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People choose to receive human empathy despite rating AI empathy higher. 人们选择接受人类的同理心,尽管对人工智能的同理心评价更高。
Pub Date : 2026-01-31 DOI: 10.1038/s44271-025-00387-3
Joshua D Wenger, C Daryl Cameron, Michael Inzlicht

Recent advances in AI have enabled large language models to produce expressions that seem empathetic to human users, raising scientific and ethical questions about how people perceive and choose between human and AI sources of emotional support. Although an increasing number of studies have examined how people rate empathy generated by AI, little to no work has examined whether people would choose to receive empathy from AI. We conducted four studies investigating whether people prefer to receive empathetic expressions from humans or AI, and how they evaluate these expressions. Across diverse samples and stimuli, we found evidence for what we term the AI empathy choice paradox: participants significantly preferred to receive empathy from humans, yet they rated AI-generated empathetic responses as higher in quality, more effective at making them feel heard, and more effortful when they did choose them. These findings contribute to ongoing debates about AI empathy by demonstrating that while people may avoid AI as an empathy source, they nonetheless benefit from AI empathy when they experience it. Our results suggest potential applications for AI in supplementing human emotional support while highlighting the importance of respecting individual preferences for empathy sources.

人工智能的最新进展使大型语言模型能够产生对人类用户似乎感同身受的表情,这引发了关于人们如何感知和选择人类和人工智能情感支持来源的科学和伦理问题。尽管越来越多的研究调查了人们如何评价人工智能产生的同理心,但很少有研究调查人们是否会选择从人工智能那里获得同理心。我们进行了四项研究,调查人们是更喜欢接受人类还是人工智能的移情表达,以及他们如何评估这些表达。在不同的样本和刺激中,我们发现了我们所谓的人工智能移情选择悖论的证据:参与者明显更喜欢从人类那里得到移情,但他们认为人工智能产生的移情反应质量更高,更有效地让他们感到被倾听,而且当他们选择人工智能时,他们更努力。这些研究结果表明,尽管人们可能会避免将人工智能作为同理心的来源,但当他们体验到人工智能的同理心时,他们仍然会从中受益,从而为有关人工智能同理心的持续辩论做出了贡献。我们的研究结果表明,人工智能在补充人类情感支持方面的潜在应用,同时强调了尊重个人对移情来源偏好的重要性。
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引用次数: 0
Task, person, and experiential characteristics drive the transfer of learning. 任务、个人和经验特征驱动学习迁移。
Pub Date : 2026-01-29 DOI: 10.1038/s44271-026-00408-9
Kyle J LaFollette, David J Frank, Alexander P Burgoyne, Brooke N Macnamara

The ability to transfer skills is critical for complex performance. However, performance in complex environments is often examined within single levels of analysis, neglecting interactions among characteristics of the task, person, and experience. Here, we examine how intervention-level factors (task consistency, stress), between-person differences (emotion-cognition traits, physiological traits), and within-person fluctuations (amount of practice) jointly influence transfer. Across six rounds of a gamified learning task, participants (N = 241) trained under stress or control conditions and in consistent or inconsistent task environments. They then either continued or switched to the other task environment. Results revealed that task consistency enhanced efficiency during learning, but switching to an inconsistent environment disrupted performance. Patterns in pre- to post-switch performance were shaped by physiological reactivity and emotion-cognition traits, including cognitive reappraisal and intolerance of uncertainty, revealing compensatory adaptations that group-level analyses may obscure. These findings advance existing transfer models by highlighting how emotional and physiological regulation interact with environment.

技能转移的能力对于复杂的表现是至关重要的。然而,在复杂环境中的表现通常是在单一的分析层面进行检查,而忽略了任务、人员和经验特征之间的相互作用。在这里,我们研究了干预水平的因素(任务一致性、压力)、人与人之间的差异(情绪认知特征、生理特征)和人与人之间的波动(练习量)如何共同影响迁移。在6轮游戏化学习任务中,参与者(N = 241)在压力或控制条件下以及在一致或不一致的任务环境中进行训练。然后他们要么继续,要么切换到另一个任务环境。结果显示,任务一致性提高了学习效率,但切换到不一致的环境会影响学习效果。转换前和转换后的表现模式是由生理反应和情绪认知特征塑造的,包括认知重新评估和对不确定性的不容忍,揭示了群体水平分析可能掩盖的补偿性适应。这些发现通过强调情绪和生理调节如何与环境相互作用来推进现有的迁移模型。
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引用次数: 0
Perceptual exposure influences body size perceptions and anti-fat attitudes. 知觉暴露影响体型感知和反肥胖态度。
Pub Date : 2026-01-28 DOI: 10.1038/s44271-025-00369-5
K L Neuenswander, E Hehman, K L Johnson

