作用背景的ER策略选择中没有出现其他显著差异。研究结果强调,尽管青少年可能会调整他们的ER策略选择以适应特定人际情境的需求,但SM上的负面同伴互动可能会导致更多的反刍,这可能有助于SM使用与抑郁症之间的联系。我们讨论了SM的独特特征是如何引起反思的,比如SM缺乏物理社交线索,以及它的永久性、公开性和异步性。
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引用次数: 0
The Role of Neural Sensitivity to Social Evaluation in Understanding “for Whom” Social Media Use May Impact Emotional Health During Adolescence 社会评价的神经敏感性在理解“为谁”使用社交媒体可能影响青少年情绪健康中的作用
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-12 DOI: 10.1007/s42761-024-00252-2
Jennifer S. Silk, Stefanie L. Sequeira, Kiera M. James, Zelal Kilic, Melanie E. Grad-Freilich, Sophia Choukas-Bradley, Cecile D. Ladouceur

There is much interest in the role of social media (SM) in the current mental health crisis among teens. In this review, we focus on the question of “for whom” SM experiences have the strongest impact on emotional health, considering neural sensitivity to social evaluation as a potential vulnerability factor that makes youth more susceptible to the effects of SM. We first present behavioral evidence showing that sensitivity to social evaluation moderates the link between SM use and emotional health in youth. Next, we show that the brain’s affective salience network responds to simulated online social threats in ways that predict emotional health. Finally, we show evidence that neural sensitivity to online social evaluation moderates the effects of peer social experiences on emotional health, with implications for social media experiences. We end with recommendations for fully testing the model.

人们对社交媒体(SM)在当前青少年心理健康危机中的作用非常感兴趣。在这篇综述中,我们关注SM经历对“谁”的情绪健康影响最大的问题,认为社会评价的神经敏感性是一个潜在的脆弱性因素,使青少年更容易受到SM的影响。我们首先提出行为证据,表明对社会评价的敏感性调节了青少年SM使用与情绪健康之间的联系。接下来,我们展示了大脑的情感突出网络以预测情绪健康的方式对模拟的在线社会威胁做出反应。最后,我们展示了网络社会评价的神经敏感性调节同伴社会经历对情绪健康的影响的证据,这对社交媒体体验具有启示意义。最后,我们给出了对模型进行全面测试的建议。
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引用次数: 0
Let’s Talk About It in the Morning: How Circadian Rhythms Impact Information Sharing on Social Media 早上再说吧:昼夜节律如何影响社交媒体上的信息分享
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-08 DOI: 10.1007/s42761-024-00254-0
Rob Gleasure, Maylis Saigot, Irfan Kanat

This study investigated the role of circadian rhythms in online information sharing. We gathered 416,914 posts from the social media platform X (formerly Twitter). We identified daily patterns of collective positive and negative affect in these posts, consistent with previous research on social media and circadian rhythms. We created predicted values of positive and negative affect for each post, based on the time a post was created. We then used these predicted values for each post to estimate that post’s likelihood of being reshared. We controlled for a range of possible confounders, such as the actual positive and negative affect expressed in a specific post and the number of existing followers and previous posts of the user who created the post, as well as whether the post contained hashtags, mentions, and quotes. The results support a strong relationship between the predicted positive and negative affect of a post—based on circadian patterns of collective positive and negative affect—and the likelihood of a post being shared. We further examine seasonal changes and design a natural experiment, in which we compare patterns of positive and negative affect and information sharing before and after the clocks change, i.e., “spring forward” and “fall back.” The results suggest that these daily collective patterns of positive and negative affect on social media are influenced, at least partly, by hormonal influences and not only collective daily routines.

