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The Structure-Mapping Engine: A Multidecade Interaction Between Psychology and Artificial Intelligence 结构映射引擎:心理学和人工智能之间几十年的相互作用
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-06 DOI: 10.1177/09637214251395678
Dedre Gentner, Kenneth Forbus
This article describes the structure-mapping engine (SME) and its relation to psychological theory and research. SME was created in 1986 as a simulation of structure-mapping theory (SMT) and is still in use, both on its own and as part of larger scale simulations such as CogSketch and Companion that capture analogy’s roles in other cognitive processing. Over the 4 decades since artificial intelligence (AI) first appeared, there has been continual interaction between AI research and human research. We begin by briefly reviewing SMT and the basic construction of SME. After comparing SME with other simulations, we then describe some specific contributions of SME to our understanding of human analogical processing. We close by proposing that these psychological models can become a new technology for AI.
本文介绍了结构映射引擎及其与心理学理论和研究的关系。SME创建于1986年,作为结构映射理论(SMT)的模拟,目前仍在使用,既可以单独使用,也可以作为更大规模模拟的一部分,如CogSketch和Companion,这些模拟捕捉了类比在其他认知处理中的作用。自人工智能(AI)首次出现以来的40多年里,人工智能研究与人类研究之间一直存在着持续的互动。我们首先简要回顾SMT和中小企业的基本建设。在将SME与其他模拟进行比较后,我们描述了SME对我们理解人类类比处理的一些具体贡献。最后,我们提出这些心理模型可以成为人工智能的一项新技术。
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引用次数: 0
Empathy for and From Embodied Robots: An Interdisciplinary Review 对具身机器人的移情与来自具身机器人的移情:跨学科回顾
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-05 DOI: 10.1177/09637214251392861
C. Daryl Cameron, Alan R. Wagner, Martina Orlandi, Eliana Hadjiandreou, India G. Oates, Stephen Anderson
Several years ago, the world was stunned when the cute robot HitchBOT was destroyed. Does empathy for robots—sharing experiences and feeling compassion—make sense for humans? How do people empathize with robots, and what are the ethical and practical implications of doing so? How do people react when robots seem to be empathizing with them? In this review, we detail empirical work on empathy for robots, discuss the ethics of extending empathy toward robots, and consider how to engineer robots that elicit empathy. We then review empirical work on empathy received from robots to explore psychological, philosophical, and engineering implications. In our final section, we suggest how interactions with robots might cultivate human empathy. Can interactions with a robot build human empathy and help it to become more resilient and reliable?
几年前,当可爱的希区漫游机器人被摧毁时,全世界都震惊了。对机器人的同理心——分享经验和同情——对人类有意义吗?人们如何与机器人产生共鸣,这样做的伦理和实践意义是什么?当机器人似乎对人类感同身受时,人们会作何反应?在这篇综述中,我们详细介绍了机器人共情的实证工作,讨论了向机器人扩展共情的伦理,并考虑了如何设计引起共情的机器人。然后,我们回顾了从机器人那里获得的同理心的实证研究,以探索心理学、哲学和工程意义。在我们的最后一节,我们提出了与机器人的互动如何培养人类的同理心。与机器人的互动能否建立人类的同理心,并使其变得更有弹性、更可靠?
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引用次数: 0
Metacognition and Uncertainty Communication in Humans and Large Language Models 人类元认知与不确定性交际与大型语言模型
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-11-19 DOI: 10.1177/09637214251391158
Mark Steyvers, Megan A. K. Peters
Metacognition—the capacity to monitor and evaluate one’s own knowledge and performance—is foundational to human decision-making, learning, and communication. As large language models (LLMs) become increasingly embedded in both high-stakes and widespread low-stakes contexts, it is important to assess whether, how, and to what extent they exhibit metacognitive abilities. Here, we provide an overview of the current knowledge of LLMs’ metacognitive capacities, how they might be studied, and how they relate to our knowledge of metacognition in humans. We show that although humans and LLMs can sometimes appear quite aligned in their metacognitive capacities and behaviors, it is clear many differences remain; attending to these differences is important for enhancing the collaboration between humans and artificial intelligence. Last, we discuss how endowing future LLMs with more sensitive and more calibrated metacognition may also help them develop new capacities such as more efficient learning, self-direction, and curiosity.
