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Enhancing or Compensating? Role of On- and Offline Social Capital and Technological Self-Efficacy on Subjective Well-Being among Immigrants and Natives. 增强还是补偿?线上线下社会资本和技术自我效能对移民和本地人主观幸福感的作用》。
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-10-09 DOI: 10.1089/cyber.2024.0152
Nari Yoo, Sou Hyun Jang

The ability and self-efficacy to utilize the internet and technological devices has become critical during the COVID-19 pandemic. By examining the role of on- and offline social capital as a moderator in the relationship between technological self-efficacy (TSE) and subjective well-being, this study aims to contribute to the understanding of whether the social compensation or social enhancement hypotheses explain the well-being of immigrants in South Korea during the COVID-19 pandemic. We analyzed data from the 2020 Digital Divide Survey of immigrants (n = 700) and native-born Koreans (n = 6,910) aged ≥18 years. In the ordinary least squares regression model, subjective well-being (SWB) was the dependent variable and TSE was the independent variable. Online social capital, including bonding and bridging, was the moderating variable. Moreover, we tested the moderated moderation of nativity and on- and offline social capital. The results showed that bonding and bridging on- and offline social capital played a positive role in the SWB of both immigrants and native-born Koreans; bridging played a greater role among immigrants than among native-born Koreans. Furthermore, the interaction between TSE and online bonding social capital has a stronger association with the SWB of immigrants, as supported by the moderated moderation model. In line with the social enhancement hypothesis, immigrants with more online bonding social capital showed a stronger positive association between TSE and subjective well-being. Our results suggest that culturally adapted technological education for immigrants can be tailored to meet their unique needs and experiences.

在 COVID-19 大流行期间,利用互联网和技术设备的能力和自我效能变得至关重要。通过研究线上和线下社会资本在技术自我效能(TSE)与主观幸福感之间的调节作用,本研究旨在帮助人们理解社会补偿假说或社会增强假说是否能解释 COVID-19 大流行期间韩国移民的幸福感。我们分析了 2020 年数字鸿沟调查中年龄≥18 岁的移民(n = 700)和土生土长的韩国人(n = 6910)的数据。在普通最小二乘法回归模型中,主观幸福感(SWB)是因变量,TSE 是自变量。在线社会资本(包括纽带和桥梁)是调节变量。此外,我们还检验了原籍、线上和线下社会资本的调节作用。结果表明,在线和离线社会资本中的纽带和桥梁作用对移民和土生韩国人的 SWB 都起到了积极作用;在移民中,桥梁作用比土生韩国人更大。此外,TSE 与在线纽带型社会资本之间的交互作用与移民的 SWB 有更强的关联,这一点得到了缓和调节模型的支持。与社会增强假说一致的是,拥有更多在线联系社会资本的移民在 TSE 与主观幸福感之间表现出更强的正相关性。我们的研究结果表明,针对移民的文化适应性技术教育可以满足他们的独特需求和体验。
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引用次数: 0
Negative Affect Following Dating Application Use is Predicted by Social Anxiety Symptoms and Match Rate. 社交焦虑症状和匹配率可预测使用约会应用程序后产生的负面情绪
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-10-29 DOI: 10.1089/cyber.2023.0604
Ariella P Lenton-Brym, Candice M Monson, Julia Spaniol, Gillian Shoychet, Kristen M Hernandez, Martin M Antony

Social rejection is a common and unavoidable experience for users of dating apps. Research suggests that socially anxious individuals may be particularly likely to use dating apps to establish intimate relationships, given their preference for online (vs. face-to-face) communication. However, social anxiety (SA) symptoms are associated with heightened negative affect and decreased prosocial behavior following social rejection, suggesting that exposure to dating app rejection has deleterious consequences in this population. This study examined whether SA symptoms and social rejection (vs. acceptance) feedback interact to predict participants' negative and positive affect and social engagement with dating app matches. Participants (N = 128) evaluated for SA symptoms were randomly assigned to receive high or low match rate feedback on a simulated dating application task. SA symptoms were negatively associated with positive affect following high match rate feedback and positively associated with negative affect following low match rate feedback. SA symptoms were negatively associated with self-reported likelihood of contact initiation with matches. Results suggest that high socially anxious individuals are more susceptible to negative repercussions of social rejection on dating applications.