本研究探讨了昼夜节律在网络信息共享中的作用。我们从社交媒体平台X(以前的Twitter)上收集了416,914条帖子。我们在这些帖子中发现了集体积极和消极影响的日常模式,与之前对社交媒体和昼夜节律的研究一致。我们根据帖子创建的时间,为每个帖子创建了积极和消极影响的预测值。然后,我们使用每个帖子的这些预测值来估计该帖子被转发的可能性。我们控制了一系列可能的混杂因素,例如特定帖子中表达的实际积极和消极影响、创建该帖子的用户的现有关注者数量和以前的帖子数量,以及该帖子是否包含标签、提及和引用。研究结果支持了基于集体积极和消极影响的昼夜节律模式的帖子预测的积极和消极影响与帖子被分享的可能性之间的密切关系。我们进一步研究了季节变化,并设计了一个自然实验,在这个实验中,我们比较了时钟变化前后的积极和消极影响和信息共享模式,即“前进”和“后退”。研究结果表明,这些对社交媒体产生积极和消极影响的日常集体模式,至少在一定程度上受到荷尔蒙的影响,而不仅仅是集体的日常习惯。
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引用次数: 0
Within-Person Dynamics of Job Boredom and Counterproductive Work Behavior: A Latent Change Score Modeling Approach 工作厌倦和工作反作用行为的人际动态:潜在变化分数建模法》。
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-07 DOI: 10.1007/s42761-024-00256-y
JeongJin Kim, Seth A. Kaplan, John A. Aitken, Lida P. Ponce

Job boredom is one of the most common negative affective states experienced in the workplace, yet also among the least well-understood. One stream of research suggests that employees frequently react to job boredom by engaging in counterproductive work behaviors (CWB). However, recent studies show the converse—that engaging in CWB relates to job boredom. As studies on the job boredom-CWB relationship primarily have been cross-sectional and at the between-person level of analysis, the directionality between these constructs remains in question. Therefore, research examining the within-person dynamics of job boredom and CWB within a short timeframe is needed. In the current study, we explore whether job boredom influences subsequent changes in CWB and vice versa. We examined these relationships using latent change score (LCS) modeling with 10-day experience sampling data (N = 120 individuals providing 1,161 observations). Findings supported a reciprocal relationship. Employees’ level of job boredom on a given day was associated with a subsequent increase in CWB on the next day, and the level of CWB on a given day was associated with a subsequent increase in job boredom on the next day. We discuss the implications of our findings, study limitations, and future research directions.

工作无聊是工作场所中最常见的负面情绪状态之一,但也是最不容易理解的情绪状态之一。有一种研究认为,员工经常会通过从事适得其反的工作行为(CWB)来应对工作无聊。然而,最近的研究却显示了相反的情况--从事 CWB 与工作无聊有关。由于有关工作无聊与 CWB 关系的研究主要是横断面研究,而且是人与人之间的分析,因此这些概念之间的方向性仍然存在疑问。因此,需要在短时间内对工作厌倦和 CWB 的人际动态进行研究。在本研究中,我们探讨了工作厌倦是否会影响 CWB 的后续变化,反之亦然。我们利用 10 天的经验抽样数据(N = 120 人,提供 1,161 个观察值),使用潜在变化得分(LCS)建模研究了这些关系。研究结果支持这种互惠关系。员工在某一天的工作无聊程度与第二天 CWB 的增加有关,而某一天的 CWB 水平与第二天工作无聊程度的增加有关。我们将讨论研究结果的意义、研究的局限性以及未来的研究方向。
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引用次数: 0
Computer-Mediated Communication (CMC) and Anxiety in Adolescence: Preference for CMC, Social Media Burden, and Attention Bias to Threat 计算机媒介传播与青少年焦虑:计算机媒介传播偏好、社交媒体负担和威胁注意偏向
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-07 DOI: 10.1007/s42761-024-00253-1
Jennifer Lynn de Rutte, Tracy A. Dennis-Tiwary, Amy K. Roy

