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一种通过聊天机器人提供的干预措施,用于优化社交媒体使用并减少农村地区 LGBTQ+ 青年的孤独感:开发、可接受性、可用性、满意度和效用。

A chatbot-delivered intervention for optimizing social media use and reducing perceived isolation among rural-living LGBTQ+ youth: Development, acceptability, usability, satisfaction, and utility.

作者信息

Escobar-Viera César G, Porta Giovanna, Coulter Robert W S, Martina Jamie, Goldbach Jeremy, Rollman Bruce L

机构信息

Department of Psychiatry, School of Medicine, University of Pittsburgh, United States.

The Enhancing Triage and Utilization for Depression and Emergent Suicidality (ETUDES) Center, School of Medicine, University of Pittsburgh, United States.

出版信息

Internet Interv. 2023 Sep 9;34:100668. doi: 10.1016/j.invent.2023.100668. eCollection 2023 Dec.

DOI:10.1016/j.invent.2023.100668
PMID:37746640
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10511780/
Abstract

BACKGROUND

Lesbian, gay, bisexual, transgender, and queer/questioning (LGBTQ+) youth are at higher risk of isolation and depression than their heterosexual peers. Having access to tailored mental health resources is a documented concern for rural living LGBTQ+ youth. Social media provides access to connections to a broader and like-minded community of peers, but it also is a vehicle for negative interactions. We developed REALbot, an automated, social media-based educational intervention to improve social media efficacy, reduce perceived isolation, and bolster connections for rural living LGBTQ+ youth. This report presents data on the acceptability, feasibility, and utility of REALbot among its target audience of rural living LGBTQ+ youth.

METHODS

We conducted a week-long exploratory study with a single non-comparison group of 20 rural-living LGBTQ+ youth aged 14-19 recruited from social media to test our Facebook- and Instagram-delivered chatbot. We assessed pre- and post-test scores of social media self-efficacy, social isolation (4-item Patient-Reported Outcomes Measurement System - PROMIS), and depressive symptoms (Patient Health Questionnaire, Adolescent Version - PHQ-A). At post-test, we assessed acceptability (User Experience Questionnaire - UEQ-S), usability (Chatbot Usability Questionnaire -CUQ and Post-Study Satisfaction and Usability Questionnaire -PSSUQ), and satisfaction with the chatbot (Client Satisfaction Questionnaire - CSQ), along with two open-ended questions on 'likes' and 'dislikes' about the intervention. We compared pre- and post-test scores with standard univariate statistics. Means and standard deviations were calculated for usability, acceptability, and satisfaction. To analyze the responses to post-test open-end questions, we used a content analysis approach.

RESULTS

Acceptability of REALbot was high with UEQ-S 5.3 out of 7 (SD = 1.1) and received high usability scores with CUQ and PSSUQ (mean score (M) = 78.0, SD = 14.5 and M = 86.9, SD = 25.2, respectively), as well as high user satisfaction with CSQ (M = 24.9, SD = 5.4). Themes related to user 'likes' and 'dislikes' were organized in two main categories: usability and content provided. Participants were engaged with the chatbot, sending an average of 49.3 messages (SD = 43.6, median = 30). Pre-/post- changes in scores of perceived isolation, depressive symptoms and social media self-efficacy were not significant (p's > 0.08).

CONCLUSION

REALbot deployment was found to be feasible and acceptable, with good usability and user satisfaction scores. Participants reported changes from pre- to post-test in most outcomes of interest and effect sizes were small to medium. Additional development and a formal evaluation of feasibility and engagement with behavioral targets is warranted.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/f9f05999d00f/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/9d5fd27e29a4/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/199a500d761e/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/f2ca77712392/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/f9f05999d00f/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/9d5fd27e29a4/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/199a500d761e/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/f2ca77712392/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2f92/10511780/f9f05999d00f/gr4.jpg
摘要

背景

女同性恋、男同性恋、双性恋、跨性别者以及酷儿/性取向存疑者(LGBTQ+)青少年比异性恋同龄人面临更高的孤立和抑郁风险。农村地区的LGBTQ+青少年获取量身定制的心理健康资源是一个有据可查的问题。社交媒体为与更广泛且志同道合的同龄人社区建立联系提供了途径,但它也是负面互动的媒介。我们开发了REALbot,这是一种基于社交媒体的自动化教育干预措施,旨在提高社交媒体效能、减少感知到的孤立感,并加强农村地区LGBTQ+青少年之间的联系。本报告展示了REALbot在其目标受众——农村地区LGBTQ+青少年中的可接受性、可行性和实用性数据。

方法

我们对一个由20名年龄在14至19岁之间、来自农村地区的LGBTQ+青少年组成的非比较单组进行了为期一周的探索性研究,这些青少年是从社交媒体招募而来,以测试我们通过Facebook和Instagram提供的聊天机器人。我们评估了社交媒体自我效能感、社会孤立感(4项患者报告结局测量系统——PROMIS)和抑郁症状(患者健康问卷,青少年版——PHQ - A)的测试前和测试后分数。在测试后,我们评估了可接受性(用户体验问卷——UEQ - S)、可用性(聊天机器人可用性问卷——CUQ和研究后满意度与可用性问卷——PSSUQ)以及对聊天机器人的满意度(客户满意度问卷——CSQ),同时还有两个关于对该干预措施的“喜欢”和“不喜欢”的开放式问题。我们使用标准单变量统计方法比较了测试前和测试后的分数。计算了可用性、可接受性和满意度的均值和标准差。为了分析对测试后开放式问题的回答,我们采用了内容分析方法。

结果

REALbot的可接受性较高,UEQ - S评分为7分中的5.3分(标准差 = 1.1),在CUQ和PSSUQ上获得了较高的可用性分数(平均分(M)= 78.0,标准差 = 14.5和M = 86.9,标准差 = 25.2),以及较高的用户CSQ满意度(M = 24.9,标准差 = 5.4)。与用户“喜欢”和“不喜欢”相关的主题分为两个主要类别:可用性和提供的内容。参与者与聊天机器人互动频繁,平均发送49.3条消息(标准差 = 43.6,中位数 = 30)。感知到的孤立感、抑郁症状和社交媒体自我效能感分数的测试前/测试后变化不显著(p值 > 0.08)。

结论

发现REALbot的部署是可行且可接受的,具有良好的可用性和用户满意度分数。参与者报告了在大多数感兴趣的结果方面从测试前到测试后的变化,效应大小为小到中等。有必要进行进一步的开发以及对可行性和与行为目标的参与度进行正式评估。

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