元认知——监测和评估自己的知识和表现的能力——是人类决策、学习和交流的基础。随着大型语言模型(llm)越来越多地嵌入到高风险和广泛的低风险环境中,评估它们是否、如何以及在多大程度上表现出元认知能力是很重要的。在这里,我们概述了法学硕士的元认知能力的当前知识,如何研究它们,以及它们如何与我们对人类元认知的知识相关联。我们表明,尽管人类和法学硕士有时在他们的元认知能力和行为上看起来相当一致,但显然仍然存在许多差异;注意这些差异对于加强人类与人工智能之间的协作非常重要。最后,我们讨论了如何赋予未来的法学硕士更敏感和更校准的元认知,也可以帮助他们发展新的能力,如更有效的学习,自我指导和好奇心。
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引用次数: 0
A Framework for Automation in Psychotherapy 心理治疗中的自动化框架
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1177/09637214251386047
Zac E. Imel, Torrey Creed, Brent Kious, Tim Althoff, Dana Atzil-Slonim, Vivek Srikumar
Psychotherapy is a conversational intervention that has relied on humans to manage its implementation. Improvements in conversational artificial intelligence (AI) have accompanied speculation on how technologies might automate components of psychotherapy, most often the replacement of human therapists. However, there is a spectrum of opportunities for human collaboration with autonomous systems in psychotherapy, including evaluation, documentation, training, and assistance. Clarity about what is being automated is necessary to understand the affordances and limitations of specific technologies. In this article we present a framework for categories of autonomous systems in psychotherapy as a guidepost for empirical and ethical inquiry. Categories include scripted or rule-based conversations; collaborative systems in which humans are evaluated by, supervise, or are assisted by AI; and agents that generate interventions. These categories highlight considerations for key stakeholders as psychotherapy moves from unmediated human-to-human conversation to various forms of automation.
心理治疗是一种会话干预,依靠人类来管理其实施。对话人工智能(AI)的进步伴随着对技术如何使心理治疗组件自动化的猜测,最常见的是取代人类治疗师。然而,在心理治疗中,人类与自主系统合作的机会有很多,包括评估、记录、培训和援助。要了解特定技术的支持和限制,必须清楚哪些是自动化的。在这篇文章中,我们提出了一个框架的类别自治系统在心理治疗作为经验和伦理调查的路标。类别包括脚本化或基于规则的对话;人工智能对人类进行评估、监督或协助的协作系统;以及产生干预措施的代理。随着心理治疗从无中介的人与人之间的对话转向各种形式的自动化,这些类别突出了关键利益相关者的考虑。
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引用次数: 0
Signatures of Reinforcement Learning in Natural Behavior 自然行为中强化学习的特征
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-25 DOI: 10.1177/09637214251381193
Catherine A. Hartley, Susan L. Benear, Aaron S. Heller
Across myriad real-world contexts, people encounter the challenge of learning to take actions that bring about desirable outcomes. The theoretical framework of reinforcement learning proposes formal algorithms through which agents learn from experience to make rewarding choices. These formal models capture many aspects of reward-guided human behavior in controlled laboratory contexts. Here, we suggest that the algorithms and the constructs (i.e., states, actions, and rewards) formalized within reinforcement-learning theory can be operationally defined and extended to additionally account for learning in complex natural environments. We discuss several recent examples of empirical studies that provide evidence of signatures of reinforcement learning across diverse human behaviors in everyday environments.
在无数的现实环境中,人们遇到了学习采取行动带来理想结果的挑战。强化学习的理论框架提出了正式的算法,通过这些算法,智能体可以从经验中学习,做出有益的选择。这些正式的模型在受控的实验室环境中捕捉了奖励引导的人类行为的许多方面。在这里,我们建议在强化学习理论中形式化的算法和结构(即状态、行动和奖励)可以被操作地定义和扩展,以额外地解释复杂自然环境中的学习。我们讨论了最近几个实证研究的例子,这些研究为日常环境中不同人类行为的强化学习特征提供了证据。
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引用次数: 0
Psychological Science at the Cellular Level: Mitochondria’s Role in Health and Behavior 细胞水平的心理科学:线粒体在健康和行为中的作用
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-22 DOI: 10.1177/09637214251380214
Christopher P. Fagundes, E. Lydia Wu-Chung, Cobi J. Heijnen
The biopsychosocial model (BPSM) has guided psychological science for decades by emphasizing the interplay of biological, psychological, and social factors in health. Despite its influence, the model has been critiqued for lacking mechanistic specificity, particularly in clarifying how psychosocial factors translate into cellular and molecular processes. Mitochondria, once viewed mainly as energy producers, are now understood to shape immune signaling, stress responses, and neural functioning. Emerging evidence shows that mitochondrial processes are sensitive to psychosocial influences such as chronic stress, trauma, and social connection, with downstream effects on inflammation and disease risk. We highlight findings that support these links while noting areas in which evidence remains preliminary, including possible feedback from mitochondrial changes to psychosocial processes. We also review interventions such as physical activity, mindfulness, and social support that may enhance mitochondrial function. This article positions mitochondria as one promising biological bridge between mind and body, offering a testable extension of the BPSM and identifying opportunities for psychologists to advance this emerging field.