对于约会应用程序的用户来说,社交排斥是一种常见且不可避免的经历。研究表明,社交焦虑症患者可能特别倾向于使用约会应用程序来建立亲密关系,因为他们更喜欢在线交流(而不是面对面交流)。然而,社交焦虑(SA)症状与社交拒绝后负面情绪的增加和亲社会行为的减少有关,这表明约会应用程序的拒绝会对这一人群产生有害影响。本研究考察了 SA 症状和社交拒绝(与接受)反馈是否会相互作用,从而预测参与者的消极和积极情绪,以及与约会软件匹配者的社交参与。对 SA 症状进行评估的参与者(N = 128)被随机分配到一个模拟约会应用程序任务中,接受高匹配率或低匹配率反馈。SA症状与高匹配率反馈后的积极情绪呈负相关,而与低匹配率反馈后的消极情绪呈正相关。社交焦虑症状与自我报告的与匹配者开始联系的可能性呈负相关。研究结果表明,社交焦虑高的人在约会申请中更容易受到社交拒绝的负面影响。
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引用次数: 0
Humanity's Evolving Conversations: AI as Confidant, Coach, and Companion. 人类不断发展的对话:作为知己、教练和伴侣的人工智能。
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-07-18 DOI: 10.1089/cyber.2024.0387
Brenda K Wiederhold
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引用次数: 0
Improving Well-Being Through Digital Detoxification Among Social Media Users: A Systematic Review and Meta-Analysis. 通过社交媒体用户的数字排毒来改善幸福感:系统回顾与元分析》。
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-09-30 DOI: 10.1089/cyber.2023.0742
Sameer Ansari, Naved Iqbal, Ahmad Azeem, Kainaat Danyal

Digital detoxification is a conscious disconnection from all smartphone activities for a certain period of time, which has been undertaken as effective by researchers to improve well-being, but studies found inconsistent results, with a primary focus on negative well-being, thus necessitating a need to focus on the positive aspect. As a result, the current study conducted a systematic review and meta-analysis to assess digital detoxification and its influence on users subjective and psychological well-being (PWB). A comprehensive search (up to November 19, 2023) across databases such as PubMed, Scopus, Web of Science, Pro-Quest, and Google Search yielded a total of 26 eligible studies (18 for meta-analysis) comprising 8,147 participants (Mage = 25.20 years). The Studies' quality was assessed using Cochrane's updated Risk of Bias Tool, and statistical analysis was performed in R Studio. Digital detoxification was found to be effective in improving subjective well-being (SWB) (Standardized mean difference [SMD] = 0.21, 95% CI: 0.06, 0.34; p < 0.01, I2 = 73.6%, n = 14 papers), as well as PWB (SMD = 0.27, 95% CI: 0.09, 0.46; p < 0.05; I2 = 0.0%, n = 4 papers). Notably, we detected no publication bias but addressed funnel plot asymmetry using Trim & Fill. Moderation analysis revealed the impact of internet coverage, developmental status, location, intervention effectiveness, and risk of bias on the estimated effect size for SWB. Meta-regression highlighted the significant influence of mean age, and although no potential outliers were identified, influential plots are provided for transparency. Our findings consolidate the efficacy of digital detoxification, emphasizing the need for nuanced consideration of study factors. This study contributes to the ongoing discourse on digital well-being, offering valuable insights for researchers, practitioners, and policymakers.

