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AI in learning 学习中的人工智能
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211038105
H. Niemi
This special issue raises two thematic questions: (1) How will AI change learning in the future and what role will human beings play in the interaction with machine learning, and (2), What can we learn from the articles in this special issue for future research? These questions are reflected in the frame of the recent discussion of human and machine learning. AI for learning provides many applications and multimodal channels for supporting people in cognitive and non-cognitive task domains. The articles in this special issue evidence that agency, engagement, self-efficacy, and collaboration are needed in learning and working with intelligent tools and environments. The importance of social elements is also clear in the articles. The articles also point out that the teacher’s role in digital pedagogy primarily involves facilitating and coaching. AI in learning has a high potential, but it also has many limitations. Many worries are linked with ethical issues, such as biases in algorithms, privacy, transparency, and data ownership. This special issue also highlights the concepts of explainability and explicability in the context of human learning. We need much more research and research-based discussion for making AI more trustworthy for users in learning environments and to prevent misconceptions.
本期特刊提出了两个主题问题:(1)未来人工智能将如何改变学习,人类将在与机器学习的交互中扮演什么角色;(2)我们可以从本期特刊的文章中学到什么,以供未来的研究。这些问题反映在最近关于人类和机器学习的讨论框架中。人工智能学习为支持认知和非认知任务领域的人们提供了许多应用和多模式渠道。本期特刊中的文章证明,在学习和使用智能工具和环境时需要代理、参与、自我效能和协作。社会因素的重要性在文章中也很明显。文章还指出,教师在数字教学中的作用主要包括促进和指导。人工智能在学习方面有很大的潜力,但也有很多局限性。许多担忧都与道德问题有关,比如算法、隐私、透明度和数据所有权方面的偏见。本期特刊还强调了人类学习背景下的可解释性和可解释性的概念。我们需要更多的研究和基于研究的讨论,以使人工智能在学习环境中更值得用户信赖,并防止误解。
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引用次数: 9
Numerosity representation in a deep convolutional neural network 深度卷积神经网络中的数字表示
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211012613
Cihua Zhou, Wei Xu, Yujie Liu, Zhichao Xue, Rui Chen, Ke Zhou, Jia Liu
Enumerating objects in the environment (i.e., “number sense”) is crucial for survival in many animal species, and foundational for the construction of more abstract and complex mathematical knowledge in humans. Perhaps surprisingly, deep convolutional neural networks (DCNNs) spontaneously emerge a similar number sense even without any explicit training for numerosity estimation. However, little is known about how the number sense emerges, and the extent to which it is comparable with human number sense. Here, we examined whether the numerosity underestimation effect, a phenomenon indicating that numerosity perception acts upon the perceptual number rather than the physical number, can be observed in DCNNs. In a typical DCNN, AlexNet, we found that number-selective units at late layers operated on the perceptual number, like humans do. More importantly, this perceptual number sense did not emerge abruptly, rather developed progressively along the hierarchy in the DCNN, shifting from the physical number sense at early layers to perceptual number sense at late layers. Our finding hence provides important implications for the neural implementation of number sense in the human brain and advocates future research to determine whether the representation of numerosity also develops gradually along the human visual stream from physical number to perceptual number.
列举环境中的物体(即“数感”)对许多动物物种的生存至关重要,也是人类构建更抽象、更复杂的数学知识的基础。也许令人惊讶的是,深度卷积神经网络(DCNNs)即使没有任何明确的数字估计训练,也会自发地产生类似的数字感。然而,关于数字感是如何产生的,以及它与人类数字感的可比性的程度,人们知之甚少。在这里,我们研究了数字低估效应,即数字感知作用于感知数字而不是物理数字的现象,是否可以在DCNNs中观察到。在典型的DCNN AlexNet中,我们发现后期层的数字选择单元像人类一样对感知数字进行操作。更重要的是,这种感性数字感并不是突然出现的,而是沿着DCNN的层次结构逐步发展的,从早期的物理数字感转变为后期的感性数字感。因此,我们的发现为人类大脑中数感的神经实现提供了重要的启示,并倡导未来的研究,以确定数的表征是否也沿着人类视觉流从物理数到感知数逐渐发展。
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引用次数: 4
Corrigendum to “The role of self-evaluation in predicting attitudes toward supporters of COVID-19-related conspiracy theories: A direct and a conceptual replication of Cichoka et al. (2016).” “自我评价在预测对covid -19相关阴谋论支持者的态度中的作用:Cichoka等人(2016)的直接和概念复制”的更正。
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211064802
B. Siem, B. Kretzmeyer,, S. Sturmer
In the above-referenced paper, author name was mentioned incorrectly in the title and page 4. It should be Cichocka inspite of Cichoka. The correct title is as given below: The role of self-evaluation in predicting attitudes toward supporters of COVID-19-related conspiracy theories: A direct and a conceptual replication of Cichocka et al. (2016). On page 4, column 1, line 1, the correct statement is “With the present research we seek to further clarify the role of selfevaluation by attempting to replicate Cichocka et al.’s central findings observed with a US sample in a different national context, namely in Germany.” The online version of the paper has been corrected. © The Author(s) 2021.