Anti-fat attitudes are pervasive and contribute to deleterious social and health outcomes. The following research investigates perceptual exposure (i.e., visual exposure to larger bodies) as a potential mechanism for reducing anti-fat attitudes across various contexts and methodologies. Perceptual exposure in primary environments (i.e., the body sizes of people encountered in daily life) was examined using aggregated county-level data from the United States. Regions with higher adult obesity rates, indicating greater exposure to larger bodies, were associated with lower explicit but higher implicit anti-fat attitudes. Perceptual exposure in media (i.e., the body sizes of people in advertisements) was assessed using France's ban on extremely thin fashion models. Prior to the ban, explicit anti-fat attitudes increased over time. Following the ban, and coinciding with increased representation of larger bodies in French media, explicit anti-fat attitudes decreased. The impact on implicit attitudes was inconsistent. To test the mechanism underlying the relationship between perceptual exposure and attitudes, a two-week longitudinal experiment exposed participants to thin or fat bodies for three minutes daily. Exposure to fat bodies increased the threshold for categorizing bodies as fat, whereas exposure to thin bodies lowered it. Attitudes did not significantly change after two weeks. Together, these findings suggest that perceptual exposure influences body size categorization thresholds and may, over time, contribute to improvements in explicit anti-fat attitudes. The differential effects on explicit and implicit attitudes, as well as limitations and future directions, are discussed.

反肥胖的态度普遍存在,并导致有害的社会和健康后果。下面的研究调查了知觉暴露(即视觉暴露于较大的身体)作为在各种背景和方法中减少反肥胖态度的潜在机制。主要环境中的感知暴露(即,日常生活中遇到的人的体型)使用来自美国的汇总县级数据进行了检查。成人肥胖率较高的地区,表明更多地暴露于较大的身体,与较低的显性反肥胖态度有关,但较高的隐性反肥胖态度。媒体的感知曝光(即广告中人物的体型)是通过法国对极瘦时尚模特的禁令来评估的。在禁令之前,明确的反肥胖态度随着时间的推移而增加。禁令出台后,加上法国媒体上体型较大的人的形象有所增加,明确的反肥胖态度有所下降。对内隐态度的影响是不一致的。为了测试感知暴露和态度之间关系的潜在机制,一项为期两周的纵向实验让参与者每天接触瘦或胖的身体三分钟。接触肥胖的身体会增加将身体归类为肥胖的门槛,而接触瘦弱的身体则会降低这一门槛。两周后,态度没有明显改变。总之,这些发现表明,感知暴露会影响体型分类阈值,并可能随着时间的推移,有助于改善明确的反肥胖态度。讨论了外显态度和内隐态度的不同影响,以及局限性和未来的发展方向。
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引用次数: 0
Changes in political attitudes are associated with changes in neural responses to political content. 政治态度的变化与对政治内容的神经反应的变化有关。
Pub Date : 2026-01-26 DOI: 10.1038/s44271-026-00395-x
Gal Boiman, Tal Ohad, Yohay Zvi, Noa Katabi, Yaara Yeshurun

Political identity shapes neural responses to political content, but how these responses change within individuals over time remains unexplored. Here, we tested this by leveraging a unique political crisis. We conducted two fMRI scans separated by two and a half years, during which 21 participants viewed identical political videos. This period coincided with political instability that potentially caused participants to shift their attitudes towards the videos. Analysis revealed a neural plasticity hierarchical pattern: primary sensory regions showed minimal changes, while limbic, reward, and memory networks exhibited the most substantial differences between sessions. Specifically, the amygdala, hippocampus, and caudate demonstrated activity patterns that tracked changes in interpretation. Notably, neural changes in these regions correlated with shifts in political in-group affiliations, but not statistically significantly with changes in ideological positions. These findings provide empirical support for the hypothesis that social and psychological processes shape neural responses to political content, rather than vice versa.

