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A Cognitive Computational Approach to Social and Collective Decision-Making. 社会和集体决策的认知计算方法。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-03-01 Epub Date: 2023-09-06 DOI: 10.1177/17456916231186964
Alan N Tump, Dominik Deffner, Timothy J Pleskac, Pawel Romanczuk, Ralf H J M Kurvers

Collective dynamics play a key role in everyday decision-making. Whether social influence promotes the spread of accurate information and ultimately results in adaptive behavior or leads to false information cascades and maladaptive social contagion strongly depends on the cognitive mechanisms underlying social interactions. Here we argue that cognitive modeling, in tandem with experiments that allow collective dynamics to emerge, can mechanistically link cognitive processes at the individual and collective levels. We illustrate the strength of this cognitive computational approach with two highly successful cognitive models that have been applied to interactive group experiments: evidence-accumulation and reinforcement-learning models. We show how these approaches make it possible to simultaneously study (a) how individual cognition drives social systems, (b) how social systems drive individual cognition, and (c) the dynamic feedback processes between the two layers.

集体动力在日常决策中发挥着关键作用。社会影响是促进准确信息的传播并最终导致适应性行为,还是导致错误信息级联和不适应性社会传染,这在很大程度上取决于社会互动的认知机制。在这里,我们认为认知建模与允许集体动态出现的实验相结合,可以从机制上将个体和集体层面的认知过程联系起来。我们用两个非常成功的认知模型(证据积累模型和强化学习模型)来说明这种认知计算方法的优势,这两个模型已被应用于互动群体实验。我们展示了这些方法如何能够同时研究:(a) 个人认知如何驱动社会系统,(b) 社会系统如何驱动个人认知,以及 (c) 这两个层面之间的动态反馈过程。
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引用次数: 0
What Makes Groups Emotional? 是什么让小组充满情感?
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-03-01 Epub Date: 2023-07-26 DOI: 10.1177/17456916231179154
Amit Goldenberg

When people experience emotions in a group, their emotions tend to have stronger intensity and to last longer. Why is that? This question has occupied thinkers throughout history, and with the use of digital media it is even more pressing today. Historically, attention has mainly focused on processes driven by the way emotions are shared between people via emotional interactions. Although interactions are a major driver of group emotionality, I review empirical findings that suggest that understanding group emotionality requires a broader view that integrates two additional processes: how emotions unfold within the social infrastructure in which they are shared and how these processes are affected by people's cognition about emotions. I propose to summarize the literature using an infrastructure-cognition-interaction framework that contributes to a broader understanding of group emotionality, which should improve our ability to predict group emotionality and to change these emotions when they are undesired.

当人们在群体中体验情绪时,他们的情绪往往更强烈,持续时间也更长。这是为什么呢?这个问题一直困扰着古往今来的思想家,而随着数字媒体的使用,这个问题在今天显得更加迫切。从历史上看,人们的注意力主要集中在人与人之间通过情感互动分享情感的过程。虽然互动是群体情绪化的主要驱动力,但我回顾了一些实证研究结果,这些研究结果表明,要理解群体情绪化,就需要从更广阔的视角来看待问题,将另外两个过程整合在一起:情绪如何在共享情绪的社会基础设施中展开,以及这些过程如何受到人们对情绪认知的影响。我建议使用 "基础结构-认知-互动 "框架来总结相关文献,这有助于我们更广泛地理解群体情绪性,从而提高我们预测群体情绪性的能力,并在这些情绪不受欢迎时改变它们。
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引用次数: 0
The Strengths and Weaknesses of Crowds to Address Global Problems. 众人解决全球问题的优势和劣势。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-03-01 Epub Date: 2023-07-10 DOI: 10.1177/17456916231179152
Stephen B Broomell, Clintin P Davis-Stober

Global climate change, the COVID-19 pandemic, and the spread of misinformation on social media are just a handful of highly consequential problems affecting society. We argue that the rough contours of many societal problems can be framed within a "wisdom of crowds" perspective. Such a framing allows researchers to recast complex problems within a simple conceptual framework and leverage known results on crowd wisdom. To this end, we present a simple "toy" model of the strengths and weaknesses of crowd wisdom that easily maps to many societal problems. Our model treats the judgments of individuals as random draws from a distribution intended to represent a heterogeneous population. We use a weighted mean of these individuals to represent the crowd's collective judgment. Using this setup, we show that subgroups have the potential to produce substantively different judgments and we investigate their effect on a crowd's ability to generate accurate judgments about societal problems. We argue that future work on societal problems can benefit from more sophisticated, domain-specific theory and models based on the wisdom of crowds.

