Social Learning

社会学习
  • 文章类型: Journal Article
    精神疾病和健康行为的家族传播已经确立。然而,尽管社会科学理论传统支持其发生,包括社会学习理论和网络事件模型,但很少有研究对心理健康求助行为的家族传播进行了研究。在父母-青少年二叉中,现有文献支持根据父母是否认识到青少年的心理健康问题,考虑青少年自主与父母守门。鉴于此,我们从一项基于学校的研究中,在18个月的时间内,检查了父母-青少年中自我报告的心理健康帮助寻求的家族传播(N=422;德克萨斯州,美国)。广义估计方程测试了多种形式的父母求助对类似形式的青少年求助的影响,控制个人/家庭特征。我们还通过父母对青少年心理健康问题的认识来检查互动,以辨别父母-青少年二元组这些子组中独特的代际过程。由于通过父问题识别进行效果修改(p<0.01),出现了两种独特的家族性求助途径。当父问题识别存在时,父母自助求助史减少了青少年求助控制网络。相比之下,当父母问题识别缺失时,父母自助求助史增加了青少年求助控制网络。我们的发现提供了精神健康寻求帮助行为的家族传播的证据,但是影响的方向从根本上取决于父母对青少年心理健康问题的认识,以揭示代际传播的过程。这些发现支持了我们的假设,即寻求帮助的家族传播在青春期早期开始,并且可能受到父母建模和看门的影响,尽管对观察到的模式进行了解释,例如父母过去求助经历的短期和长期积极和消极的混合影响,需要进一步研究才能确定。
    Familial transmission of mental illnesses and health behaviors is well established. However, little research has examined familial transmission of mental health help-seeking behaviors despite social science theoretical traditions that support its occurrence including social learning theory and the network episode model. Among parent-adolescent dyads, extant literature supports consideration of adolescent-autonomy versus parent-gatekeeping according to whether or not parents recognize a mental health problem in their adolescent. Given this, we examined familial transmission of self-reported mental health help-seeking among parent-adolescent dyads over an 18-month period from a school-based study (N = 422; Texas, USA). Generalized estimating equations tested the effect of multiple forms of parent help-seeking on similar forms of adolescent help-seeking, controlling for personal/family characteristics. We also examined interaction by parent recognition of a mental health problem in their adolescent to discern unique intergenerational processes across these subgroups of parent-adolescent dyads. Owing to effect modification by parent problem recognition (p<0.01), two unique familial transmission of help-seeking pathways emerged. When parent problem recognition was present, parent self help-seeking history reduced adolescent help-seeking net of controls. In contrast, when parent problem recognition was absent, parent self help-seeking history increased adolescent help-seeking net of controls. Our findings provide evidence of familial transmission of mental health help-seeking behaviors, but the direction of influence fundamentally depends on parent recognition of a mental health problem in their adolescent in order to reveal intergenerationally transmitted processes. The findings support our hypotheses that familial transmission of help-seeking starts early in adolescence and is likely influenced by parent modeling and gatekeeping, though explanations for the patterns observed, such as short- and long-term positive and negative mixed impacts of past help-seeking experiences of parents, require further study to ascertain.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    社会学习是从他人如何与环境互动的观察中学习。然而,在自然界中,个人通常需要处理连续的社会信息,并且可能倾向于最新的信息(最近的偏见),不断更新知识以适应环境,或系列中首先出现的信息(首要偏见),这可能会减缓对环境变化的调整。在与伴侣选择相符有关的伴侣选择背景下,伴侣复制是一种广泛的社会学习形式,并且一个天真的个体对特定物种选择的给定配偶(或配偶表型)产生偏好。在大多数脊椎动物分类群和果蝇果蝇中都有配对复制记录。这里,我们通过展示雌性果蝇与两种颜色对比的雄性表型之一交配的图片,通过实验测试了雌性果蝇是否表现出首要性或近因性偏见。我们发现在连续两次相互矛盾的演示之后,雌性表现出倾向于偏爱在第一次演示中首选的表型的雄性,这表明黑腹D.melanogaster中的交配复制不是基于最近观察到的交配,并且可能受到某种形式的首要偏见的影响。