数字排毒是指在一段时间内有意识地断开与所有智能手机活动的连接,研究人员认为这种方法能有效提高幸福感,但研究发现结果并不一致,主要集中在消极幸福感方面,因此有必要关注积极方面。因此,本研究进行了系统回顾和荟萃分析,以评估数字排毒及其对用户主观心理健康(PWB)的影响。通过对 PubMed、Scopus、Web of Science、Pro-Quest 和 Google Search 等数据库进行全面检索(截至 2023 年 11 月 19 日),共获得 26 项符合条件的研究(18 项用于荟萃分析),包括 8,147 名参与者(Mage = 25.20 岁)。研究质量由 Cochrane 更新的偏倚风险工具进行评估,统计分析由 R Studio 进行。研究发现,数字排毒可有效改善主观幸福感(SWB)(标准化平均差 [SMD] = 0.21,95% CI:0.06,0.34;P < 0.01,I2 = 73.6%,n = 14 篇论文)以及脉搏搏波(SMD = 0.27,95% CI:0.09,0.46;P < 0.05;I2 = 0.0%,n = 4 篇论文)。值得注意的是,我们没有发现发表偏倚,但使用修剪与填充法解决了漏斗图不对称的问题。调节分析显示了互联网覆盖率、发展状况、地点、干预效果和偏倚风险对估计的 SWB 效果大小的影响。元回归凸显了平均年龄的重要影响,虽然没有发现潜在的异常值,但为了透明起见,我们提供了影响图。我们的研究结果巩固了数字排毒的功效,强调了对研究因素进行细致考虑的必要性。这项研究为当前有关数字福祉的讨论做出了贡献,为研究人员、从业人员和政策制定者提供了有价值的见解。
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引用次数: 0
Does Socioeconomic Status Moderate the Association Between Screen Time, Mobile Phone Use, Social Networks, Messaging Applications, and Mental Health Among Adolescents? 社会经济地位是否会调节青少年屏幕时间、手机使用、社交网络、信息应用与心理健康之间的关系?
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-10-29 DOI: 10.1089/cyber.2024.0064
María Eugenia Visier-Alfonso, José Francisco López-Gil, Arthur Eumann Mesas, Estela Jiménez-López, Shkelzen Cekrezi, Vicente Martínez-Vizcaíno

The aim of this study was to examine the relationship between different screen time (ST)-related behaviors and mental health conditions such as depression, anxiety, and stress. In addition, this study aimed to determine the moderating role of socioeconomic status (SES). This was a cross-sectional study and included data from 620 adolescents, aged 12-17 years, from the Valle de Ricote, Region of Murcia, Spain. Mental health was assessed using the Depression, Anxiety, and Stress Scale (DASS-21). Overall ST, mobile phone use, social network use, and messaging application use were measured using validated questionnaires. SES was assessed using the Family Affluence Scale-III. The results indicated that overall ST was significantly associated with symptoms of depression at the mean SES (unstandardized beta coefficient [B] = 0.005, p = 0.023) and 1 standard deviation (SD) below the mean (B = 0.007, p = 0.011), and with stress only 1 SD below the mean (B = 0.006, p = 0.011). No significant associations were found for anxiety and stress across all socioeconomic levels. Mobile phone use exhibited a strong positive association with symptoms of depression (B = 0.891, p < 0.001), anxiety (B = 0.530, p = 0.014), and stress (B = 0.790, p < 0.001) at 1 SD below the mean SES. Similar patterns were observed for mean SES, albeit with slightly weaker associations. Conversely, social network use was positively associated with all three DASS-21 scales, particularly at 1 SD below the mean SES, with the strongest associations found for symptoms of depression (B = 0.327, p < 0.001), anxiety (B = 0.325, p < 0.001), and stress (B = 0.318, p < 0.001). Furthermore, messaging application use did not show significant associations with symptoms of depression, anxiety, or stress across any SES levels. In conclusion, social inequalities may influence the associations between various ST-related behavior and symptoms of depression, anxiety, and stress among adolescents. These findings may have implications for the design of effective interventions to improve symptoms of depression, anxiety, and stress in this population.

