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Happier individuals generate more spontaneous thoughts about friends and value relationships over money. 快乐的人会自然而然地想到朋友,把人际关系看得比金钱更重要。
Pub Date : 2025-11-20 DOI: 10.1038/s44271-025-00341-3
Won-Gyo Shin, Jeongyeol Ahn, Kyoung Whan Choe, Hyeseung Lee, Jihoon Han, Eunjin Lee, Byeol Kim Lux, Choong-Wan Woo, Incheol Choi, Sunhae Sul

Spontaneous thoughts are a window into one's mind, as they offer rich information about ongoing psychological processes and value systems. We accessed the contents of these thoughts using a free association paradigm combined with natural language processing techniques to examine how happiness is associated with what people think about and prioritize in daily life. Our analyses revealed that participants (n = 210 from the US/UK) with higher subjective well-being, particularly those with more frequent positive affect, generated thoughts semantically more similar to 'friend,' but not to 'money.' A similar pattern was also found in an independent sample (n = 350 from South Korea), showing consistency of the findings across different cultural contexts. Notably, the semantic similarity of participants' generated thoughts to 'friend' predicted the extent to which participants prioritized social relationships over monetary gains in a realistic dilemma task. By exploring individuals' minds with a computational approach, our work elucidates how the value of social relationships is manifested in spontaneous thought contents and everyday decisions, providing insights into the sources of happiness.

自发的想法是一个人的心灵的窗口,因为它们提供了关于正在进行的心理过程和价值体系的丰富信息。我们使用自由联想范式结合自然语言处理技术来获取这些想法的内容,以研究幸福是如何与人们在日常生活中的想法和优先级联系在一起的。我们的分析显示,主观幸福感较高的参与者(210名来自美国/英国的参与者),尤其是那些经常产生积极影响的参与者,在语义上更倾向于“朋友”,而不是“钱”。在韩国的一个独立样本(n = 350)中也发现了类似的模式,显示了不同文化背景下研究结果的一致性。值得注意的是,参与者产生的想法与“朋友”的语义相似性预测了参与者在现实困境任务中优先考虑社会关系而不是金钱利益的程度。通过用计算方法探索个人的思想,我们的工作阐明了社会关系的价值是如何在自发的思想内容和日常决策中表现出来的,从而为幸福的来源提供了见解。
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引用次数: 0
Investigating White Americans' Mental Images of Who Has Abortions and Its Impact on Attitudes Toward Abortion Policies. 调查美国白人对堕胎者的心理形象及其对堕胎政策态度的影响。
Pub Date : 2025-11-20 DOI: 10.1038/s44271-025-00335-1
Jazmin L Brown-Iannuzzi, Erin Cooley, Sarah Espinel, Jaclyn A Lisnek, William Cipolli, Sara I McClelland

Following the U.S. Supreme Court ruling to eliminate the federal right to abortion (the "Dobbs decision"), a new landscape of highly variable abortion policies emerged across the U.S. Given that individuals' attitudes toward those who have abortions wield significant power in shaping abortion policies, it is critical to understand the factors which underly these attitudes toward those who have abortions. The current work investigated whether White Americans' attitudes toward abortion may be related to their mental representations of those who have abortions, with implications for restrictive abortion policy support. Across three pre-registered online study sets (N = 2414) and one nationally representative sample (N = 452), the findings suggest that White Americans' mental representations of those who have abortions are suffused with racial and gender bias, particularly when imagining those who have abortions for non-medical reasons, and these visualizations impact abortion policy attitudes.

在美国最高法院裁定取消联邦堕胎权(“多布斯决定”)之后,美国各地出现了一种高度可变的堕胎政策的新格局。鉴于个人对堕胎者的态度在形成堕胎政策方面具有重要的影响力,了解这些对堕胎者态度的潜在因素至关重要。目前的工作调查了美国白人对堕胎的态度是否可能与他们对堕胎者的心理表征有关,并暗示限制堕胎的政策支持。在三个预先注册的在线研究集(N = 2414)和一个具有全国代表性的样本(N = 452)中,研究结果表明,美国白人对堕胎者的心理表征充满了种族和性别偏见,特别是在想象那些因非医疗原因堕胎的人时,这些可视化影响了堕胎政策的态度。
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引用次数: 0
Temporally resolved analyses of aperiodic features track neural dynamics during sleep. 时间分辨分析的非周期特征跟踪睡眠期间的神经动力学。
Pub Date : 2025-11-19 DOI: 10.1038/s44271-025-00334-2
Mohamed S Ameen, Joshua Jacobs, Manuel Schabus, Kerstin Hoedlmoser, Thomas Donoghue