全球气候变化、COVID-19 大流行病和社交媒体上错误信息的传播只是影响社会的极少数重大问题。我们认为,许多社会问题的大致轮廓都可以用 "群众智慧 "的视角来构建。这种框架可以让研究人员在一个简单的概念框架内重塑复杂的问题,并利用众智的已知结果。为此,我们提出了一个关于群众智慧优缺点的简单 "玩具 "模型,可以轻松地映射到许多社会问题中。我们的模型将个人的判断视为从旨在代表异质人群的分布中随机抽取的结果。我们使用这些个体的加权平均值来代表人群的集体判断。利用这种设置,我们表明子群体有可能产生截然不同的判断,并研究了它们对人群对社会问题做出准确判断的能力的影响。我们认为,未来有关社会问题的工作可以受益于基于人群智慧的更复杂、特定领域的理论和模型。
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引用次数: 0
The Spread of Beliefs in Partially Modularized Communities. 信仰在部分模块化社区中的传播。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-03-01 Epub Date: 2023-11-29 DOI: 10.1177/17456916231198238
Robert L Goldstone, Marina Dubova, Rachith Aiyappa, Andy Edinger

Many life-influencing social networks are characterized by considerable informational isolation. People within a community are far more likely to share beliefs than people who are part of different communities. The spread of useful information across communities is impeded by echo chambers (far greater connectivity within than between communities) and filter bubbles (more influence of beliefs by connected neighbors within than between communities). We apply the tools of network analysis to organize our understanding of the spread of beliefs across modularized communities and to predict the effect of individual and group parameters on the dynamics and distribution of beliefs. In our Spread of Beliefs in Modularized Communities (SBMC) framework, a stochastic block model generates social networks with variable degrees of modularity, beliefs have different observable utilities, individuals change their beliefs on the basis of summed or average evidence (or intermediate decision rules), and parameterized stochasticity introduces randomness into decisions. SBMC simulations show surprising patterns; for example, increasing out-group connectivity does not always improve group performance, adding randomness to decisions can promote performance, and decision rules that sum rather than average evidence can improve group performance, as measured by the average utility of beliefs that the agents adopt. Overall, the results suggest that intermediate degrees of belief exploration are beneficial for the spread of useful beliefs in a community, and so parameters that pull in opposite directions on an explore-exploit continuum are usefully paired.

许多影响生活的社会网络的特点是相当大的信息隔离。一个社区内的人比不同社区的人更有可能分享信仰。有用信息在社区之间的传播受到回音室(社区内部的连通性远远大于社区之间的连通性)和过滤气泡(社区内部有联系的邻居对信仰的影响大于社区之间的影响)的阻碍。我们运用网络分析的工具来组织我们对信念在模块化社区中的传播的理解,并预测个人和群体参数对信念动态和分布的影响。在我们的模块化社区信念传播(SBMC)框架中,随机块模型生成了模块化程度不同的社会网络,信念具有不同的可观察效用,个体根据汇总或平均证据(或中间决策规则)改变信念,参数化随机性将随机性引入决策中。SBMC模拟显示了令人惊讶的模式;例如,增加群外连通性并不总能提高群体绩效,在决策中增加随机性可以提高绩效,而通过智能体采用的信念的平均效用来衡量的汇总而不是平均证据的决策规则可以提高群体绩效。总体而言,结果表明,中等程度的信念探索有利于在社区中传播有用的信念,因此在探索-利用连续体上相反方向的参数是有用的配对。
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引用次数: 0
Human Crowds as Social Networks: Collective Dynamics of Consensus and Polarization. 作为社会网络的人群:共识与两极分化的集体动力》(Collective Dynamics of Consensus and Polarization)。
IF 10.5 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-03-01 Epub Date: 2023-08-01 DOI: 10.1177/17456916231186406
William H Warren, J Benjamin Falandays, Kei Yoshida, Trenton D Wirth, Brian A Free

A ubiquitous type of collective behavior and decision-making is the coordinated motion of bird flocks, fish schools, and human crowds. Collective decisions to move in the same direction, turn right or left, or split into subgroups arise in a self-organized fashion from local interactions between individuals without central plans or designated leaders. Strikingly similar phenomena of consensus (collective motion), clustering (subgroup formation), and bipolarization (splitting into extreme groups) are also observed in opinion formation. As we developed models of crowd dynamics and analyzed crowd networks, we found ourselves going down the same path as models of opinion dynamics in social networks. In this article, we draw out the parallels between human crowds and social networks. We show that models of crowd dynamics and opinion dynamics have a similar mathematical form and generate analogous phenomena in multiagent simulations. We suggest that they can be unified by a common collective dynamics, which may be extended to other psychological collectives. Models of collective dynamics thus offer a means to account for collective behavior and collective decisions without appealing to a priori mental structures.

