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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
Long-term effects of working memory retrieval from prioritized and deprioritized states. 优先和非优先状态下工作记忆提取的长期效应。
Pub Date : 2026-01-28 DOI: 10.1038/s44271-026-00399-7
Frieda Born, Bernhard Spitzer

Which factors determine whether information temporarily held in working memory (WM) can later be remembered from long-term memory (LTM)? Previous work has shown that retrieving ("testing") memories from LTM can benefit their future LTM recall. Here, we examined the extent to which a benefit for subsequent LTM may also occur after retrieval from WM, depending on whether the WM contents were retrieved from a prioritized or deprioritized state. In three experiments (n = 383 participants), we combined variants of a visual WM paradigm with a subsequent surprise LTM recall test. We found a LTM benefit of WM testing both for prioritized and deprioritized WM contents, which, interestingly, was stronger for the deprioritized information. This pattern showed similarly across experiments with different priority manipulations. Subsequent LTM benefits generally occurred after WM testing with a recall-like test format (continuous report), but not after simple WM comparisons against a probe. The surprisingly larger LTM benefit for deprioritized WM contents may reflect enhanced encoding of the participants' own subjective WM report - as opposed to the originally presented sample information - into LTM.

哪些因素决定暂时保存在工作记忆(WM)中的信息能否在以后从长期记忆(LTM)中被记住?先前的研究表明,从LTM中提取(“测试”)记忆有助于他们未来的LTM回忆。在这里,我们研究了从WM中检索后对后续LTM的好处在多大程度上也可能出现,这取决于WM内容是从优先级状态还是从非优先级状态检索的。在三个实验中(n = 383名参与者),我们将视觉WM范式的变体与随后的惊喜LTM回忆测试相结合。我们发现WM测试对优先级和非优先级的WM内容都有LTM的好处,有趣的是,这种好处对非优先级的信息更强。这种模式在不同优先级操作的实验中也表现得相似。随后的LTM优势通常出现在使用类似回忆的测试格式(连续报告)进行WM测试之后,而不是在与探针进行简单的WM比较之后。对于被取消优先级的WM内容,更大的LTM收益可能反映了参与者自己的主观WM报告(与最初呈现的样本信息相反)在LTM中的编码增强。
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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
Pre-stimulus alpha power modulates trial-by-trial variability in theta rhythmic multisensory entrainment strength and theta-induced memory effect. 预刺激α功率调节了α节律性多感觉携带强度和α诱导记忆效应的逐次变异性。
Pub Date : 2026-01-28 DOI: 10.1038/s44271-026-00406-x
Danying Wang, Eleonora Marcantoni, Kimron L Shapiro, Simon Hanslmayr

Binding multisensory information into episodic memory depends partly on the timing of the hippocampal theta rhythm which provides time windows for synaptic modification. In humans, theta rhythmic sensory stimulation (RSS) enhances episodic memory when the stimuli are synchronised across the visual and auditory domain compared to when they are out-of-synchrony. However, recent studies show mixed evidence if the improvement in episodic memory is the result of modulating hippocampal theta activity. In the current study, we investigated whether pre-stimulus brain state could explain part of this variance in the neural and behavioural effects induced by the RSS, via recording 24 participants' brain activity with MEG during a multisensory theta RSS memory paradigm. Our findings suggest that pre-stimulus alpha power modulates entrainment strength in sensory regions, which in turn predicts subsequent memory formation. These findings suggest that for non-invasive brain stimulation tools to be effective it is crucial to consider brain-state dependent effects.

将多感觉信息结合到情景记忆中部分取决于海马体θ节律的时间,这为突触修饰提供了时间窗口。在人类中,与非同步刺激相比,当刺激在视觉和听觉领域同步时,θ节奏感觉刺激(RSS)能增强情景记忆。然而,最近的研究显示,情节记忆的改善是否是调节海马活动的结果,证据不一。在当前的研究中,我们通过在多感觉theta RSS记忆范式中记录24名参与者的大脑活动,研究了刺激前的大脑状态是否可以部分解释RSS诱导的神经和行为效应的差异。我们的研究结果表明,刺激前的α能量调节了感觉区域的带动强度,这反过来又预测了随后的记忆形成。这些发现表明,为了使非侵入性脑刺激工具有效,考虑脑状态依赖效应至关重要。
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引用次数: 0
Influence of solution efficiency and valence of instruction on additive and subtractive solution strategies in humans, GPT-4, and GPT-4o. 人类、GPT-4和gpt - 40中溶液效率和教学效价对加减溶液策略的影响。
Pub Date : 2026-01-28 DOI: 10.1038/s44271-026-00403-0
Lydia Uhler, Verena Jordan, Jürgen Buder, Markus Huff, Frank Papenmeier

Generative artificial intelligences, particularly Large Language Models (LLMs), increasingly influence human decision-making, making it essential to understand how cognitive biases are reproduced or amplified in these systems. Building on evidence of the human "addition bias" - a preference for additive over subtractive problem-solving strategies1 - this research compared humans with GPT-4 (Study 1) and GPT-4o (Study 2) in spatial and linguistic tasks. Study 1 comprised four experiments (1a, 1b, 2a, 2b) with 588 human participants and 680 GPT-4 outputs; Study 2 included two experiments (3a, 3b) with 751 human participants and 1,080 GPT-4o outputs. We manipulated (a) solution efficiency and (b) instruction valence. Across both studies, a general addition bias emerged, more pronounced in the LLMs than in humans. Humans made fewer additive choices when subtraction was more efficient than addition (compared to when both were equally efficient), whereas GPT-4's output showed the opposite pattern. GPT-4o's outputs aligned with those of humans in the linguistic task but showed no efficiency effect in the spatial task. Instruction valence did not reach statistical significance for either agent in the spatial task. In the linguistic task, positive valence (compared to neutral valence) led to more additive outputs in both GPT models, but only in Study 2 for humans. These findings indicate that addition bias has been transferred to LLMs, which can replicate and, depending on context, amplify this human bias. This emphasizes the importance of further theoretical and empirical work on the cognitive and data-driven mechanisms underlying addition bias in both humans and LLMs.

生成式人工智能,尤其是大型语言模型(llm),越来越多地影响着人类的决策,因此了解认知偏差在这些系统中是如何复制或放大的至关重要。基于人类“加法偏见”的证据——对加法解决问题的偏好超过减法解决问题的策略1——本研究将人类与GPT-4(研究1)和gpt - 40(研究2)在空间和语言任务上进行了比较。研究1包括4个实验(1a、1b、2a、2b),共有588名受试者和680个GPT-4输出;研究2包括两个实验(3a, 3b),共有751人参与,1080个gpt - 40输出。我们操纵(a)解决效率和(b)指令效价。在这两项研究中,普遍的加法偏倚出现了,在法学硕士中比在人类中更为明显。当减法比加法更有效率时(与两者效率相同的情况相比),人们做出的加法选择更少,而GPT-4的输出显示相反的模式。gpt - 40在语言任务中的输出与人类一致,但在空间任务中没有显示出效率效应。两主体在空间任务上的指令效价均未达到统计学意义。在语言任务中,正价(与中性价相比)在两种GPT模型中导致更多的附加输出,但仅在研究2中针对人类。这些发现表明,附加偏见已经转移到法学硕士,它可以复制,并根据上下文放大这种人类偏见。这强调了在人类和法学硕士中,对认知和数据驱动机制进行进一步的理论和实证研究的重要性。
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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
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Communications Psychology
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