The aperiodic (1/f-like) component of electrophysiological data, whereby power systematically decreases with increasing frequency, as quantified by the aperiodic exponent, has been shown to differentiate sleep stages. Previous studies typically measured this exponent over narrow frequency ranges and averaged across sleep stages. A systematic review following PRISMA 2020 guidelines, which identified 16 eligible studies examining aperiodic neural activity during sleep, revealed heterogeneous frequency ranges and methodological approaches across studies. Building on these insights, the present study expands the analysis to include wider frequency ranges and alternative models, such as detecting 'knees' in the aperiodic component, which reflect bends in the power spectrum indicating changes in the exponent. Additionally, we applied time-resolved analyses to examine the dynamic patterns of aperiodic activity during sleep. We analyzed data from two sources: intracranial EEG (iEEG) from 106 epilepsy patients and high-density EEG from 17 healthy individuals and compared different frequency ranges and model forms of aperiodic activity. Results showed that broadband aperiodic models and the inclusion of a 'knee' feature effectively captured sleep stage-dependent differences in aperiodic activity. The knee parameter exhibited stage-specific variations, indicating different processing timescales across sleep stages. Time-resolved analysis of the aperiodic exponent tracked sleep stage transitions and responses to external stimuli, highlighting rapidly varying temporal dynamics during sleep. These findings offer valuable insights into brain dynamics during sleep and reveal novel insights and interpretations for understanding aperiodic neural activity during sleep.

电生理数据的非周期(1/f样)成分,即功率随着频率的增加而系统地降低,通过非周期指数量化,已被证明可以区分睡眠阶段。以前的研究通常是在狭窄的频率范围内测量这个指数,并在各个睡眠阶段取平均值。根据PRISMA 2020指南进行的系统回顾,确定了16项符合条件的研究,研究了睡眠期间的非周期性神经活动,揭示了不同研究的频率范围和方法方法。在这些见解的基础上,本研究将分析扩展到更宽的频率范围和替代模型,例如检测非周期分量中的“膝盖”,它反映了功率谱中的弯曲,表明指数的变化。此外,我们应用时间分辨分析来检查睡眠期间非周期性活动的动态模式。我们分析了106例癫痫患者的颅内脑电图(iEEG)和17例健康个体的高密度脑电图(EEG)两个来源的数据,并比较了不同的频率范围和非周期活动的模型形式。结果表明,宽带非周期模型和包含的“膝盖”特征有效地捕获了非周期活动中与睡眠阶段相关的差异。膝关节参数表现出特定阶段的变化,表明不同睡眠阶段的处理时间尺度不同。非周期指数的时间分辨分析跟踪了睡眠阶段的转变和对外部刺激的反应,突出了睡眠期间快速变化的时间动态。这些发现为睡眠期间的大脑动力学提供了有价值的见解,并为理解睡眠期间的非周期性神经活动提供了新的见解和解释。
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引用次数: 0
Hypothetical nudges provide directional but noisy estimates of real behavior change. 假设的推动提供了对真实行为变化的方向性但嘈杂的估计。
Pub Date : 2025-11-18 DOI: 10.1038/s44271-025-00339-x
Linnea Gandhi, Anoushka Kiyawat, Colin Camerer, Duncan J Watts

Hypothetical scenarios provide an extremely useful alternative to field experiments for scholars interested in nudging behavior change, comprising a substantial proportion of the literature. Yet the extent to which hypotheticals accurately estimate real-world treatment effects is not well understood. To investigate, we identified five recent field studies of real-world nudges in distinct domains and designed four styles of hypothetical scenarios to approximate each one. This setup allows for clear comparison of old field data with new hypothetical data. Across our 20 experiments (N = 16,114), hypothetical scenarios nearly always estimated the correct direction of treatment effects. However, they varied widely in estimating magnitudes, making them unreliable inputs to real-world policy applications such as cost-benefit analyses. Our findings underscore the promising value of hypotheticals, but also the need for greater investigation into strategies to calibrate their estimates.