本研究旨在探讨与屏幕时间(ST)相关的各种行为与抑郁、焦虑和压力等心理健康问题之间的关系。此外,本研究还旨在确定社会经济地位(SES)的调节作用。这是一项横断面研究,包括来自西班牙穆尔西亚地区里科特山谷的 620 名 12-17 岁青少年的数据。心理健康采用抑郁、焦虑和压力量表(DASS-21)进行评估。总体 ST、手机使用情况、社交网络使用情况和信息应用程序使用情况则通过有效问卷进行测量。社会经济地位通过家庭富裕程度量表-III进行评估。结果表明,总体 ST 与平均 SES(非标准化贝塔系数 [B] = 0.005,p = 0.023)和低于平均值 1 个标准差(SD)(B = 0.007,p = 0.011)的抑郁症状明显相关,而与低于平均值 1 个标准差(SD)的压力明显相关(B = 0.006,p = 0.011)。在所有社会经济水平中,焦虑和压力均无明显关联。手机使用与抑郁症状(B = 0.891,p < 0.001)、焦虑症状(B = 0.530,p = 0.014)和压力症状(B = 0.790,p < 0.001)在低于平均社会经济水平 1 SD 时呈现出强烈的正相关。在平均社会经济地位方面也观察到类似的模式,尽管关联性稍弱。相反,社交网络的使用与所有三个 DASS-21 量表均呈正相关,尤其是在低于平均 SES 1 SD 时,与抑郁症状(B = 0.327,p < 0.001)、焦虑(B = 0.325,p < 0.001)和压力(B = 0.318,p < 0.001)的相关性最强。此外,在任何社会经济地位水平上,信息应用程序的使用与抑郁、焦虑或压力症状都没有显著关联。总之,社会不平等可能会影响与 ST 有关的各种行为与青少年抑郁、焦虑和压力症状之间的关联。这些发现可能会对设计有效的干预措施以改善这一人群的抑郁、焦虑和压力症状产生影响。
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引用次数: 0
How Video Passthrough Headsets Influence Perception of Self and Others. 视频直通耳麦如何影响自我和他人的感知?
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-10-22 DOI: 10.1089/cyber.2024.0398
Monique Santoso, Jeremy Bailenson

With the increasing adoption of mixed reality (MR) headsets with video passthrough functionality, concerns over perceptual and social effects have surfaced. Building on prior qualitative findings,1 this study quantitatively investigates the impact of video passthrough on users. Forty participants completed a body transfer task twice, once while wearing a headset in video passthrough and once without a headset. Using video passthrough induced simulator sickness, created social absence (another person in the physical room feels less present), altered self-reported body schema, and distorted distance perception. On the other hand, compared with past research that showed perceptual aftereffects from video passthrough, the current study found none. We discuss the broader implications for the widespread adoption of MR headsets and their impact on theories surrounding presence and body transfer.

随着具有视频直通功能的混合现实(MR)头戴式设备被越来越多地采用,人们对其感知和社交效果的担忧也随之浮出水面。本研究以之前的定性研究结果1 为基础,定量研究了视频直通对用户的影响。40 名参与者完成了两次肢体转移任务,一次是戴着耳机进行视频直通,另一次是不戴耳机。使用视频直通会诱发模拟器病,造成社交缺失(感觉物理房间中的另一个人不那么存在),改变自我报告的身体图式,并扭曲距离感知。另一方面,过去的研究显示视频直通会产生知觉后效,而本研究则没有发现任何后效。我们讨论了磁共振耳麦的广泛应用及其对存在感和身体转移理论的影响。
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引用次数: 0
Unmasking Deception: Strategies to Combat AI-Driven Disinformation. 揭开欺骗的面纱:打击人工智能驱动的虚假信息的策略。
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-09-23 DOI: 10.1089/cyber.2024.0467
Brenda K Wiederhold
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引用次数: 0
A Technology-Supported Psychoeducational Intervention for Older Adults and Their Families to Improve Social Isolation, Loneliness, and Intergenerational Connectedness-A Randomized Controlled Study. 针对老年人及其家庭的技术辅助心理教育干预,以改善社会隔离、孤独感和代际联系--随机对照研究。
IF 4.2 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-11-01 Epub Date: 2024-10-04 DOI: 10.1089/cyber.2023.0549
Janina Müller, Xiang Zhao, Heather M Foran

Information and communication technologies (ICT) provide digital tools to support and facilitate social engagement. However, the extent to which new ICTs, such as instant messaging, and training on its use, enhance intergenerational family interactions and reduce social isolation and loneliness needs further exploration. In the present study, we developed a brief psychoeducational intervention to promote older adults and their family members (N = 64) to use new technologies to increase communication with each other. With a randomized controlled trial design, we evaluated the effectiveness of the intervention in changing primarily participants' intergenerational interactions, perceived social isolation, and loneliness. Through repeated-measures analysis of variance, an overall condition by time effect was found in younger family members such that contact frequency improved in the intervention condition compared with the waitlist control condition. Using a dyadic framework, we further investigated the role of the intervention in fostering interactions among family members. Dyadic analyses showed a partner effect with contact frequency in younger adults at pre-assessment predicting contact frequency of older adults at post-assessment. This suggests that support and encouragement from younger family members could increase intergenerational interactions and technology adoption among older adults. Moreover, online phone calls served as a promising tool to enhance intergenerational communication; higher user satisfaction was associated with increased ICT use, perceived usefulness, and fewer barriers to technology. This study provides preliminary findings on the effectiveness of ICT-based interventions for engaging older adults and their family members in the use of newer technologies to promote intergenerational interactions and reduce social isolation.