政治认同塑造了对政治内容的神经反应,但这些反应如何随着时间的推移在个体内部发生变化仍未得到探索。在这里,我们通过利用一场独特的政治危机来检验这一点。我们进行了两次功能磁共振成像扫描,间隔两年半,在此期间,21名参与者观看了相同的政治视频。这段时间恰逢政治不稳定,这可能导致参与者改变对视频的态度。分析揭示了神经可塑性的层次模式:主要感觉区域的变化最小,而边缘、奖励和记忆网络在会话之间表现出最显著的差异。具体来说,杏仁核、海马体和尾状核的活动模式可以追踪解释能力的变化。值得注意的是,这些区域的神经变化与政治团体关系的变化相关,但与意识形态立场的变化没有统计学意义。这些发现为社会和心理过程塑造对政治内容的神经反应的假设提供了实证支持,而不是相反。
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引用次数: 0
Implicit bias attribution reduces prosocial emotions and donation intentions for natural disaster victims. 内隐偏见归因降低了自然灾害受害者的亲社会情绪和捐赠意愿。
Pub Date : 2026-01-22 DOI: 10.1038/s44271-026-00405-y
Hyeonjin Bak, Gamze Kazakoglu, Salem Sulaiman, Jennifer A Richeson

Concern about biased depictions of individuals, groups, and events in media has intensified across the political spectrum. At the same time, implicit attitudes have become an increasingly common explanation for discriminatory outcomes. The present study examines emotional, cognitive, and behavioral consequences of biased media depictions depending on whether they are attributed to journalists' implicit or explicit attitudes. A sample of U.S. participants (N = 350) read about biased media coverage of Muslim natural disaster victims that ostensibly reduced the public's donation behavior relative to other types of victims. The biased reporting was attributed to journalists' implicit (i.e., unconscious) or explicit (i.e., conscious) anti-Muslim attitudes and beliefs. After reading the report, participants in the implicit bias condition felt less outrage, guilt, and anger toward the journalists, held them less culpable, and revealed lower intentions and willingness to donate to similar victims of natural disasters in the future, compared with participants in the explicit bias condition. These findings point to compelling behavioral consequences of emphasizing the role that implicit, rather than more deliberate, biases play in producing discrimination, be it in media or other important societal domains.

对媒体对个人、团体和事件的偏见描述的担忧在整个政治领域都有所加剧。与此同时,隐性态度已成为对歧视性结果越来越普遍的解释。本研究考察了有偏见的媒体描述的情感、认知和行为后果,这取决于它们是归因于记者的内隐态度还是外显态度。一组美国参与者(N = 350)阅读了媒体对穆斯林自然灾害受害者的偏见报道,这些报道表面上减少了公众相对于其他类型受害者的捐赠行为。有偏见的报道归因于记者隐性(即无意识)或显性(即有意识)的反穆斯林态度和信仰。与外显偏见条件下的参与者相比,内隐偏见条件下的参与者在阅读报告后,对记者的愤怒、内疚和愤怒有所减少,认为他们的罪责较少,并且在未来向类似的自然灾害受害者捐款的意愿和意愿也较低。这些发现指出,无论是在媒体还是其他重要的社会领域,强调隐性偏见(而不是更刻意的偏见)在产生歧视方面所起的作用,会产生令人信服的行为后果。
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引用次数: 0
Cognitive flexibility versus stability via activation-based and weight-based adaptations. 通过基于激活和基于体重的适应,认知灵活性与稳定性。
Pub Date : 2026-01-21 DOI: 10.1038/s44271-026-00397-9
Shengjie Xu, Tom Verguts, Senne Braem

Humans are remarkably efficient at adapting to different contextual demands by exerting optimal levels of cognitive flexibility versus stability for switching between different tasks. However, empirical findings document that these control adaptation processes can occur across multiple timescales, suggesting that different computational mechanisms may be involved. Here, we developed a recurrent neural network model to simulate behavioral indices of cognitive flexibility versus stability and investigated its dynamics. Throughout four simulation studies, we revealed that control adaptations that benefit from recent control states (activation-based) can support fast adjustments in cognitive flexibility, whereas control adaptations that depend on changes in control settings (weight-based) evolve more slowly over learning. Interestingly, like humans, the model further learned to associate contextual features to different control settings and use this knowledge to shift along a flexibility-stability continuum when encountering these same contexts. We further verified model-specific predictions through an analysis of an existing human dataset (N = 102). In sum, our work integrates fast and slow control adaptations within a unified framework and advances our understanding on human adaptative behavior and its regulatory mechanisms through the lens of activation-based versus weight-based adaptations.