    Social learning is learning from the observation of how others interact with the environment. However, in nature, individuals often need to process serial social information and may favour either the most recent information (recency bias), constantly updating knowledge to match the environment, or the information that appeared first in the series (primacy bias), which may slow down adjustment to environmental change. Mate-copying is a widespread form of social learning in a mate choice context related to conformity in mate choice, and where a naive individual develops a preference for a given mate (or mate phenotype) seen being chosen by conspecifics. Mate-copying is documented in most vertebrate taxa and in the fruit fly Drosophila melanogaster. Here, we tested experimentally whether female fruit flies show a primacy or a recency bias by presenting pictures of a female copulating with one of two contrastingly coloured male phenotypes. We found that after two sequential contradictory demonstrations, females show a tendency to prefer males of the phenotype preferred in the first demonstration, suggesting that mate-copying in D. melanogaster is not based on the most recently observed mating and may be influenced by a form of primacy bias.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    了解社会活动与疾病动态之间的相互作用对于有效的公共卫生干预至关重要。最近使用行为-疾病耦合模型的研究假设了同质人群。然而,人口异质性,比如不同的社会群体,不能忽视。在这项研究中,我们将人群分为社交媒体用户和非用户,并调查了同质性(个体与他人相似的倾向)和在线事件对疾病动态的影响。我们的结果表明,同性恋阻碍了疫苗接种策略的采用,将方法加速到一个临界点,在这个临界点之后,人口收敛到一个没有疫苗摄取的地方性平衡。此外,我们发现在线事件可以显著影响疾病动态,社交媒体平台上的早期讨论作为潜在疾病爆发的预警信号。我们的模型提供了对这些现象的潜在机制的见解,并强调了在疾病建模和公共卫生策略中考虑同质性的重要性。
    Understanding the interplay between social activities and disease dynamics is crucial for effective public health interventions. Recent studies using coupled behavior-disease models assumed homogeneous populations. However, heterogeneity in population, such as different social groups, cannot be ignored. In this study, we divided the population into social media users and non-users, and investigated the impact of homophily (the tendency for individuals to associate with others similar to themselves) and online events on disease dynamics. Our results reveal that homophily hinders the adoption of vaccinating strategies, hastening the approach to a tipping point after which the population converges to an endemic equilibrium with no vaccine uptake. Furthermore, we find that online events can significantly influence disease dynamics, with early discussions on social media platforms serving as an early warning signal of potential disease outbreaks. Our model provides insights into the mechanisms underlying these phenomena and underscores the importance of considering homophily in disease modeling and public health strategies.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:人类学习在不确定性下展开。不确定性是异质的,不同的形式对学习产生不同的影响。虽然人们可能不确定该怎么做才能最大限度地提高回报,被称为政策不确定性,人们也可能不确定一般的世界知识,被称为认知不确定性。在复杂和自然的环境中,如社会世界,自适应学习可能取决于在关注和解决每种类型的不确定性之间取得平衡。先前的工作表明,焦虑的人——威胁和不确定性敏感性增加的人——从厌恶的结果中学习得更少,尤其是随着结果变得更加不确定。学习者如何在关注这些不同的不确定性来源以成功了解他们的社会环境之间进行自适应权衡?
    方法:我们开发了一种新颖的眼动跟踪方法,以基于凝视模式和瞳孔直径(唤醒的生理估计)来捕获政策和认知不确定性的高度精细估计结果:这些经验得出的不确定性度量表明,人类(N=94)可以灵活地在解决策略和避免认知不确定性之间进行适应性转换,从而然而,那些焦虑增加的人(N=49)不会灵活地在解决政策和认知不确定性之间切换,取而代之的是表达更少的不确定性总体结论:结合建模和眼动跟踪技术,我们表明,焦虑患者的学习改变源于对政策不确定性和僵化选择政策的不敏感,导致与不信任的人的不适应行为。
    BACKGROUND: Human learning unfolds under uncertainty. Uncertainty is heterogeneous with different forms exerting distinct influences on learning. While one can be uncertain about what to do to maximize rewarding outcomes, known as policy uncertainty, one can also be uncertain about general world knowledge, known as epistemic uncertainty. In complex and naturalistic environments such as the social world, adaptive learning may hinge on striking a balance between attending to and resolving each type of uncertainty. Prior work illustrates that people with anxiety-those with increased threat and uncertainty sensitivity-learn less from aversive outcomes, particularly as outcomes become more uncertain. How does a learner adaptively trade-off between attending to these distinct sources of uncertainty to successfully learn about their social environment?