假设情景为对推动行为改变感兴趣的学者提供了一个非常有用的替代现场实验,包括相当大比例的文献。然而,假设准确估计现实世界治疗效果的程度还没有得到很好的理解。为了进行调查,我们确定了最近在不同领域对现实世界推动的五项实地研究,并设计了四种类型的假设场景来近似每个场景。这种设置允许将旧的现场数据与新的假设数据进行清晰的比较。在我们的20个实验中(N = 16,114),假设的场景几乎总是估计治疗效果的正确方向。然而,它们在估计震级方面差异很大,这使得它们在成本效益分析等现实政策应用中不可靠。我们的发现强调了假设的有希望的价值,但也需要对策略进行更大的调查,以校准他们的估计。
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引用次数: 0
Large-scale experimental investigation of the reliability of confidence measures. 置信测度可靠性的大规模实验研究。
Pub Date : 2025-11-18 DOI: 10.1038/s44271-025-00330-6
Clémentine Bouleau, Maël Lebreton, Nicolas Jacquemet

Whether individuals feel confident about their own actions, choices, or statements being correct, and how these confidence levels differ between individuals are two key primitives for countless behavioral theories and phenomena. In cognitive tasks, individual confidence is typically measured as the average of reports about choice accuracy, but how reliable is the resulting characterization of within- and between-individual confidence remains surprisingly undocumented. Here, we perform a large-scale resampling exercise in the Confidence Database (103 studies, 6000 participants) to investigate the reliability of individual confidence estimates, and of comparisons across individuals' confidence levels. Our results show that confidence estimates are more stable than their choice-accuracy counterpart, reaching a reliability plateau after roughly 50 trials, regardless of a number of task design characteristics. While constituting a reliability upper-bound for task-based confidence measures, and thereby leaving open the question of the reliability of the construct itself, these results characterize the robustness of past and future task designs.

个体是否对自己的行为、选择或陈述是否正确感到自信,以及这些自信水平在个体之间的差异,是无数行为理论和现象的两个关键基本要素。在认知任务中,个体信心通常是用关于选择准确性的报告的平均值来衡量的,但令人惊讶的是,对个体内部和个体之间信心的最终表征有多可靠,仍然没有记录。在这里,我们在信心数据库(103项研究,6000名参与者)中进行了大规模的重新抽样练习,以调查个人信心估计的可靠性,以及个人信心水平之间的比较。我们的研究结果表明,置信度估计比选择精度估计更稳定,在大约50次试验后达到一个可靠性平台,而不考虑一些任务设计特征。虽然构成了基于任务的信心测量的可靠性上限,从而留下了结构本身的可靠性问题,但这些结果表征了过去和未来任务设计的稳健性。
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引用次数: 0
Brief empathy interventions online can decrease but not increase empathic tendencies. 简短的在线共情干预可以减少但不能增加共情倾向。
Pub Date : 2025-11-14 DOI: 10.1038/s44271-025-00364-w
Alexander Tagesson, Annika Wallin, Philip Pärnamets

People often feel less empathy towards outgroup compared to ingroup targets. Overcoming this intergroup empathy bias is important for fostering positive intergroup relations. In five pre-registered and high-powered online studies (n = 4776 (745/745/1056/1236/994)), we attempted to replicate and generalize motivated empathy interventions that previously have made people more empathetic and prosocial towards outgroup targets. Using both between- and within-subject designs, self-reported empathy measures and factual monetary donations, we examined the effects of several brief interventions. The interventions targeted avoidance motivations based on beliefs about the un/limited nature of empathy or approach motivations based on beliefs about empathy's malleability or normatively desirability. Across studies, we tested the interventions in several in- and intergroup contexts, using both novel and preexisting stimuli. In general, interventions failed to increase empathy or prosocial behaviour. Instead, inducing beliefs about the limited nature of empathy often reduced participants' empathy. Motivating people to withhold empathy may be easier than motivating them to increase it.