在上述引用的论文中,在标题和第4页中错误地提到了作者姓名。应该是奇乔卡,尽管是奇乔卡。正确的标题如下:自我评价在预测对covid -19相关阴谋论支持者的态度中的作用:Cichocka et al.(2016)的直接和概念复制。在第4页,第1栏,第1行,正确的表述是“在目前的研究中,我们试图通过复制Cichocka等人在不同国家背景下(即德国)观察到的美国样本的中心发现,来进一步阐明自我评价的作用。”论文的在线版本已被更正。©作者2021。
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引用次数: 0
Examining conspiracy beliefs and COVID-19 in four countries: The role of disgust towards the political system and implications for prosocial behavior 研究四个国家的阴谋信仰和新冠肺炎:对政治制度的厌恶的作用及其对亲社会行为的影响
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211056855
Chanki Moon, G. Travaglino
Since late 2019, the coronavirus SARS-COV-2 responsible for the COVID-19 disease has continued to spread across different regions of the world. As a result, governments have been implementing measures for controlling the disease which rely on people's cooperation. In this research, we considered predictors and implications of people's beliefs that they “haven’t been told the ‘whole story’ about COVID-19.” Specifically, we examined the role of disgust towards the political system in predicting conspiratorial tendencies across four countries, in Europe (Italy and the UK), North America (the USA), and Asia (South Korea). In addition, we investigated the implications of conspiratorial beliefs for individuals’ intentions to engage in prosocial cooperative behavior. In line with the idea that feelings of disgust towards the political system may indicate that people perceive the system as violating core norms, results showed that disgust was associated with stronger conspiratorial tendencies. Individuals’ conspiratorial tendencies were in turn associated with lower intentions to help others during the pandemic. Results were broadly consistent across the countries tested. Directions for future research are discussed.
自2019年末以来,导致新冠肺炎疾病的冠状病毒SARS-COV-2继续在世界不同地区传播。因此,各国政府一直在实施依靠人民合作来控制这种疾病的措施。在这项研究中,我们考虑了人们认为他们“没有被告知新冠肺炎的‘全部故事’”的预测因素和影响。具体而言,我们研究了对政治制度的厌恶在预测欧洲(意大利和英国)、北美(美国)和亚洲(韩国)四个国家阴谋倾向中的作用。此外,我们还调查了阴谋信念对个体参与亲社会合作行为意图的影响。与对政治制度的厌恶感可能表明人们认为该制度违反了核心规范的观点一致,研究结果表明,厌恶与更强的阴谋倾向有关。个人的阴谋倾向反过来与在疫情期间帮助他人的意愿较低有关。测试国家的结果大致一致。讨论了未来研究的方向。
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引用次数: 2
How Social Media Shapes One’s Public Mood: The Three-Way Interaction Effect of Sphere, Information Valence, and Justice Sensitivity 社交媒体如何塑造公众情绪:领域、信息价值和司法敏感性的三元互动效应
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/1834490921991425
Yixin Zhou, Zheng Zhang, Kexin Wang, Shuang Chen, Mingjie Zhou
Public mood is a key concept in explaining collective activity, but the way social media shapes an audience’s public mood is still not fully understood. This study aims to explore how social media posts with various characteristics change public mood. The authors asked 351 participants to read 30 microblog newsletters with a 2 × 2 between-subject design (public × private sphere; positive × negative value). The results showed that (a) positive private information decreased negative public mood, (b) positive public information decreased positive public mood rather than increasing it, and (c) negative private information reduced the positive public mood of individuals who were high in justice sensitivity. The discussion focuses on the adverse effect of overexposure to positive public information and how individuals’ means of information processing vary.