人类通过发挥最佳水平的认知灵活性和稳定性来在不同任务之间切换,从而非常有效地适应不同的环境需求。然而,实证研究结果表明,这些控制适应过程可能发生在多个时间尺度上,这表明可能涉及不同的计算机制。在此,我们建立了一个递归神经网络模型来模拟认知灵活性和稳定性的行为指标,并研究了其动态。通过四项模拟研究,我们发现受益于近期控制状态(基于激活)的控制适应可以支持认知灵活性的快速调整,而依赖于控制设置变化(基于体重)的控制适应在学习过程中进化得更慢。有趣的是,像人类一样,该模型进一步学会了将上下文特征与不同的控制设置联系起来,并在遇到相同的上下文时使用这种知识沿着灵活性-稳定性连续体移动。通过对现有人类数据集(N = 102)的分析,我们进一步验证了模型特定的预测。总之,我们的工作将快速和慢速控制适应整合在一个统一的框架内,并通过基于激活的适应和基于体重的适应的视角,推进了我们对人类适应行为及其调控机制的理解。
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引用次数: 0
Understanding phenomenological experiences of autistic inertia using online community discourse. 利用网络社区话语理解自闭症惯性的现象学经验。
Pub Date : 2026-01-20 DOI: 10.1038/s44271-025-00386-4
Tara Ward, Sonia Popazov, Jon Adams, Hayley Clapham, Wenn Lawson, Themis Karaminis, Elizabeth Pellicano

The term 'inertia' refers to the seemingly common Autistic experience of remaining in a state of rest or a state of motion until there is some form of external intervention. While a heavily discussed phenomenon in the Autistic community, it has been scarcely acknowledged in the academic literature. The present study aimed to advance knowledge of Autistic inertia by analysing a large qualitative sample of naturalistic discourse on the topic from Autistic online communities on the social media platform, 'Reddit'. We identified 501 relevant posts shared between 2005 and 2023, including 9,955 comments. We analysed the posts using reflexive thematic analysis with an inductive approach. We identified four themes, centred on the "all or nothing" extremes of inertia (Theme 1), the range of factors that intersect with and exacerbate it (Theme 2), its joyful and often highly-disabling impacts (Theme 3), and the varied ways in which Reddit users manage it (Theme 4). Our findings corroborated those from existing interview-based studies and also uncovered additional insights, elaborating on 'the vicious cycle' of inertia, its fatiguing effects and its interaction with other commonly co-occurring conditions. We discuss these less-reported experiences and identify what we know - and are still yet to understand - about the key features of Autistic inertia.

“惯性”一词指的是一种看似常见的自闭体验,即保持静止或运动状态,直到有某种形式的外部干预。虽然这是一个在自闭症群体中被广泛讨论的现象,但在学术文献中几乎没有得到承认。目前的研究旨在通过分析来自社交媒体平台“Reddit”上的自闭症在线社区的自然主义话语的大量定性样本,提高对自闭症惯性的认识。我们确定了2005年至2023年间共享的501个相关帖子,包括9,955条评论。我们使用反身性主题分析和归纳方法来分析这些帖子。我们确定了四个主题,集中在“要么全有,要么全无”的惯性极端(主题1),与之交叉并加剧惯性的因素范围(主题2),其令人愉悦且往往高度禁用的影响(主题3),以及Reddit用户管理惯性的各种方式(主题4)。我们的研究结果证实了现有的基于访谈的研究结果,并揭示了更多的见解,详细阐述了惯性的“恶性循环”,它的疲劳效应以及它与其他共同发生的情况的相互作用。我们讨论了这些报道较少的经历,并确定了我们所知道的——以及尚未理解的——关于自闭症惯性的关键特征。
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引用次数: 0
Chimpanzee groups achieve sustainable resource use in a common-pool resource dilemma. 黑猩猩群体在公共资源困境中实现了资源的可持续利用。
Pub Date : 2026-01-17 DOI: 10.1038/s44271-025-00390-8
Kirsten Sutherland, Daniel Haun, Alejandro Sánchez-Amaro

Common-pool resource dilemmas are group resource sustainability problems that are sensitive to over-extraction. While human strategies for overcoming common-pool resource dilemmas are well studied, the comparative evolutionary perspective has received little attention. Here, we compare resource management of chimpanzees (N = 15) grouped as dyads and quartets using an original experimental paradigm. The participants could use sticks to feed from a pool of yoghurt. The number of sticks equalled the number of players, and removing all of the sticks triggered resource collapse, thereby creating a social dilemma. Quartets were found to maintain the resource longer than dyads. Quartets', but not dyads', success was positively associated with social tolerance. Furthermore, quartets were more successful when the dominant ape acquired the relative lowest payoff. These results suggest that chimpanzees respond differently to cooperative sustainability problems depending on group size, with social tolerance playing an important role. The findings have implications for studying the evolution and diversity of hominid cooperation, in particular, highlighting that group size should be carefully considered in the design of non-human primate cooperation experiments.