无处不在的集体行为和决策类型是鸟群、鱼群和人群的协调运动。在没有中央计划或指定领导的情况下,个体之间的局部互动以自发组织的方式产生了朝同一方向移动、向右转或向左转或分成子群的集体决策。在舆论形成过程中,我们也观察到了惊人相似的共识(集体运动)、集群(形成子群)和两极化(分裂成极端群体)现象。当我们建立人群动力学模型并分析人群网络时,我们发现自己走上了与社会网络中舆论动力学模型相同的道路。在本文中,我们总结了人类人群与社交网络之间的相似之处。我们表明,人群动力学模型和舆论动力学模型具有相似的数学形式,并在多代理模拟中产生类似的现象。我们认为,它们可以通过共同的集体动力学统一起来,并可扩展到其他心理集体。因此,集体动力学模型提供了一种无需诉诸先验心理结构就能解释集体行为和集体决策的方法。
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引用次数: 0
New Forms of Collaboration Between the Social and Natural Sciences Could Become Necessary for Understanding Rapid Collective Transitions in Social Systems. 社会科学与自然科学之间新形式的合作对于理解社会系统中快速的集体转变是必不可少的。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-03-01 Epub Date: 2023-12-11 DOI: 10.1177/17456916231201135
Stefan Thurner

Human societies are complex systems and as such have tipping points. They can rapidly transit from one mode of operation to another and thereby change the way they function as a whole. Such transitions appear as financial or economic crises, rapid swings in collective opinion, political regime shifts, or revolutions. In physics collective transitions are known as phase transitions; for example, water exists in states of liquid, ice, and vapor. A few variables determine which state is realized: temperature, pressure, and volume. For social systems it is less clear what determines collective social states. A better understanding of social tipping points would allow us to tackle some of the big challenges more systematically, such as polarization, loss of social cohesion, fragmentation, or the green transition. The physics concept of universality might be key to understanding some tipping points in human societies and why agent-based models (ABMs) might make sense for identifying the transition points. If universality exists in social systems there is hope that relatively simple ABMs will be sufficient for understanding collective social systems in transition; if it does not exist, highly detailed computational models will be unavoidable. Both are possible. Both need new forms of collaboration between the social and natural sciences, and new types of data will be essential.

人类社会是一个复杂的系统,因此存在临界点。它们可以从一种运作模式迅速过渡到另一种运作模式,从而改变其整体运作方式。这种转变表现为金融或经济危机、集体舆论的快速波动、政治体制的转变或革命。在物理学中,集体转变被称为相变;例如,水以液态、冰态和蒸汽态存在。温度、压力和体积是决定实现哪种状态的几个变量。对于社会系统来说,什么因素决定了社会的集体状态还不太清楚。更好地理解社会临界点将使我们能够更系统地应对一些重大挑战,如两极分化、社会凝聚力丧失、分裂或绿色转型。物理学中的普遍性概念可能是理解人类社会中某些临界点的关键,也是理解为什么基于代理的模型(ABMs)可能对确定过渡点有意义的关键。如果普遍性存在于社会系统中,那么相对简单的 ABM 有希望足以理解转型期的集体社会系统;如果不存在普遍性,那么高度详细的计算模型将不可避免。两者都有可能。两者都需要社会科学与自然科学之间开展新形式的合作,而且新型数据也将是必不可少的。
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引用次数: 0
A Novel, Network-Based Approach to Assessing Romantic-Relationship Quality. 基于网络的新型浪漫关系质量评估方法。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-02-22 DOI: 10.1177/17456916231215248

How should romantic-relationship quality be approached psychometrically? This is a complicated theoretical and methodological challenge that we begin to address through three studies. In Study 1a, we identified 25 distinct romantic-relationship categories among 754 items from 26 romantic-relationship-quality instruments with a weak Jaccard index (0.38), indicating that the scales' item content was extremely heterogeneous. Study 1b then demonstrated limited structure validity evidence in 43 scale-development-validation articles of 23 of these 26 instruments. Finally, Study 2 surveyed 587 French-speaking participants in a romantic relationship on romantic-relationship quality. Applying a network-based model, we identified four dimensions, three of which are central to relationship quality. The inferences were mostly limited to French-speaking, monogamous, heterosexual women. To resolve challenges detected in the literature, we recommend a multicountry qualitative approach, more diverse sampling, better definitions of romantic-relationship quality, and a dynamic-systems approach to measuring romantic-relationship quality.