信息与传播技术(ICT)提供了支持和促进社会参与的数字工具。然而,新的信息和通信技术(如即时通讯)及其使用培训能在多大程度上促进代际家庭互动,减少社会隔离和孤独感,还需要进一步探讨。在本研究中,我们开发了一种简短的心理教育干预措施,以促进老年人及其家庭成员(64 人)使用新技术来增加彼此间的交流。通过随机对照试验设计,我们评估了干预措施在改变主要参与者的代际互动、社会隔离感和孤独感方面的效果。通过重复测量方差分析,我们发现在年轻家庭成员中存在着整体的时间条件效应,与等待对照组相比,干预组的联系频率有所提高。我们还采用了二元框架,进一步研究了干预措施在促进家庭成员间互动方面的作用。通过分析发现,在评估前,年轻人的接触频率可以预测老年人在评估后的接触频率。这表明,年轻家庭成员的支持和鼓励可以增加代际互动和老年人对技术的采用。此外,在线电话也是加强代际沟通的一个很有前景的工具;用户满意度越高,信息和通信技术的使用率就越高,感知到的有用性就越高,技术障碍就越少。这项研究就基于信息和通信技术的干预措施的有效性提供了初步结论,这些干预措施旨在让老年人及其家庭成员参与使用更新的技术,以促进代际互动并减少社会隔离。
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引用次数: 0
Exploring the Relationship Between Social Media Use and Symptoms of Depression and Anxiety Among Children and Adolescents: A Systematic Narrative Review. 探索儿童和青少年使用社交媒体与抑郁和焦虑症状之间的关系:系统性叙事回顾
IF 6.6 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-10-24 DOI: 10.1089/cyber.2023.0456
Naila Saleem,Paul Young,Saman Yousuf
Social media use is ubiquitous to the lives of children and adolescents. The body of research investigating its potential impact on mental health has risen exponentially. We systematically reviewed the present literature exploring potential linkages between social media use and symptoms of depression and anxiety in this vulnerable group. Using the Preferred Reporting Items for Systematic Reviews and Meta-analyses framework, articles were searched across Medline, EMBASE, CINAHL, and PsycINFO databases from inception to February 2024. Quantitative studies with social media as exposure and anxiety/depressive symptoms as outcomes in children and adolescents 5-18 years of age were included. Of the 4850 studies retrieved, 67 fulfilled the inclusion criteria. The most frequent measures of social media were "time spent on social media" and "frequency of use." Depressive symptoms were the outcome of 61 studies, whereas anxiety was measured in 27 studies. Most studies were of fair quality (n = 53). A meta-analysis was not possible due to study heterogeneity. Our review shows that (1) problematic social media use is associated with depressive and anxiety symptoms among children and adolescents, (2) duration of social media use was more consistently linked with anxiety and depression in girls compared with boys, and (3) mediating and moderating mechanisms were sleep deprivation, social comparison, and feedback-seeking behaviors, exercise, social support, and type of social media use. Qualitative work and robust large-scale longitudinal observations using a person-specific approach are needed to further our understanding of the impact of social media use on depression and anxiety in children and adolescents.
在儿童和青少年的生活中,社交媒体的使用无处不在。有关社交媒体对心理健康潜在影响的研究呈指数级增长。我们系统地回顾了目前探讨社交媒体使用与这一弱势群体抑郁和焦虑症状之间潜在联系的文献。我们采用 "系统综述和荟萃分析首选报告项目 "框架,在 Medline、EMBASE、CINAHL 和 PsycINFO 数据库中检索了从开始到 2024 年 2 月的文章。纳入的定量研究以社交媒体为暴露对象,以 5-18 岁儿童和青少年的焦虑/抑郁症状为研究结果。在检索到的 4850 项研究中,有 67 项符合纳入标准。最常见的社交媒体衡量标准是 "社交媒体使用时间 "和 "使用频率"。61项研究对抑郁症状进行了测量,27项研究对焦虑症状进行了测量。大多数研究的质量尚可(n = 53)。由于研究的异质性,无法进行荟萃分析。我们的综述显示:(1) 问题社交媒体的使用与儿童和青少年的抑郁和焦虑症状有关;(2) 与男孩相比,女孩使用社交媒体的持续时间与焦虑和抑郁的关系更为一致;(3) 睡眠不足、社会比较、寻求反馈行为、运动、社会支持和社交媒体使用类型是中介和调节机制。为了进一步了解社交媒体的使用对儿童和青少年抑郁和焦虑的影响,我们需要开展定性研究,并采用针对特定人群的方法进行大规模的纵向观察。