    METHODS: We developed a novel eye-tracking method to capture highly granular estimates of policy and epistemic uncertainty based on gaze patterns and pupil diameter (a physiological estimate of arousal) RESULTS: These empirically derived uncertainty measures reveal that humans (N = 94) flexibly switch between resolving policy and epistemic uncertainty to adaptively learn about which individuals can be trusted and which should be avoided. However, those with increased anxiety (N = 49) do not flexibly switch between resolving policy and epistemic uncertainty, and instead express less uncertainty overall CONCLUSIONS: Combining modeling and eye-tracking techniques, we show that altered learning in people with anxiety emerges from an insensitivity to policy uncertainty and rigid choice policies, leading to maladaptive behaviors with untrustworthy people.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • DOI:
    文章类型: Journal Article
    蜜蜂一直是研究社会学习的优秀模型系统-动物根据对其他个体的观察改变其行为的能力。研究人员调查了蜜蜂社会学习的几个方面,包括它如何导致文化传统。最近的一项研究还认为,蜜蜂有能力在社会上学习他们自己无法创新的行为。为了更好地理解这些发现,我回顾了我们对蜜蜂社会学习机制的了解,并利用这些发现来比较蜜蜂和人类的社会学习和文化。研究结果表明,蜜蜂看似复杂的社会行为可能源于一般学习的简单机制。我强调了研究认知机制的重要性,以及它们在不同动物之间的差异。
    Bees have been excellent model systems to study social learning - the ability of animals to change their behaviour based on observations of other individuals. Researchers have investigated several aspects of social learning in bees, including how it can lead to cultural traditions. A recent study also argues that bees have the capacity to socially learn behaviours that they could not innovate on their own. To understand these findings better, I review what we know about the mechanisms underlying social learning in bees and use these findings to compare social learning and culture in bees and humans. The findings suggest that the seemingly complex social behaviours of bees could arise from simple mechanisms underlying learning in general. I highlight the importance of investigating cognitive mechanisms and how they might differ across animals.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    社会学习是许多物种用来有效获取有关其环境信息的机制。尽管许多动物生活在其他物种成员存在的环境中,关于种间社会学习知之甚少。驯化和城市化的物种提供了调查非人类动物是否可以从异类中学习的机会,例如人类,他们是社会景观的组成部分。尽管家犬犬已经被深入研究了它们向人类学习的能力,大多数研究都集中在像宠物一样生活的狗上。然而,自由放养的狗代表了世界上大多数狗的数量,它们和人类生活在一起,清除人类垃圾,并且受到自然和性选择的影响。因此,自由放养的狗广泛接触人类和他们的文物提供了机会,在自然主义的环境中研究种间社会学习,向人类学习可能对他们有好处。在这里,我们在受试者之间的设计中测试了单个自由放养的狗:对照组中的狗可以自发地在两个新颖且不同图案的食物递送盒之间进行选择。在实验组中,相反,狗可以首先观察到一个陌生的人接近并从2个盒子中的1个吃东西。我们提供了第一个证据,证明自由放养的狗与陌生人类的选择相匹配。这些结果表明,至少简单形式的种间社会学习可能参与狗在复杂的城市化环境中与人类一起生活的成功。
    Social learning is a mechanism used by many species to efficiently gain information about their environment. Although many animals live in an environment where members of other species are present, little is known about interspecific social learning. Domesticated and urbanized species provide the opportunity to investigate whether nonhuman animals can learn from heterospecifics such as humans, who are integral parts of their social landscape. Although domestic dogs Canis familiaris have been intensively researched for their ability to learn from humans, most studies have focused on dogs living as pets. However, free-ranging dogs represent the majority of the world\'s dog population, they live alongside humans, scavenge on human refuse, and are subject to natural and sexual selection. Thus, free-ranging dogs with extensive exposure to humans and their artifacts provide the opportunity to investigate interspecific social learning in a naturalistic setting, where learning from humans might be a benefit for them. Here we tested individual free-ranging dogs in a between-subject design: Dogs in the control group could spontaneously choose between two novel and differently patterned food-delivering boxes. In the experimental group, instead, dogs could first observe an unfamiliar human approaching and eating from 1 of the 2 boxes. We provide the first evidence that free-ranging dogs match the choice of an unfamiliar human. These results show that at least simple forms of interspecific social learning might be involved in dogs\' success in living alongside humans in a complex urbanized environment.