应该如何从心理计量学的角度来看待恋爱关系的质量?这是一个复杂的理论和方法挑战,我们通过三项研究开始解决这个问题。在研究 1a 中,我们从 26 个浪漫关系质量工具的 754 个项目中发现了 25 个不同的浪漫关系类别,其 Jaccard 指数(0.38)较弱,表明量表的项目内容具有极大的异质性。然后,研究 1b 在这 26 种工具中的 23 种工具的 43 篇量表开发-验证文章中证明了有限的结构效度证据。最后,研究 2 调查了 587 名处于恋爱关系中的法语参与者的恋爱关系质量。通过基于网络的模型,我们确定了四个维度,其中三个是关系质量的核心。推论主要局限于讲法语、一夫一妻制的异性恋女性。为了解决文献中发现的难题,我们建议采用多国定性方法、更多样化的取样、更好的恋爱关系质量定义以及动态系统方法来衡量恋爱关系质量。
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引用次数: 0
Individual-Specific Animated Profiles of Mental Health. 针对个人的心理健康动画简介。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-02-20 DOI: 10.1177/17456916231226308
Sigal Zilcha-Mano

How important is the timing of the pretreatment evaluation? If we consider mental health to be a relatively fixed condition, the specific timing (e.g., day, hour) of the evaluation is immaterial and often determined on the basis of technical considerations. Indeed, the fundamental assumption underlying the vast majority of psychotherapy research and practice is that mental health is a state that can be captured in a one-dimensional snapshot. If this fundamental assumption, underlying 80 years of empirical research and practice, is incorrect, it may help explain why for decades psychotherapy failed to rise above the 50% efficacy rate in the treatment of mental-health disorders, especially depression, a heterogeneous disorder and the leading cause of disability worldwide. Based on recent studies suggesting within-individual dynamics, this article proposes that mental health and its underlying therapeutic mechanisms have underlying intrinsic dynamics that manifest across dimensions. Computational psychotherapy is needed to develop individual-specific pretreatment animated profiles of mental health. Such individual-specific animated profiles are expected to improve the ability to select the optimal treatment for each patient, devise adequate treatment plans, and adjust them on the basis of ongoing evaluations of mental-health dynamics, creating a new understanding of therapeutic change as a transition toward a more adaptive animated profile.

预处理评估的时间有多重要?如果我们认为心理健康是一种相对固定的状态,那么评估的具体时间(如天、小时)并不重要,而且往往是基于技术上的考虑而决定的。事实上,绝大多数心理治疗研究和实践的基本假设是,心理健康是一种可以用一维快照来捕捉的状态。如果这个支撑了 80 年实证研究和实践的基本假设是不正确的,那么它就可以帮助解释为什么几十年来心理疗法在治疗心理健康疾病,尤其是抑郁症(一种异质性疾病,也是全球致残的主要原因)方面的有效率都未能超过 50%。基于近期研究表明的个体内部动力学,本文提出心理健康及其潜在的治疗机制具有跨维度的内在动力学。需要通过计算心理疗法来建立针对个体的心理健康预处理动画档案。这种个体特异性动画档案有望提高为每位患者选择最佳治疗方法的能力,设计出适当的治疗方案,并根据对心理健康动态的持续评估对方案进行调整,从而对治疗变化形成新的认识,使之向更具适应性的动画档案过渡。
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引用次数: 0
Corrigendum to "Transmission Versus Truth, Imitation Versus Innovation: What Children Can Do That Large Language and Language-and-Vision Models Cannot (Yet)?" 对 "传承与真理,模仿与创新:儿童能做什么,而大型语言和语言与视觉模型(目前)却不能?
IF 10.5 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2024-02-20 DOI: 10.1177/17456916231222009
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引用次数: 0
Happiness Maximization Is a WEIRD Way of Living. 幸福最大化是一种奇怪的生活方式。
IF 12.6 1区 心理学 Q1 Psychology Pub Date : 2024-02-13 DOI: 10.1177/17456916231208367
Kuba Krys, Olga Kostoula, Wijnand A P van Tilburg, Oriana Mosca, J Hannah Lee, Fridanna Maricchiolo, Aleksandra Kosiarczyk, Agata Kocimska-Bortnowska, Claudio Torres, Hidefumi Hitokoto, Kongmeng Liew, Michael H Bond, Vivian Miu-Chi Lun, Vivian L Vignoles, John M Zelenski, Brian W Haas, Joonha Park, Christin-Melanie Vauclair, Anna Kwiatkowska, Marta Roczniewska, Nina Witoszek, İdil Işık, Natasza Kosakowska-Berezecka, Alejandra Domínguez-Espinosa, June Chun Yeung, Maciej Górski, Mladen Adamovic, Isabelle Albert, Vassilis Pavlopoulos, Márta Fülöp, David Sirlopu, Ayu Okvitawanli, Diana Boer, Julien Teyssier, Arina Malyonova, Alin Gavreliuc, Ursula Serdarevich, Charity S Akotia, Lily Appoh, D M Arévalo Mira, Arno Baltin, Patrick Denoux, Carla Sofia Esteves, Vladimer Gamsakhurdia, Ragna B Garðarsdóttir, David O Igbokwe, Eric R Igou, Natalia Kascakova, Lucie Klůzová Kracˇmárová, Nicole Kronberger, Pablo Eduardo Barrientos, Tamara Mohoricć, Elke Murdock, Nur Fariza Mustaffa, Martin Nader, Azar Nadi, Yvette van Osch, Zoran Pavlović, Iva Polácˇková Šolcová, Muhammad Rizwan, Vladyslav Romashov, Espen Røysamb, Ruta Sargautyte, Beate Schwarz, Lenka Selecká, Heyla A Selim, Maria Stogianni, Chien-Ru Sun, Agnieszka Wojtczuk-Turek, Cai Xing, Yukiko Uchida