与群体内目标相比,人们往往对群体外目标缺乏同理心。克服这种群体间共情偏见对于培养积极的群体间关系非常重要。在五项预先注册的高强度在线研究(n = 4776(745/745/1056/1236/994))中,我们试图复制和推广动机共情干预措施,这些干预措施以前使人们对外群体目标更有同理心和亲社会。我们使用受试者之间和受试者内部的设计、自我报告的共情测量和实际的金钱捐赠,检验了几个简短干预的效果。干预措施针对的是基于移情的非限制性信念的回避动机或基于移情的可塑性或规范性可取性信念的接近动机。在研究中,我们使用新的和已有的刺激,在几个组内和组间环境中测试了干预措施。总的来说,干预措施未能增加同理心或亲社会行为。相反,诱导关于同理心有限性的信念往往会降低参与者的同理心。激励人们抑制同理心可能比激励他们增加同理心更容易。
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引用次数: 0
Asymmetric learning and adaptability to changes in relational structure during transitive inference. 传递推理过程中关系结构变化的非对称学习和适应性。
Pub Date : 2025-11-14 DOI: 10.1038/s44271-025-00352-0
Thomas A Graham, Bernhard Spitzer

Humans and other animals can generalise from local to global relationships in a transitive manner. Recent research has shown that asymmetrically biased learning, where beliefs about only the winners (or losers) of local comparisons are updated, is well-suited for inferring relational structures from sparse feedback. However, less is known about how belief-updating biases intersect with humans' capacity to adapt to changes in relational structure, where re-valuing an item may have downstream implications for inferential knowledge pertaining to unchanged items. We designed a transitive inference paradigm involving one of two possible changepoints for which an asymmetric (winner- or loser-biased) learning rule was more or less optimal. Participants (N = 83) exhibited differential sensitivity to changes in relational structure: whereas participants readily learned that a hitherto low-ranking item increased its rank ('up' condition), moving a high-ranking item down the hierarchy impaired downstream inferential knowledge ('down' condition). Behaviour was best captured by a reinforcement learning model which exhibited an initially winner-biased learning strategy that was nonetheless adaptable - that is, while this winner bias predominantly limited participants' flexibility in the 'down' condition, well-performing participants were able to reduce or even reverse their winner bias in order to appropriately accommodate the relational change. Our results indicate that asymmetric learning not only accounts for efficient inference of latent relational structures but also for differences in the ease with which learners accommodate structural changes.

人类和其他动物可以用传递的方式从局部关系推广到全球关系。最近的研究表明,不对称偏差学习,即只更新局部比较的赢家(或输家)的信念,非常适合从稀疏反馈推断关系结构。然而,关于信念更新偏差如何与人类适应关系结构变化的能力相交,人们知之甚少,其中重新评估项目可能会对与未改变项目相关的推理知识产生下游影响。我们设计了一个传递推理范式,涉及两个可能的变化点之一,其中不对称(赢家或输家偏见)学习规则或多或少是最优的。参与者(N = 83)对关系结构的变化表现出不同的敏感性:尽管参与者很容易了解到迄今为止排名较低的项目增加了其排名(“向上”条件),但将排名较高的项目向下移动会损害下游的推理知识(“向下”条件)。强化学习模型最好地捕捉了行为,该模型展示了一种最初的赢家偏见学习策略,尽管如此,它具有适应性——也就是说,虽然这种赢家偏见主要限制了参与者在“下行”条件下的灵活性,但表现良好的参与者能够减少甚至扭转他们的赢家偏见,以适当地适应关系变化。我们的研究结果表明,不对称学习不仅解释了潜在关系结构的有效推断,而且解释了学习者适应结构变化的难易程度的差异。
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引用次数: 0
Improving statistical reporting in psychology. 完善心理学统计报告。
Pub Date : 2025-11-14 DOI: 10.1038/s44271-025-00356-w
Anna-Lena Schubert, Meike Steinhilber, Heemin Kang, Daniel S Quintana