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    对于强化学习代理来说,要在现实的时间内完成试错,在学习过程中有必要限制探索的范围。然而,限制勘探范围意味着对最优性的限制:代理人可能陷入次优解。这是当地的性质,自下而上的学习方式。另一种方法是设定一个要实现的目标,这是一个更全球化的,自上而下的方式。风险敏感满意度fiCing(RS)值函数包含,作为后一种方法,将满足原理引入到强化学习中,使智能体能够快速收敛到利用最优解,而不会陷入次优解,当一个适当的目标(愿望水平)给出。然而,如何最好地确定期望水平仍然是一个悬而未决的问题。这项研究提出了社会满意度,多智能体强化学习框架,通过多个智能体之间的信息共享来确定期望水平。为了验证该方法的有效性,我们在具有许多次优目标的学习环境中进行了模拟(SuboptimiaWorld)。结果表明,所提出的方法,将情节水平的抽吸水平转换为局部(状态)抽吸水平,具有比任何比较方法更高的学习效率,新方法具有自主调整勘探范围的能力,同时保持共享信息最少。这项研究提供了人类和生物社会性的一个方面,在人工智能和机器学习的背景下很少被提及。
    For a reinforcement learning agent to finish trial-and-error in a realistic time duration, it is necessary to limit the scope of exploration during the learning process. However, limiting the exploration scope means limitation in optimality: the agent could fall into a suboptimal solution. This is the nature of local, bottom-up way of learning. An alternative way is to set a goal to be achieved, which is a more global, top-down way. The risk-sensitive satisficing (RS) value function incorporate, as a method of the latter way, the satisficing principle into reinforcement learning and enables agents to quickly converge to exploiting the optimal solution without falling into a suboptimal one, when an appropriate goal (aspiration level) is given. However, how best to determine the aspiration level is still an open problem. This study proposes social satisficing, a framework for multi-agent reinforcement learning which determines the aspiration level through information sharing among multiple agents. In order to verify the effectiveness of this novel method, we conducted simulations in a learning environment with many suboptimal goals (SuboptimaWorld). The results show that the proposed method, which converts the aspiration level at the episodic level into local (state-wise) aspiration levels, possesses a higher learning efficiency than any of the compared methods, and that the novel method has the ability to autonomously adjust exploration scope, while keeping the shared information minimal. This study provides a glimpse into an aspect of human and biological sociality which has been mentioned little in the context of artificial intelligence and machine learning.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    人类直接学习两者,根据自己的经验,通过社交,从别人的经验。他们还经常整合这两种知识来源来做出预测和选择。我们假设,当面临将交流信息整合到个人经验中的需要时,人们将以更高的准确性代表有经验的样本的平均值。在两个实验中,Mturk用户估计了连续且快速呈现的数字序列的平均值,这些数字序列表示表面上由不同提供商在众包平台上支付的奖金。与没有这种期望的参与者相比,期望将这些值与有关奖金可能变化的口头信息整合在一起的参与者在提取值的手段方面更为准确。虽然我们的研究集中在社交信息上,观察到的效果可能会扩展到其他形式的信息集成。我们建议,经验与其他信息的预期整合有助于个人经验的抽象表示。
    Humans learn both directly, from own experience, and via social communication, from the experience of others. They also often integrate these two sources of knowledge to make predictions and choices. We hypothesized that when faced with the need to integrate communicated information into personal experience, people would represent the average of experienced exemplars with greater accuracy. In two experiments, Mturk users estimated the mean of consecutively and rapidly presented number sequences that represented bonuses ostensibly paid by different providers on a crowdsource platform. Participants who expected integrating these values with verbal information about possible change in bonuses were more accurate in extracting the means of the values compared to participants who did not have such expectation. While our study focused on socially communicated information, the observed effect may potentially extend to other forms of information integration. We suggest that expected integration of experience with additional information facilitates an abstract representation of personal experiences.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    学习理论为家庭暴力提供了解释;它们还可以帮助我们理解接触运动与家庭暴力之间的关系。值得注意的是,体育赛事中使用的语言和运动员的行为在场上和场下都会受到奖励,这会影响观众的行为。Adubato(2016)发现家庭暴力逮捕的增加与费城老鹰队足球比赛的开球时间之间存在统计上的显着关系。这里,我们将这项工作复制并扩展到芝加哥和波士顿。我们检查定量,芝加哥和波士顿警察局的每小时数据,并比较了8小时内平均熊队和爱国者队(足球)开球时间的家庭暴力逮捕平均数,分别,在非足球周日的同一时间段,重大假期,以及几天的竞争对手黑鹰队和熊队(曲棍球)比赛,分别。结果显示,仅在芝加哥的曲棍球比赛和非足球周日之间,平均家庭暴力逮捕人数存在显着差异。这项工作强调了背景在全国范围内审查家庭暴力的重要性,并对职业体育组织的家庭暴力政策产生了影响。