Psychological science tends to treat subjective well-being and happiness synonymously. We start from the assumption that subjective well-being is more than being happy to ask the fundamental question: What is the ideal level of happiness? From a cross-cultural perspective, we propose that the idealization of attaining maximum levels of happiness may be especially characteristic of Western, educated, industrial, rich, and democratic (WEIRD) societies but less so for others. Searching for an explanation for why "happiness maximization" might have emerged in these societies, we turn to studies linking cultures to their eco-environmental habitat. We discuss the premise that WEIRD cultures emerged in an exceptionally benign ecological habitat (i.e., faced relatively light existential pressures compared with other regions). We review the influence of the Gulf Stream on the Northwestern European climate as a source of these comparatively benign geographical conditions. We propose that the ecological conditions in which WEIRD societies emerged afforded them a basis to endorse happiness as a value and to idealize attaining its maximum level. To provide a nomological network for happiness maximization, we also studied some of its potential side effects, namely alcohol and drug consumption and abuse and the prevalence of mania. To evaluate our hypothesis, we reanalyze data from two large-scale studies on ideal levels of personal life satisfaction-the most common operationalization of happiness in psychology-involving respondents from 61 countries. We conclude that societies whose members seek to maximize happiness tend to be characterized as WEIRD, and generalizing this across societies can prove problematic if adopted at the ideological and policy level.

心理科学倾向于将主观幸福感与快乐同义。我们从 "主观幸福感不仅仅是快乐 "这一假设出发,提出了一个基本问题:什么是理想的幸福水平?从跨文化的角度来看,我们提出,实现最大程度幸福的理想化可能是西方、受过教育、工业化、富裕和民主(WEIRD)社会的特别特征,但对其他社会来说则不那么明显。为了解释为什么 "幸福最大化 "会在这些社会中出现,我们转向了将文化与其生态环境栖息地联系起来的研究。我们讨论的前提是,WEIRD 文化出现在一个特别良好的生态环境中(即与其他地区相比,面临的生存压力相对较小)。我们回顾了湾流对西北欧气候的影响,认为它是这些相对有利的地理条件的来源。我们提出,WEIRD 社会出现的生态条件为他们提供了一个基础,使他们能够将幸福作为一种价值观,并理想化地达到幸福的最高水平。为了给幸福最大化提供一个名义网络,我们还研究了它的一些潜在副作用,即酒精和药物的消费和滥用以及躁狂症的流行。为了评估我们的假设,我们重新分析了两项关于个人生活满意度理想水平(心理学中最常见的幸福操作化)的大规模研究数据,这些研究涉及 61 个国家的受访者。我们的结论是,那些追求幸福最大化的社会往往被描述为 "WEIRD "社会,如果在意识形态和政策层面上采用这种观点,那么在不同社会之间进行推广就会产生问题。
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引用次数: 0
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Perspectives on Psychological Science
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