Transparent and comprehensive statistical reporting is critical for ensuring the credibility, reproducibility, and interpretability of psychological research. This paper offers a structured set of guidelines for reporting statistical analyses in quantitative psychology, emphasizing clarity at both the planning and results stages. Drawing on established recommendations and emerging best practices, we outline key decisions related to hypothesis formulation, sample size justification, preregistration, outlier and missing data handling, statistical model specification, and the interpretation of inferential outcomes. We address considerations across frequentist and Bayesian frameworks and fixed as well as sequential research designs, including guidance on effect size reporting, equivalence testing, and the appropriate treatment of null results. To facilitate implementation of these recommendations, we provide the Transparent Statistical Reporting in Psychology (TSRP) Checklist that researchers can use to systematically evaluate and improve their statistical reporting practices ( https://osf.io/t2zpq/ ). In addition, we provide a curated list of freely available tools, packages, and functions that researchers can use to implement transparent reporting practices in their own analyses to bridge the gap between theory and practice. To illustrate the practical application of these principles, we provide a side-by-side comparison of insufficient versus best-practice reporting using a hypothetical cognitive psychology study. By adopting transparent reporting standards, researchers can improve the robustness of individual studies and facilitate cumulative scientific progress through more reliable meta-analyses and research syntheses.

透明和全面的统计报告对于确保心理学研究的可信度、可重复性和可解释性至关重要。本文为定量心理学的统计分析报告提供了一套结构化的指导方针,强调计划和结果阶段的清晰度。根据已建立的建议和新兴的最佳实践,我们概述了与假设制定、样本量论证、预登记、异常值和缺失数据处理、统计模型规范以及推断结果解释相关的关键决策。我们讨论了频率论和贝叶斯框架以及固定和顺序研究设计的考虑,包括对效应大小报告、等效检验和无效结果的适当处理的指导。为了促进这些建议的实施,我们提供了心理学透明统计报告(TSRP)清单,研究人员可以使用该清单系统地评估和改进他们的统计报告实践(https://osf.io/t2zpq/)。此外,我们还提供了一个精心策划的免费工具、软件包和功能列表,研究人员可以使用这些工具、软件包和功能在他们自己的分析中实现透明的报告实践,以弥合理论与实践之间的差距。为了说明这些原则的实际应用,我们使用假设的认知心理学研究提供了不充分与最佳实践报告的并排比较。通过采用透明的报告标准,研究人员可以提高单个研究的稳健性,并通过更可靠的元分析和研究综合促进累积的科学进步。
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引用次数: 0
Psychological interventions that decrease psychological distance or challenge system justification increase motivation to exert effort to mitigate climate change. 减少心理距离或挑战系统正当性的心理干预措施增加了努力减缓气候变化的动机。
Pub Date : 2025-11-05 DOI: 10.1038/s44271-025-00332-4
Jo Cutler, Luis Sebastian Contreras-Huerta, Boryana Todorova, Jonas Nitschke, Katerina Michalaki, Lina Koppel, Theofilos Gkinopoulos, Todd A Vogel, Claus Lamm, Daniel Västfjäll, Manos Tsakiris, Matthew A J Apps, Patricia L Lockwood

Climate change is one of the biggest challenges facing humanity. To limit its damaging impacts, billions of people must take pro-environmental actions. However, these often require effort and people avoid effort. It is vital to identify psychological interventions that increase willingness to exert effort. 3055 people from six diverse countries completed an effort-based decision-making task (Pro-Environmental Effort Task; Bulgaria: n = 404, Greece: n = 85, Nigeria: n = 660, Sweden: n = 1090, UK: n = 482, USA: n = 334). Participants chose whether to exert physical effort (50-95% of their maximum) to reduce carbon emissions, after experiencing one of 11 expert crowd-sourced interventions or no intervention. We applied computational modelling to precisely quantify motivation to help the climate, compared to a closely matched non-environmental cause. We found two interventions, which reduced the psychological distance to climate change impacts or promoted climate action as patriotic and protecting participants' way of life, had consistent positive effects on increasing effortful pro-environmental behaviours, across measures and control analyses. At the individual level, motivation to benefit the climate was associated with belief in climate change and support for pro-environmental policies. In contrast, trait apathy and effort aversion were linked with reduced motivation to benefit both the climate and food cause. Together, our results have crucial implications for promoting effortful actions that help mitigate climate change.