公众情绪是解释集体活动的一个关键概念,但社交媒体塑造观众公众情绪的方式仍不完全清楚。本研究旨在探讨具有不同特征的社交媒体帖子如何改变公众情绪。作者要求351名参与者阅读30篇微博时事通讯,其中2 × 2主题设计之间(公开 × 私人领域;积极乐观的 × 负值)。结果表明:(a)积极的私人信息降低了消极的公众情绪;(b)积极的公共信息降低了积极的公众情绪,而不是增加了积极的公共情绪;(c)消极的私人信息减少了司法敏感性高的人的积极的公众情绪。讨论的重点是过度接触正面公共信息的不利影响,以及个人的信息处理方式如何变化。
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引用次数: 2
COVID-19-related conspiracy theories in China 中国的新冠肺炎阴谋论
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211034928
Xue Wang, Shijiang Zuo, Hoi‐Wing Chan, C. Chiu, Ying-yi Hong
Many COVID-19 conspiracy theories implicate China and its agents, whether implicitly or explicitly, as conspirators with potentially malicious intent behind the current pandemic. We set out to explore whether Chinese people believe in pandemic-related conspiracy theories, and if so, how do their secure (in-group identification) and defensive (collective narcissism) in-group positivity predict their conspiracy beliefs. We hypothesized that national identification would negatively predict the tendency to attribute responsibility to an in-group, thus predicting less risk-rejection conspiracy theory beliefs (e.g., COVID-19 is a hoax). In contrast, national collective narcissism would positively predict the tendency to attribute responsibility for the pandemic to an out-group, which in turn would validate conspiracy theories that acknowledge the risk of the pandemic (e.g., COVID-19 is a bioweapon). To test these predictions, we collected data in China (n = 1,200) in April 2020. Supporting our predictions, national identification was negatively associated with risk-rejection conspiracy beliefs via in-group attribution, whereas national collective narcissism was positively associated with risk-acceptance conspiracy beliefs via out-group attribution.
许多COVID-19阴谋论暗示中国及其代理人,无论是含蓄地还是明确地,都是当前大流行背后具有潜在恶意的阴谋者。我们开始探索中国人是否相信与大流行相关的阴谋论,如果是这样,他们的安全(群体内认同)和防御(集体自恋)群体内积极性如何预测他们的阴谋论。我们假设,国家认同会对将责任归咎于内部群体的倾向产生负面预测,从而预测更少的风险拒绝阴谋论信仰(例如,COVID-19是一场骗局)。相比之下,国家集体自恋会积极预测将大流行的责任归咎于外部群体的倾向,这反过来又会验证承认大流行风险的阴谋论(例如,COVID-19是一种生物武器)。为了验证这些预测,我们于2020年4月在中国收集了数据(n = 1200)。支持我们的预测,国家认同通过群体内归因与风险拒绝阴谋信念负相关,而国家集体自恋通过群体外归因与风险接受阴谋信念正相关。
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引用次数: 7
Residential Mobility and Trust: The Moderating Role of Cognitive Need for Closure 居住流动性与信任:封闭认知需要的调节作用
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/1834490920974759
Na Zhao, Kaiqiang Xu, Ling Sun
This study examined the link between residential mobility and interpersonal trust building. Study 1 revealed a negative association between residential mobility and trust by measuring personal residential-mobility history. Study 2 demonstrated that participants who were momentarily primed with mobility showed a lower investment than participants in the control group in a trust game. The results of Study 3 showed that need for closure moderated the link between residential mobility and trust-building intention. Specifically, lower need-for-closure people had a significantly lower trust tendency in the mobility group than in the stable group. These findings illuminate the underlying influence of need for closure in the link between residential mobility and trust.
这项研究考察了住宅流动性与人际信任建立之间的联系。研究1通过测量个人住宅流动史揭示了住宅流动性与信任之间的负相关。研究2表明,在信任游戏中,暂时具备行动能力的参与者比对照组的参与者表现出更低的投资。研究3的结果表明,封闭的需求调节了住宅流动性和建立信任意愿之间的联系。具体而言,与稳定组相比,流动组中对封闭需求较低的人的信任倾向显著较低。这些发现阐明了封闭需求对住宅流动性和信任之间联系的潜在影响。
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引用次数: 4
Conspiracy Theories about Infectious Diseases: An Introduction 传染病阴谋论:导论
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211057657
Ying-yi Hong, Hoi‐Wing Chan, Karen M. Douglas
Understanding why people believe conspiracy theories related to disease outbreaks and the consequences of such beliefs is critical for combating both the COVID-19 pandemic and its corresponding “infodemic.” In the introduction to this special issue on conspiracy theories about infectious diseases, the authors first provide a brief overview of the narratives of conspiracy theories related to COVID-19, followed by a review of extant theoretical frameworks regarding the psychology of conspiracy beliefs. Specifically, they discuss how epistemic, existential, and social needs contribute to the holding of conspiracy beliefs. Then, the authors summarize the major findings from the nine empirical articles featured in this issue, particularly how they shed light on the antecedents and consequences of disease-related conspiracy beliefs. They conclude by discussing future directions for the study of disease-related conspiracy beliefs.