Despite societal and empirical interest in the impact of computer-mediated communication (CMC) on anxiety in adolescents, little is known about the associations between specific aspects of CMC use and anxiety severity and the role of individual vulnerability factors. In this study, we examined the links between two contexts of CMC, preference for CMC over face-to-face interactions and perceived social media social media burden, along with an anxiety-related cognitive vulnerability factor and attention bias to threat. Participants were mildly to severely anxious 12- to 14-year-olds (N = 78, Mage = 12.89, 55% female). They self-reported on CMC preferences and social media burden and on anxiety symptoms in two domains (generalized anxiety disorder (GAD) and social anxiety) and completed an eye-tracking assessment of attention bias. We tested the hypothesis that preferring CMC over face-to-face communications and perceiving greater social media burden would predict more severe anxiety symptoms, particularly among those with greater attention bias to threat. As predicted, greater feelings of social media burden predicted more severe anxiety symptom severity (GAD only) but only among those with greater attention bias to threat. The potential role of attention bias in associations between CMC and adolescent anxiety and the specificity of effects on GAD symptom severity is discussed.

尽管社会和实证对计算机媒介沟通(CMC)对青少年焦虑的影响感兴趣,但对CMC使用的特定方面与焦虑严重程度以及个体脆弱性因素的作用之间的关联知之甚少。在本研究中,我们考察了社交媒体的两种情境,即社交媒体对面对面互动的偏好和感知的社交媒体负担,以及与焦虑相关的认知脆弱性因素和对威胁的注意偏见之间的联系。参与者为轻度至重度焦虑的12至14岁儿童(N = 78, Mage = 12.89, 55%为女性)。他们自我报告了CMC偏好和社交媒体负担以及两个领域(广泛性焦虑障碍(GAD)和社交焦虑)的焦虑症状,并完成了注意力偏差的眼动追踪评估。我们测试了这样的假设,即更喜欢CMC而不是面对面的交流,并感知到更大的社交媒体负担,可以预测更严重的焦虑症状,特别是在那些对威胁有更大注意力偏见的人中。正如预测的那样,更大的社交媒体负担感预示着更严重的焦虑症状严重程度(仅限广泛性焦虑症),但仅限于那些对威胁有更大注意力偏见的人。在CMC和青少年焦虑之间的关联中,注意偏差的潜在作用以及对广泛性焦虑症症状严重程度的特异性影响被讨论。
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引用次数: 0
Complex Emotion Dynamics Contribute to the Prediction of Depression: A Machine Learning and Time Series Feature Extraction Approach 复杂情绪动态有助于预测抑郁症:机器学习和时间序列特征提取方法。
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-03 DOI: 10.1007/s42761-024-00249-x
Mackenzie Zisser, Jason Shumake, Christopher G. Beevers

Emotion dynamics have demonstrated mixed ability to predict depressive symptoms and outperform traditional metrics like the mean and standard deviation of emotion reports. Here, we expand the types of emotion dynamic features used in prior work and apply a machine learning algorithm to predict depression symptoms. We obtained seven ecological momentary assessment (EMA) studies from previous work on depression and emotion dynamics (N = 890). These studies measured self-reported sadness, positive affect, and negative affect 5 to 10 times per day for 7 to 21 days (schedule varied across studies). These data were fed through a feature extraction routine to generate hundreds of emotion dynamic features. A gradient boosting machine (GBM) using all available emotion dynamics features was the best of all models assessed. This model’s out-of-sample prediction (R2pred) for depression severity ranged from .20 to .44 depending on EMA interpolation method and samples included in the analysis. It also explained significantly more variance than a benchmark model of individuals’ mean emotion ratings over the assessment period, R2pred = .089. Comprehensive feature mining of emotion dynamics obtained during EMA may be necessary to identify processes that predict depression symptoms beyond mean emotion ratings.