公共池资源困境是对过度开采敏感的群体资源可持续性问题。虽然人类克服公共资源困境的策略已经得到了很好的研究,但比较进化的观点却很少受到关注。在此,我们使用一个原始的实验范式,比较了两组和四组黑猩猩(N = 15)的资源管理。参与者可以用棍子从一池酸奶中喂食。摇杆的数量等于玩家的数量,移除所有摇杆会导致资源崩溃,从而造成社交困境。四人组比二人组保存资源的时间更长。“四重奏组”,而不是“双重奏组”,成功与社会宽容呈正相关。此外,当优势猿获得相对最低的报酬时,四人组更成功。这些结果表明,黑猩猩对合作可持续性问题的反应不同,取决于群体规模,其中社会宽容起着重要作用。这些发现对研究人类合作的进化和多样性具有重要意义,特别是强调在设计非人类灵长类动物合作实验时应仔细考虑群体规模。
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引用次数: 0
Modeling information demand in the framework of probabilistic reasoning. 概率推理框架下的信息需求建模。
Pub Date : 2026-01-17 DOI: 10.1038/s44271-026-00398-8
Matthew W Jiwa, Jacqueline Gottlieb

Deciding whether, when, and which information to sample is critical for making effective decisions, yet the cognitive mechanisms of this process are not well understood. Here, we propose that key aspects of human information demand are explained by non-linear subjective perceptions of probabilistic losses or gains. Using behavioral testing and quantitative model comparisons across three independent participant samples (N = 50, 50, and 150), we show that a model that incorporates non-linear probability and value perception outperforms a model based on a linear mixture of motives in explaining instrumental and non-instrumental information demand. Moreover, individual non-linearities that best explained information demand were correlated with personality traits and with non-linearities explaining risk seeking/aversion in standard choice tasks. The results suggest that a computational framework rooted in the subjective perception of probability furthers our understanding of information demand and its relationship with decision making under risk and uncertainty.

决定是否、何时以及对哪些信息进行采样对于做出有效决策至关重要,但这一过程的认知机制尚未得到很好的理解。在这里,我们提出人类信息需求的关键方面可以用概率损失或收益的非线性主观感知来解释。通过对三个独立参与者样本(N = 50,50和150)的行为测试和定量模型比较,我们表明,在解释工具和非工具信息需求方面,包含非线性概率和价值感知的模型优于基于线性动机混合的模型。此外,最能解释信息需求的个体非线性与人格特质和解释标准选择任务中的风险寻求/厌恶的非线性相关。研究结果表明,基于概率主观感知的计算框架进一步加深了我们对信息需求及其与风险和不确定性下决策的关系的理解。
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引用次数: 0
Misspecified models create the appearance of adaptive control during value-based choice. 在基于值的选择过程中,错误指定的模型会产生自适应控制的外观。
Pub Date : 2026-01-14 DOI: 10.1038/s44271-025-00374-8
Harrison Ritz, Romy Frömer, Amitai Shenhav

Decision scientists have grown increasingly interested in how people adaptively control their decision making, exploring how metacognitive factors influence how people accumulate evidence and commit to a choice. A recent study proposed a novel form of such adaptive control, whereby the values of one's options  contribute to both the formation of a decision and the effortful invigoration of a response. In this framework, the control process was operationalized in a drift diffusion model as the lowering of the decision threshold on difficult trials. Reanalyzing the data from this experiment, we establish alternative explanations for these findings. We show that the reported evidence for controlled threshold adjustments can be explained away by task confounds, time-dependent collapses in decision thresholds, and stimulus-driven dynamics in an alternative form of evidence accumulation. Our findings challenge the specific evidence for this new theory of motivated control while at the same time revealing paths and pitfalls in computational approaches to a more general understanding when and how control guides decision-making.

决策科学家对人们如何自适应地控制他们的决策越来越感兴趣,探索元认知因素如何影响人们如何积累证据并做出选择。最近的一项研究提出了这种适应性控制的一种新形式,即一个人的选择的价值既有助于决策的形成,也有助于努力激发反应。在该框架中,控制过程在漂移扩散模型中运作,即在困难试验中降低决策阈值。重新分析这个实验的数据,我们为这些发现建立了不同的解释。我们表明,报告的受控阈值调整的证据可以通过任务混淆、决策阈值的时间依赖性崩溃和刺激驱动的动态(另一种证据积累形式)来解释。我们的研究结果挑战了这种新的动机控制理论的具体证据,同时揭示了计算方法中的路径和陷阱,以更普遍地理解控制何时以及如何指导决策。
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引用次数: 0
期刊
Communications Psychology
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