了解人们为什么相信与疾病爆发有关的阴谋论以及这种信念的后果,对于抗击COVID-19大流行及其相应的“信息大流行”至关重要。在这期关于传染病阴谋论的特刊的介绍中,作者首先简要概述了与COVID-19相关的阴谋论的叙述,然后回顾了关于阴谋信仰心理学的现有理论框架。具体来说,他们讨论了认知、存在和社会需求是如何促成阴谋信念的持有的。然后,作者总结了本期专题中九篇实证文章的主要发现,特别是它们如何阐明与疾病有关的阴谋信念的前因后果。最后,他们讨论了与疾病相关的阴谋论研究的未来方向。
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引用次数: 2
A review of mindful parenting 用心养育的回顾
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/18344909211037016
Nigela Ahemaitijiang, Huiting Fang, Yaxuan Ren, Z. Han, Nirbhay N. Singh
The benefits of mindfulness are widely recognized, and it has received increasing research attention. Recently, researchers have extended the concept and practice of mindfulness to the parent–child relationship and proposed the construct of mindful parenting, that is, parenting with mindfulness. However, mindful parenting is a relatively new concept in the field of family studies, and the contents, psychometrically robust measures, outcomes, and cultivation methods of mindful parenting warrant in-depth exploration. This article presents a systematic review of mindful parenting. We first conceptualized mindful parenting by consolidating the existence of this construct. Then, we summarized various measurements to assess this construct, and reviewed theoretical models and empirical research on the roles of mindful parenting. We also illustrated the ways to enhance mindful parenting and provided current evidence regarding these methods. Further, we discussed the limitations in this field and proposed future research directions.
正念的好处得到了广泛认可,并得到了越来越多的研究关注。近年来,研究者将正念的概念和实践扩展到亲子关系中,提出了正念育儿的建构,即正念育儿。然而,正念育儿在家庭研究领域是一个相对较新的概念,正念育儿的内容、心理测量稳健度、结果和培养方法都值得深入探讨。这篇文章对用心育儿进行了系统的回顾。我们首先通过巩固这个结构的存在来概念化正念育儿。然后,我们总结了评估这一结构的各种测量方法,并回顾了正念育儿作用的理论模型和实证研究。我们还说明了加强用心育儿的方法,并提供了有关这些方法的最新证据。进一步讨论了该领域的局限性,并提出了未来的研究方向。
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引用次数: 6
A dialogue system for identifying need deficiencies in moral education 一个识别德育需求不足的对话系统
IF 2.3 3区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-01-01 DOI: 10.1177/1834490921998589
Penghe Chen, Yu Lu, Shengquan Yu, Qi Xu, Jiefei Liu
Moral education refers to the cultivation of ideals, moral quality, culture, and discipline. One of its main tasks is to analyze students’ problem behaviors and identify their underlying need deficiencies. Previous psychological research has focused on studying how distinct factors affect psychological needs and problem behaviors. However, these findings have provided only scattered guidelines for identifying students’ need deficiencies, which are difficult for inexperienced teachers and parents to apply systematically. To address these issues, we attempt to answer two key research questions in this work. First, how do we define a theoretical framework so that the psychological research findings can be systematically applied to identify students’ need deficiencies? Second, can the latest AI technologies be employed to identify such need deficiencies automatically? To answer these research questions, we first build a theoretical framework to summarize all the factors relevant to the students’ problem behaviors and need deficiencies. After that, we propose and develop a task-oriented dialogue system that can properly inquire about different aspects of students’ information and automatically infer their need deficiencies. We conduct comprehensive experiments to evaluate the system’s performance with real-life cases. The results show that the built dialogue system could effectively serve as a diagnostic tool to identify the students’ need deficiencies.
德育是指对理想、道德品质、文化和纪律的培养。它的主要任务之一是分析学生的问题行为,找出他们潜在的需求不足。以往的心理学研究主要集中在研究不同因素如何影响心理需求和问题行为。然而,这些发现仅为识别学生需求不足提供了零散的指导方针,缺乏经验的教师和家长很难系统地应用这些指导方针。为了解决这些问题,我们试图回答本工作中的两个关键研究问题。首先,我们如何定义一个理论框架,以便心理学研究结果能够系统地应用于识别学生的需求不足?第二,能否利用最新的人工智能技术自动识别此类需求不足?为了回答这些研究问题,我们首先建立了一个理论框架,总结了与学生问题行为和需求不足相关的所有因素。之后,我们提出并开发了一个面向任务的对话系统,该系统可以适当地询问学生信息的不同方面,并自动推断他们的需求不足。我们进行了全面的实验,以实际案例评估系统的性能。结果表明,所建立的对话系统可以有效地作为诊断工具来识别学生的需求不足。
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引用次数: 4
期刊
Journal of Pacific Rim Psychology
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