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引用次数: 0
Evaluating for Evidence of Sociodemographic Bias in Conversational AI for Mental Health Support. 评估用于心理健康支持的人工智能对话中的社会人口偏见证据。
IF 6.6 2区 心理学 Q1 PSYCHOLOGY, SOCIAL Pub Date : 2024-10-24 DOI: 10.1089/cyber.2024.0199
Yee Hui Yeo,Yuxin Peng,Muskaan Mehra,Jamil Samaan,Joshua Hakimian,Allistair Clark,Karisma Suchak,Zoe Krut,Taiga Andersson,Susan Persky,Omer Liran,Brennan Spiegel
The integration of large language models (LLMs) into healthcare highlights the need to ensure their efficacy while mitigating potential harms, such as the perpetuation of biases. Current evidence on the existence of bias within LLMs remains inconclusive. In this study, we present an approach to investigate the presence of bias within an LLM designed for mental health support. We simulated physician-patient conversations by using a communication loop between an LLM-based conversational agent and digital standardized patients (DSPs) that engaged the agent in dialogue while remaining agnostic to sociodemographic characteristics. In contrast, the conversational agent was made aware of each DSP's characteristics, including age, sex, race/ethnicity, and annual income. The agent's responses were analyzed to discern potential systematic biases using the Linguistic Inquiry and Word Count tool. Multivariate regression analysis, trend analysis, and group-based trajectory models were used to quantify potential biases. Among 449 conversations, there was no evidence of bias in both descriptive assessments and multivariable linear regression analyses. Moreover, when evaluating changes in mean tone scores throughout a dialogue, the conversational agent exhibited a capacity to show understanding of the DSPs' chief complaints and to elevate the tone scores of the DSPs throughout conversations. This finding did not vary by any sociodemographic characteristics of the DSP. Using an objective methodology, our study did not uncover significant evidence of bias within an LLM-enabled mental health conversational agent. These findings offer a complementary approach to examining bias in LLM-based conversational agents for mental health support.
将大型语言模型(LLMs)纳入医疗保健领域凸显了在确保其有效性的同时减少潜在危害(如偏见的长期存在)的必要性。目前有关 LLMs 中是否存在偏见的证据仍不确定。在本研究中,我们提出了一种方法来调查为心理健康支持而设计的 LLM 中是否存在偏见。我们通过使用基于 LLM 的对话代理与数字标准化病人(DSP)之间的通信回路来模拟医生与病人之间的对话。与此相反,对话代理了解每个 DSP 的特征,包括年龄、性别、种族/民族和年收入。我们使用语言调查和字数统计工具对对话者的回答进行了分析,以发现潜在的系统性偏差。多变量回归分析、趋势分析和基于群体的轨迹模型被用来量化潜在的偏差。在 449 个对话中,无论是描述性评估还是多元线性回归分析,都没有证据表明存在偏差。此外,在评估整个对话过程中平均语调分数的变化时,对话代理表现出了对 DSPs 主要抱怨的理解能力,并在整个对话过程中提高了 DSPs 的语调分数。这一结果并不因 DSP 的社会人口特征而异。利用客观的方法,我们的研究没有发现启用了 LLM 的心理健康对话代理存在偏见的重要证据。这些发现为研究基于 LLM 的心理健康支持对话代理中的偏见提供了一种补充方法。
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引用次数: 0
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Cyberpsychology, behavior and social networking
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