情绪动态在预测抑郁症状方面的能力参差不齐,而且优于情绪报告的平均值和标准偏差等传统指标。在此,我们扩展了之前工作中使用的情绪动态特征类型,并应用机器学习算法来预测抑郁症状。我们从以前关于抑郁和情绪动态的研究中获得了七项生态瞬间评估(EMA)研究(N = 890)。这些研究测量了自我报告的悲伤情绪、积极情绪和消极情绪,每天测量 5 到 10 次,持续 7 到 21 天(不同研究的时间安排不同)。这些数据通过特征提取程序生成数百个情绪动态特征。使用所有可用情绪动态特征的梯度提升机(GBM)是所有评估模型中最好的。该模型对抑郁严重程度的样本外预测(R 2 pred)从 0.20 到 0.44 不等,具体取决于 EMA 插值方法和分析中包含的样本。与评估期间个人平均情绪评级的基准模型(R 2 pred = .089)相比,该模型对方差的解释也明显更多。要识别平均情绪评分以外的预测抑郁症状的过程,可能需要对 EMA 期间获得的情绪动态进行全面的特征挖掘。
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引用次数: 0
Social Media Activities and Affective Well-being in the Daily Life of Emerging Adults 新兴成人日常生活中的社交媒体活动与情感幸福感
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-01 DOI: 10.1007/s42761-024-00251-3
Giselle Ferguson, Mariah T. Hawes, Jacqueline Mogle, Stacey B. Scott, Daniel N. Klein

Previous work suggests that some social media (SM) activities may have detrimental effects on users’ affective well-being, whereas other activities can be more adaptive. SM use is typically assessed with global or retrospective measures; it remains unclear how its relation with affect may play out in real-time and in regard to specific SM activities, as opposed to general SM use. The current study investigated the association between specific SM activities (posting, viewing others’ posts, liking/commenting, checking replies to one’s own posts, direct messaging) and concurrent positive and negative affect in a sample of n = 349 18-year-old emerging adults. Participants reported SM activities and affect up to five times per day for 14 days. Using parallel multilevel models, we found significant within-person associations between positive affect and certain SM activities: participants’ positive affect was lower at times when they reported liking/commenting or viewing, and was higher when they reported direct messaging or posting, than at times when they were not engaging in these SM activities. In between-persons, only viewing was related to positive affect; individuals who more frequently viewed others’ posts had lower positive affect on average. Negative affect did not relate to any SM activities within-persons or between-persons. In sum, these results suggest specificity—in which SM activities link with affective well-being, in the correlational direction of those links, and in links mostly with positive affect—and that effects unfold within-persons in daily life but may not be detectable in terms of individual differences.

先前的研究表明,一些社交媒体活动可能对用户的情感幸福感产生不利影响,而其他活动则更具适应性。SM使用情况通常通过全球或回顾性措施进行评估;目前还不清楚它与情感的关系是如何在实时和特定的SM活动中发挥作用的,而不是一般的SM使用。目前的研究调查了特定的SM活动(发帖、查看别人的帖子、点赞/评论、查看自己帖子的回复、直接发消息)与同时产生的积极和消极影响之间的关系,研究对象是349名18岁的新成人。参与者报告了SM活动和影响,每天多达5次,持续14天。使用平行多层次模型,我们发现积极情感与某些SM活动之间存在显著的个人内部关联:当参与者报告点赞/评论或观看时,他们的积极情感较低,而当他们报告直接发送消息或发帖时,他们的积极情感高于不参与这些SM活动时。在人与人之间,只有观看与积极情绪有关;平均而言,经常浏览他人帖子的人的积极影响较低。消极情绪与人体内或人与人之间的SM活动无关。总而言之,这些结果表明SM活动与情感幸福感相关的特殊性,在这些联系的相关方向上,在积极影响的联系上,这种影响在日常生活中在人体内展开,但在个体差异方面可能无法检测到。
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引用次数: 0
Changes in Online Moral Discourse About Public Figures During #MeToo #MeToo运动期间关于公众人物的网络道德话语的变化
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-08-01 DOI: 10.1007/s42761-024-00250-4
Benjamin M. Silver, Kevin N. Ochsner