气候变化是人类面临的最大挑战之一。为了限制其破坏性影响,数十亿人必须采取环保行动。然而,这些通常需要努力,人们避免努力。确定能够增加努力意愿的心理干预是至关重要的。来自六个不同国家的3055人完成了一项基于努力的决策任务(亲环境努力任务;保加利亚:n = 404,希腊:n = 85,尼日利亚:n = 660,瑞典:n = 1090,英国:n = 482,美国:n = 334)。在经历了11种专家众包干预或不干预之后,参与者选择是否施加体力(最大限度的50-95%)来减少碳排放。我们应用计算模型来精确量化帮助气候的动机,与密切匹配的非环境原因进行比较。我们发现,在测量和控制分析中,减少对气候变化影响的心理距离或促进气候行动作为爱国和保护参与者的生活方式的两种干预措施对增加努力的亲环境行为具有一致的积极影响。在个人层面上,有利于气候的动机与对气候变化的信念和对环保政策的支持有关。相反,性格冷漠和努力厌恶与减少对气候和食物事业有利的动机有关。总之,我们的研究结果对促进有助于减缓气候变化的努力行动具有重要意义。
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引用次数: 0
The non-opponent nature of colour afterimages. 彩色后像的非对立性。
Pub Date : 2025-11-01 DOI: 10.1038/s44271-025-00331-5
Christoph Witzel

Complementary colour afterimages have driven our understanding of human colour perception since the foundations of modern colour science. Despite their fundamental importance, decades of research have failed to establish the precise nature of colour afterimages and the neural mechanisms of adaptation at their origin. To date, it is unclear whether afterimage formation is caused by adaptation in the cone photoreceptors, of colour-opponent neurons in the subcortical pathway, or requires the assumption of yet unknown cortical mechanisms. To establish the neural mechanisms underlying afterimage formation, this study exploited the fact that different candidate mechanisms make fundamentally different predictions about the hue and saturation of afterimages. Using tailormade experimental paradigms, the exact colours perceived in afterimages were measured for a large range of inducers to test those predictions. Three experiments tested predictions of afterimage hue and saturation with varying inducer hues, and changes of afterimage hues depending on inducer saturation (Exp. 1.a: 8 colours, tested across 31 participants; Exp. 1.b: 24 colours, tested across 52 participants; Exp.2.a: 72 colours, replicated with 10 participants; Exp. 2b: 72 colours, replicated with 2 participants; Exp. 3: 48-216 colours, replicated with 5 participants). Results across all three experiments very consistently demonstrated that afterimage colours are not colour-opponent, as widely assumed, but closely follow a quantitative model of adaptation in the cone photoreceptors. These findings unequivocally establish the origin of afterimages along the hierarchy of neural processing, hence resolving all prevailing misconceptions and contradictions. By linking the perceptual nature and the neural origin of afterimages, the present paradigm also provides a technique for probing those neural mechanisms behaviourally and in first-person experience.

自现代色彩科学的基础以来,补色后像推动了我们对人类色彩感知的理解。尽管它们具有重要的基础意义,但几十年的研究未能确定彩色后像的确切性质和它们起源时适应的神经机制。到目前为止,尚不清楚后像的形成是由视锥光感受器的适应引起的,还是由皮层下通路中颜色对抗神经元引起的,或者需要假设未知的皮层机制。为了建立后像形成的神经机制,本研究利用了不同的候选机制对后像的色调和饱和度做出根本不同的预测这一事实。使用量身定制的实验范例,测量了大范围诱导物在后像中感知到的确切颜色,以测试这些预测。三个实验测试了后像色调和饱和度与不同的诱导色调的预测,以及后像色调的变化取决于诱导饱和度(实验1)。答:8种颜色,在31名参与者中进行测试;Exp。1。B: 24种颜色,对52名参与者进行了测试;Exp.2。A: 72种颜色,10名参与者重复;实验2b: 72种颜色,2名参与者重复;实验3:48-216种颜色,5名参与者复制)。所有三个实验的结果都非常一致地表明,残像颜色并非像人们普遍认为的那样是反色的,而是密切遵循锥体光感受器中适应的定量模型。这些发现明确地确立了后像的起源沿着神经处理的层次,从而解决了所有流行的误解和矛盾。通过将后像的感知本质和神经起源联系起来,本范式还提供了一种从行为上和第一人称体验中探索这些神经机制的技术。
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引用次数: 0
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Communications Psychology
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