Woebot Health, San Francisco, CA, United States.
JMIR Form Res. 2023 Sep 27;7:e46473. doi: 10.2196/46473.
Mental illness is a pervasive worldwide public health issue. Residentially vulnerable populations, such as those living in rural medically underserved areas (MUAs) or mental health provider shortage areas (MHPSAs), face unique access barriers to mental health care. Despite the growth of digital mental health interventions using relational agent technology, little is known about their use patterns, efficacy, and favorability among residentially vulnerable populations.
This study aimed to explore differences in app use, therapeutic alliance, mental health outcomes, and satisfaction across residential subgroups (metropolitan, nonmetropolitan, or rural), MUAs (yes or no), and MHPSAs (yes or no) among users of a smartphone-based, digital mental health intervention, Woebot LIFE (WB-LIFE). WB-LIFE was designed to help users better understand and manage their moods and features a relational agent, Woebot, that converses through text-based messages.
We used an exploratory study that examined data from 255 adults enrolled in an 8-week, single-arm trial of WB-LIFE. Analyses compared levels of app use and therapeutic alliance total scores as well as subscales (goal, task, and bond), mental health outcomes (depressive and anxiety symptoms, stress, resilience, and burnout), and program satisfaction across residential subgroups.
Few study participants resided in nonmetropolitan (25/255, 10%) or rural (3/255, 1%) areas, precluding estimates across this variable. Despite a largely metropolitan sample, nearly 39% (99/255) resided in an MUA and 55% (141/255) in an MHPSA. There were no significant differences in app use or satisfaction by MUA or MHPSA status. There also were no differences in depressive symptoms, anxiety, stress, resilience, or burnout, with the exception of MUA participants having higher baseline depressive symptoms among those starting in the moderate range or higher (Patient Health Questionnaire-8 item scale≥10) than non-MUA participants (mean 16.50 vs 14.41, respectively; P=.01). Although working alliance scores did not differ by MHPSA status, those who resided in an MUA had higher goal (2-tailed t=2.21; P=.03), and bond (t=1.94; P=.05) scores at day 3 (t=2.15; P=.03), and higher goal scores at week 8 (t=2.28; P=.02) as compared with those not living in an MUA.
Despite the study not recruiting many participants from rural or nonmetropolitan populations, sizable proportions resided in an MUA or an MHPSA. Analyses revealed few differences in app use, therapeutic alliance, mental health outcomes (including baseline levels), or satisfaction across MUA or MHPSA status over the 8-week study. Findings suggest that vulnerable residential populations may benefit from using digital agent-guided cognitive behavioral therapy.
ClinicalTrials.gov NCT05672745; https://clinicaltrials.gov/study/NCT05672745.
精神疾病是一个普遍存在的全球公共卫生问题。居住在弱势人群中,如居住在农村医疗服务不足地区(MUAs)或精神卫生服务短缺地区(MHPSAs)的人群,在获得精神卫生保健方面面临独特的障碍。尽管使用关系代理技术的数字精神健康干预措施有所增加,但人们对这些措施在居住弱势人群中的使用模式、疗效和偏好知之甚少。
本研究旨在探索智能手机为基础的数字精神健康干预措施 Woebot LIFE(WB-LIFE)使用者在居住亚组(都市区、非都市区或农村)、MUAs(是或否)和 MHPSAs(是或否)之间,在应用程序使用、治疗联盟、精神健康结果和满意度方面的差异。WB-LIFE 的设计旨在帮助用户更好地理解和管理自己的情绪,其特点是一个关系代理 Woebot,通过基于文本的消息进行对话。
我们使用了一项探索性研究,该研究分析了 255 名参加为期 8 周的 WB-LIFE 单臂试验的成年人的数据。分析比较了应用程序使用和治疗联盟总分以及子量表(目标、任务和联系)、精神健康结果(抑郁和焦虑症状、压力、韧性和倦怠)以及方案满意度在居住亚组之间的差异。
很少有研究参与者居住在非都市区(25/255,10%)或农村地区(3/255,1%),因此无法对这一变量进行估计。尽管研究样本主要来自都市区,但仍有近 39%(99/255)居住在 MUA,55%(141/255)居住在 MHPSA。MUA 或 MHPSA 状态对应用程序使用或满意度没有显著影响。抑郁症状、焦虑、压力、韧性或倦怠方面也没有差异,除了 MUA 参与者在中度或更高范围内开始时的基线抑郁症状较高(PHQ-8 项量表≥10)与非 MUA 参与者相比(分别为 16.50 与 14.41;P=.01)。尽管工作联盟评分不受 MHPSA 状态的影响,但居住在 MUA 的患者在第 3 天的目标(双侧 t=2.21;P=.03)和联系评分(t=1.94;P=.05)以及第 8 周的目标评分(t=2.15;P=.03)更高,而不是不居住在 MUA 的患者。
尽管该研究没有招募来自农村或非都市区的大量参与者,但仍有相当比例的人居住在 MUA 或 MHPSA。分析显示,在 8 周的研究中,MUA 或 MHPSA 状态对应用程序使用、治疗联盟、精神健康结果(包括基线水平)或满意度的影响很小。研究结果表明,弱势居住人群可能受益于使用数字代理指导的认知行为疗法。
ClinicalTrials.gov NCT05672745;https://clinicaltrials.gov/study/NCT05672745。