During the #MeToo movement, the perceived morality of public figures changed in light of sexual assault allegations against them. Here, we asked how these changes were influenced by the perceived severity of alleged actions and by how well-known and well-liked were the public figures. Perceived morality was assessed by measuring (im)moral language usage in 1.4 million tweets about 50 male public figures accused of sexual assault. Using natural language processing to analyze the tweets, we found that liking of public figures mitigated perceived immorality for less severe allegations, but had little effect on perceived immorality for more severe allegations. The persistence of negative perceptions 1 year later was related to liking and familiarity for the public figure, not allegation severity. These results suggest that in real-world contexts, we can forgive less harmful actions for people we like, but may not be able to if their actions are more harmful; over time, however, liking for others predicts lasting negative impressions of their moral misdeeds.

在#MeToo运动期间,公众人物的道德观念因性侵犯指控而发生了变化。在这里,我们询问了这些变化是如何受到所指控行为的严重性以及公众人物的知名度和受欢迎程度的影响的。感知道德是通过测量50名被指控性侵犯的男性公众人物的140万条推文的道德语言使用情况来评估的。使用自然语言处理对推文进行分析,我们发现,对公众人物的喜欢减轻了对不太严重指控的不道德感知,但对更严重指控的不道德感知几乎没有影响。一年后负面认知的持续与对公众人物的喜爱和熟悉程度有关,而与指控的严重程度无关。这些结果表明,在现实世界中,我们可以原谅我们喜欢的人的伤害较小的行为,但如果他们的行为更有害,我们可能无法原谅;然而,随着时间的推移,喜欢别人预示着对他们的道德错误留下持久的负面印象。
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引用次数: 0
The Emergence of Organized Emotion Dynamics in Childhood 童年时期有组织情绪动态的出现。
IF 2.1 Q2 PSYCHOLOGY Pub Date : 2024-07-31 DOI: 10.1007/s42761-024-00248-y
Mira L. Nencheva, Erik C. Nook, Mark A. Thornton, Casey Lew-Williams, Diana I. Tamir

Emotions change from one moment to the next. They have a duration from seconds to hours and then transition to other emotions. Here, we describe the early ontology of these key aspects of emotion dynamics. In five cross-sectional studies (N = 904) combining parent surveys and ecological momentary assessment, we characterize how caregivers’ perceptions of children’s emotion duration and transitions change over the first 5 years of life and how they relate to children’s language development. Across these ages, the duration of children’s emotions increased, and emotion transitions became increasingly organized by valence, such that children were more likely to transition between similarly valenced emotions. Children with more mature emotion profiles also had larger vocabularies and could produce more emotion labels. These findings advance our understanding of emotion and communication by highlighting their intertwined nature in development and by charting how dynamic features of emotion experiences change over the first years of life.

情绪在不同的时刻会发生变化。它们的持续时间从几秒到几小时不等,然后过渡到其他情绪。在这里,我们描述了情绪动态的这些关键方面的早期本体。在五项结合家长调查和生态学瞬间评估的横断面研究(N = 904)中,我们描述了照顾者对儿童情绪持续时间和过渡的看法在儿童出生后前五年的变化情况,以及它们与儿童语言发展的关系。在这些年龄段中,儿童情绪的持续时间增加了,情绪的转换也越来越有组织,儿童更有可能在类似情绪之间转换。情绪特征更成熟的儿童的词汇量也更大,能产生更多的情绪标签。这些发现突出了情绪和交流在儿童成长过程中的相互交织性,并描绘了情绪体验的动态特征在生命最初几年的变化过程,从而加深了我们对情绪和交流的理解:在线版本包含补充材料,可在10.1007/s42761-024-00248-y上获取。
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引用次数: 0
期刊
Affective science
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