生物心理社会模型(BPSM)通过强调生物、心理和社会因素在健康中的相互作用,指导了心理科学几十年。尽管有其影响,但该模型因缺乏机制特异性而受到批评,特别是在澄清社会心理因素如何转化为细胞和分子过程方面。线粒体,曾经被认为是主要的能量生产者,现在被理解为塑造免疫信号,应激反应和神经功能。新出现的证据表明,线粒体过程对慢性压力、创伤和社会联系等社会心理影响很敏感,对炎症和疾病风险有下游影响。我们强调了支持这些联系的发现,同时注意到证据仍处于初步阶段的领域,包括线粒体变化对心理社会过程的可能反馈。我们还回顾了可能增强线粒体功能的干预措施,如体育活动、正念和社会支持。这篇文章将线粒体定位为心灵和身体之间有前途的生物桥梁,提供了BPSM的可测试扩展,并为心理学家提供了推进这一新兴领域的机会。
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引用次数: 0
Escaping the Jingle-Jangle Jungle: Increasing Conceptual Clarity in Psychology Using Large Language Models 逃离叮当作响的丛林:使用大型语言模型增加心理学概念清晰度
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-22 DOI: 10.1177/09637214251382083
Dirk U. Wulff, Rui Mata
Psychology has long struggled with conceptual redundancy, particularly in the form of “jingle-jangle fallacies,” in which different constructs share the same label or the same construct is described using different terms. This lack of conceptual clarity has hindered cumulative knowledge and comparability across studies and subfields. We propose that large language models can help address this issue by placing constructs into a shared semantic space, enabling the systematic mapping of conceptual overlap and clarification of taxonomies and generating clearer construct definitions. Although automation plays a crucial role, we argue that meaningful progress requires a coordinated, community-wide effort, combining computational advances with expert deliberation. Our approach provides a pathway toward greater conceptual clarity in psychology, fostering a more unified and rigorous framework for the discipline.
长期以来,心理学一直在与概念冗余作斗争,特别是以“叮当声谬误”的形式,即不同的构念共享相同的标签,或者用不同的术语描述相同的构念。这种概念清晰度的缺乏阻碍了知识的积累和跨研究和子领域的可比性。我们建议大型语言模型可以通过将结构放入共享语义空间来帮助解决这个问题,从而实现概念重叠的系统映射和分类法的澄清,并生成更清晰的结构定义。尽管自动化起着至关重要的作用,但我们认为,有意义的进步需要协调一致的、全社区的努力,将计算进步与专家审议结合起来。我们的方法提供了一条通往更清晰的心理学概念的途径,为这门学科建立了一个更统一、更严格的框架。
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引用次数: 0
Multicultural Experiences: Impacts on the Mind and Self 多元文化经验:对心智和自我的影响
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-10-22 DOI: 10.1177/09637214251382089
Ying-yi Hong, Letitia Lee, Andrea Soledad Matos
Globalization has brought unprecedented opportunities for individuals to be exposed to or interact with elements or people from different cultures. Recent research has examined how multicultural experiences could impact human psychology. Borrowing from this literature, this article discusses some key ways in which people adapt and respond to multicultural exposure through the acquisition and application of cultural knowledge (the multicultural mind) and development of cultural identities (the multicultural self). Multicultural exposure allows individuals to acquire and gain fluency in multiple cultural knowledge systems, enhancing cognitive flexibility and creativity and reducing prejudice. At the same time, as individuals amass multicultural experiences, they need to negotiate their multiple identities, forming different representations of them. Although individuals may display exclusionary responses when perceiving a threat toward their culture, a secure attachment to their culture can act as a safe haven that mitigates such threat. We discuss collectivization of multicultural experiences as a future research direction.