    Learning theories provide explanations for domestic violence; they can also aid in our understanding of the relation between contact sports and domestic violence. Notably, language used during sporting events and athletes\' behaviors being rewarded both on and off the field can influence the behaviors of viewers. Adubato (2016) found a statistically significant relation between an increase in domestic violence arrests and the kick-off times of Philadelphia Eagles football games. Here, we replicate and extend this work to Chicago and Boston. We examine quantitative, hourly data from the Chicago and Boston Police Departments and compare mean domestic violence arrests in an 8-hour period from the average Bears\' and Patriots\' (football) kick-off times, respectively, to the same time period on non-football Sundays, major holidays, and days of rival Blackhawks\' and Bruins\' (hockey) games, respectively. Results show a significant difference in average domestic violence arrests between hockey games and non-football Sundays in Chicago only. This work highlights the importance of context in examining domestic violence nationally and has implications for domestic violence policies in professional sports\' organizations.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:社会环境中的公共卫生教育(PHE)在减轻公共卫生事件的影响中起着至关重要的作用,尤其是最近全球事件的激增。社会学习理论(SLT)为实施PHE提供了坚实的理论基础。这项研究的目的是使用SLT对PHE进行系统的范围审查,综合目标人群,研究类型,主要发现,和未来的方向。
    方法:本研究遵循系统评价的首选报告项目和范围评价的Meta分析扩展(PRISMA-ScR)指南。我们对五个电子数据库进行了全面搜索(WebofScience,Scopus,PubMed,ProQuest,和APAPsycInfo),用于使用SLT与PHE相关的英文文章。两名审稿人独立筛选标题和摘要。描述性统计用于分析研究中包含的文章的特征,然后对结果进行全面的叙述分析。
    结果:使用SLT的PHE研究主要集中在青少年,学生,特殊患者,和弱势群体。研究样本包括七种研究类型和九种常用的实验方法。确定了使用SLT的PHE的四种模式,并总结了四种类型的研究成果。
    结论:基于SLT的PHE研究可以优先用于预防广泛的传染病,传播基本公共卫生信息,帮助患有特殊疾病的患者。为了加强PHE的实施,研究人员和政策制定者应整合线上和线下健康教育资源,确保最新信息的可访问性,并利用PHE中的数字技术。将在社会学习环境中建立更具互动性和参与性的健康教育课程,以鼓励公众参与PHE。
    BACKGROUND: Public health education (PHE) in social environments plays a crucial role in mitigating the impact of public health events, especially with the recent surge in global incidents. Social learning theory (SLT) provides a strong theoretical foundation for implementing PHE. The objective of this study is to conduct a systematic scoping review of PHE using SLT, synthesizing the target populations, types of research, main findings, and future directions.
    METHODS: The study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analysis Extension for Scoping Review (PRISMA-ScR) guidelines. We conducted a comprehensive search of five electronic databases (Web of Science, Scopus, PubMed, ProQuest, and APA PsycInfo) for English articles related to PHE using SLT. Two reviewers independently screened the titles and abstracts. Descriptive statistics were utilized to analyze the characteristics of the articles included in the study, followed by a comprehensive narrative analysis of the results.
    RESULTS: Research on PHE using SLT mainly focuses on adolescents, students, special patients, and vulnerable populations. The study sample includes seven research types and nine commonly used experimental methods. Four modes of PHE using SLT are identified, along with four types of summarized research results.
    CONCLUSIONS: PHE research based on SLT can be prioritized for preventing widespread infectious diseases, spreading fundamental public health information, and assisting patients with particular illnesses. To enhance the implementation of PHE, researchers and policymakers should integrate online and offline health education resources, ensure the accessibility of up-to-date information, and leverage digital technologies in PHE. More highly interactive and participatory health education courses will be established in social learning environments to encourage public participation in PHE.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号