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与使用关系型智能体“Woebot”进行的为期8周的干预相关的压力、职业倦怠和心理韧性的变化。

Changes in stress, burnout, and resilience associated with an 8-week intervention with relational agent "Woebot".

作者信息

Durden Emily, Pirner Maddison C, Rapoport Stephanie J, Williams Andre, Robinson Athena, Forman-Hoffman Valerie L

机构信息

Woebot Health, 535 Mission Street, 14th Floor, San Francisco, CA 94105, United States of America.

出版信息

Internet Interv. 2023 Jun 14;33:100637. doi: 10.1016/j.invent.2023.100637. eCollection 2023 Sep.

Abstract

BACKGROUND

Research investigating the potential for digital mental health interventions with integrated relational agents to improve mental health outcomes is in its infancy. By delivering evidence-based mental health interventions through tailored, empathic conversations, relational agents have the potential to help individuals manage their stress and mood, and increase positive mental health.

AIMS

The aims of this study were twofold: 1) to assess whether a smartphone app delivering mental health support through a relational agent, , is associated with changes in stress, burnout, and resilience over 8 weeks, and 2) to identify demographic and clinical factors associated with changes in these outcomes.

METHOD

This exploratory, non-randomized, single-armed, open-labeled trial was conducted from May to July 2022. A total of 256 adults (mean age 39 ± 13.35; 72 % females) recruited through social media advertising enrolled in the study. Participants completed an 8-week intervention period during which they were invited to use a smartphone app called Woebot-LIFE that delivers cognitive behavioral therapy through a relational agent called "". Participant-reported measures of stress, burnout, and resilience were collected at Baseline, and Week 8. Changes in these outcomes during the study period were assessed. Bivariate and stepwise multiple regression modeling was used to identify sociodemographic and clinical factors associated with observed changes over the 8-week study period.

RESULTS

Exposure to Woebot-LIFE was associated with significant reductions in perceived stress and burnout and significantly increased resilience over the 8-week study period. A greater reduction in stress was observed among those with clinically elevated mood symptoms (i.e., Patient Health Questionnaire-8 or Generalized Anxiety Disorder 7-item scores ≥10) at baseline compared to those without; however, the differences in the improvements in resilience scores and burnout between the two groups were not statistically significant. Although a difference in the magnitude of change in stress was observed for participants with and without clinically elevated mood symptoms at baseline, significant improvements in stress, burnout, and resilience over the 8-week study period were observed for both groups. Bivariate analyses showed that race, insurance type, and baseline level of resilience were associated with changes in each of the outcomes, though baseline resilience was the only factor that remained significantly associated with changes in the outcomes in the stepwise multiple regression analyses.

CONCLUSION

Results of this single-arm, exploratory study suggest that conversational agent-guided mental health interventions such as Woebot-LIFE may be associated with reduced stress and burnout and increased resilience in both clinical and non-clinical populations.

摘要

背景

研究整合了关系型智能体的数字心理健康干预措施改善心理健康结果的潜力,目前尚处于起步阶段。通过量身定制、富有同理心的对话提供循证心理健康干预措施,关系型智能体有潜力帮助个人管理压力和情绪,并增强积极的心理健康。

目的

本研究有两个目的:1)评估一款通过关系型智能体提供心理健康支持的智能手机应用程序在8周内是否与压力、倦怠和心理韧性的变化相关;2)确定与这些结果变化相关的人口统计学和临床因素。

方法

这项探索性、非随机、单臂、开放标签试验于2022年5月至7月进行。通过社交媒体广告招募了256名成年人(平均年龄39±13.35岁;72%为女性)参与研究。参与者完成了为期8周的干预期,在此期间,他们被邀请使用一款名为Woebot-LIFE的智能手机应用程序,该程序通过一个名为“”的关系型智能体提供认知行为疗法。在基线期和第8周收集参与者报告的压力、倦怠和心理韧性测量数据。评估研究期间这些结果的变化。采用双变量和逐步多元回归模型来确定与8周研究期间观察到的变化相关的社会人口统计学和临床因素。

结果

在为期8周的研究期间,使用Woebot-LIFE与感知压力和倦怠的显著降低以及心理韧性的显著提高相关。与基线时无临床情绪症状升高(即患者健康问卷-8或广泛性焦虑症7项评分≥10)的人相比,基线时临床情绪症状升高的人压力降低幅度更大;然而,两组之间心理韧性得分和倦怠改善的差异无统计学意义。尽管在基线时有无临床情绪症状升高的参与者在压力变化幅度上存在差异,但两组在为期8周的研究期间压力、倦怠和心理韧性均有显著改善。双变量分析表明,种族、保险类型和基线心理韧性水平与每个结果的变化相关,尽管在逐步多元回归分析中,基线心理韧性是唯一与结果变化仍显著相关的因素。

结论

这项单臂探索性研究的结果表明,诸如Woebot-LIFE这样的对话智能体引导的心理健康干预措施可能与临床和非临床人群的压力减轻、倦怠减少以及心理韧性增强有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9c8e/10457544/18bd25c3c490/gr1.jpg

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