全球化给个人带来了前所未有的机会,使他们能够接触到来自不同文化的元素或人。最近的研究调查了多元文化经历如何影响人类心理。借鉴这些文献,本文讨论了人们通过获取和应用文化知识(多元文化思维)和发展文化认同(多元文化自我)来适应和应对多元文化暴露的一些关键方式。多元文化接触使个人能够获得并熟练掌握多种文化知识体系,增强认知灵活性和创造力,减少偏见。同时,个体在积累多元文化经验的同时,也需要对自身的多重身份进行协商,形成不同的身份表征。尽管个体在感受到对其文化的威胁时可能会表现出排他性反应,但对其文化的安全依恋可以作为减轻这种威胁的避风港。我们认为多元文化经验的集体化是未来的研究方向。
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引用次数: 0
Silver Linings in Psychological Disorders: An Agenda for Research and Social Change 心理障碍的一线希望:研究和社会变革的议程
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-09-06 DOI: 10.1177/09637214251360738
June Gruber, Cassondra Lyman, Chloe Plaisance, Jonathan Rottenberg
Conventional research on people with psychological disorders is negatively focused, concentrating on what is aberrant and harmful about psychopathology. Characterizing patterns of emotional and behavioral disturbances has helped illuminate the origins of psychopathology and led to useful treatments. Yet we argue that the conventional approach to psychopathology is factually incomplete and may also inadvertently perpetuate the deeply entrenched stigma surrounding mental disorders. In this article, we make the case for considering the positive experiences of people with psychopathology—silver linings—and integrating them into psychopathology research. In our research agenda for studying silver linings in psychopathology (SLIP), we acknowledge that psychopathology may afford individuals both sources of difficulty and opportunities for positive transformation. We illustrate SLIP in cognitive, social, and resilience domains. We close by considering implications for future research promoting a more balanced conceptualization of psychological disorders and mental well-being.
对心理障碍患者的传统研究是消极的,集中在精神病理学的异常和有害方面。描述情绪和行为障碍的模式有助于阐明精神病理学的起源,并导致有用的治疗方法。然而,我们认为,传统的精神病理学方法实际上是不完整的,也可能无意中使围绕精神障碍的根深蒂固的耻辱永久化。在这篇文章中,我们将考虑精神病理学患者的积极经历——一线希望——并将其整合到精神病理学研究中。在我们研究精神病理学(SLIP)中的一线希望的研究议程中,我们承认精神病理学可能为个人提供积极转变的困难和机会。我们在认知、社会和弹性领域阐述了SLIP。最后,我们考虑对未来研究的影响,以促进心理障碍和心理健康的更平衡的概念。
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引用次数: 0
An Integrated Immuno-Reward Model of Adolescent Depression: Theory, Evidence, and Implications 青少年抑郁的综合免疫-奖励模型:理论、证据和意义
IF 7.2 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-09-04 DOI: 10.1177/09637214251369722
Lauren B. Alloy, Robin Nusslock
Adolescence is an “age of risk” for the emergence of depression. Despite its prevalence and public-health significance, there are major unanswered questions regarding the mechanisms contributing to depression’s etiology and surge in adolescence. Separate lines of research have investigated the roles of inflammation and low reward responsiveness in depression, and recent evidence suggests bidirectional associations between inflammation and reward responsiveness. In this article, we review this evidence, present an integrated immuno-reward model of adolescent depression (specifically, motivational and somatic symptoms of depression), and discuss the role of stress and early adversity in amplifying immune-reward interactions. We end with implications of the immuno-reward model for future research, early identification of at-risk adolescents, intervention, and public-health policy.
青春期是出现抑郁症的“风险年龄”。尽管它的普遍性和公共卫生意义,关于抑郁症的病因和青春期激增的机制,仍有一些主要的未解之谜。不同的研究已经调查了炎症和低奖励反应在抑郁症中的作用,最近的证据表明炎症和奖励反应之间存在双向关联。在本文中,我们回顾了这些证据,提出了青少年抑郁症的综合免疫-奖励模型(特别是抑郁症的动机和躯体症状),并讨论了压力和早期逆境在放大免疫-奖励相互作用中的作用。最后,我们讨论了免疫奖励模型对未来研究、早期识别高危青少年、干预和公共卫生政策的影响。
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引用次数: 0
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Current Directions in Psychological Science
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