Darnell Doyanne, Pullmann Michael D, Hull Thomas D, Chen Shiyu, Areán Patricia
Department of Psychiatry & Behavioral Sciences, University of Washington, Seattle, WA, United States.
Talkspace, Seattle, WA, United States.
JMIR Form Res. 2022 Jun 22;6(6):e36521. doi: 10.2196/36521.
Depression is a common psychiatric condition with an estimated lifetime prevalence for major depression of 16.6% in the US adult population and is effectively treated through psychotherapy. The widespread availability of the internet and personal devices such as smartphones are changing the landscape of delivery of psychotherapy; however, little is known about whether and for whom this type of therapy is beneficial, and whether having synchronous video-based sessions provides additional benefits to clients above and beyond messaging-based therapy.
This study examined the outcomes associated with the use of a digital platform (Talkspace) for technology-mediated psychotherapy. We examined the duration of client engagement in therapy and client depression score trajectories over 16 weeks. We explored the association of client characteristics, therapist characteristics, and service plan type with time-to-disengagement and trajectories of change in depression scores.
This naturalistic observational study assessed data collected routinely by the platform between January 2016 and January 2018 and examined psychotherapy outcomes among a large representative sample of adult clients with clinically significant depression. Treatment disengagement was defined as a lack of client-initiated communication for more than 4 weeks. Clients completed the Patient Health Questionnaire-8 item (PHQ-8) at intake and every 3 weeks via an in-app survey. Cox regression analysis was used to examine the time until and predictors of disengagement. Changes in depression scores and predictors of change over time were examined using mixed-effects regression.
The study included 5890 clients and 1271 therapists. Client scores on the PHQ-8 declined over time, with the average client improving from a score of 15 to below the clinical cutoff of 10 by week 6. At the same time point, 37% of clients had disengaged from the therapy. When combined into a final Cox regression model, those who were more likely to disengage were clients aged 18 to 25 years versus those aged ≥50 years (odds ratio [OR] 0.82, 95% CI 0.74-0.9; P<.001), had higher education (OR 1.14, 95% CI 1.06-1.22; P<.001), had been in therapy before (OR 1.09, 95% CI 1.02-1.17; P=.01), and were living with a partner but unmarried versus single (OR 1.14, 95% CI 1.02-1.27; P=.02). Having a therapist with >10 years of experience was related to lower odds of disengagement (OR 0.87, 95% CI 0.8-0.94; P=.01). When combined into a final regression model predicting improvement in depression scores over time, clients showing more improvement were those with an associate's degree or higher (linear estimate=-0.07, P=.002) and higher intake PHQ-8 scores (estimate=3.73, P<.001). There were no differences based on the plan type.
Our findings add to the growing literature showing the benefits of technology-mediated psychotherapy over a relatively brief period (16 weeks).
抑郁症是一种常见的精神疾病,在美国成年人群中,重度抑郁症的终生患病率估计为16.6%,心理治疗可有效治疗该疾病。互联网和智能手机等个人设备的广泛普及正在改变心理治疗的提供方式;然而,对于这种类型的治疗是否有益以及对谁有益,以及基于同步视频的治疗是否比基于信息的治疗为客户提供更多额外益处,人们知之甚少。
本研究考察了使用数字平台(Talkspace)进行技术介导的心理治疗的效果。我们研究了客户参与治疗的时长以及16周内客户抑郁评分的变化轨迹。我们探讨了客户特征、治疗师特征和服务计划类型与治疗中断时间以及抑郁评分变化轨迹之间 的关联。
这项自然观察性研究评估了该平台在2016年1月至2018年1月期间常规收集的数据,并在具有临床显著抑郁症的成年客户的大型代表性样本中考察心理治疗效果。治疗中断被定义为客户超过4周未主动沟通。客户在入组时以及每3周通过应用内调查完成患者健康问卷8项版(PHQ-8)。采用Cox回归分析来考察治疗中断的时间及预测因素。使用混合效应回归分析抑郁评分的变化以及随时间变化的预测因素。
该研究纳入了5890名客户和1271名治疗师。客户的PHQ-8评分随时间下降,到第6周时,客户平均得分从15分降至临床临界值10分以下。在同一时间点,37%的客户已中断治疗。纳入最终Cox回归模型后,更有可能中断治疗的是18至25岁的客户,而非年龄≥50岁的客户(比值比[OR]=0.82,95%置信区间[CI] 0.74 - 0.9;P<.001),受过高等教育的客户(OR = 1.14,95% CI 1.06 - 1.22;P<.001),之前接受过治疗的客户(OR = 1.09,95% CI 1.02 - 1.17;P = 0.01),与单身客户相比,与伴侣同住但未婚的客户(OR = 1.14,95% CI 1.02 - 1.27;P = 0.02)。治疗师经验超过10年与较低的中断治疗几率相关(OR = 0.87,95% CI 0.8 - 0.94;P = 0.01)。纳入最终回归模型以预测抑郁评分随时间的改善情况后,改善更明显的客户是拥有副学士学位或更高学历的客户(线性估计=-0.07,P = 0.002)以及入组时PHQ-8评分较高 的客户(估计=3.73,P<.001)。不同服务计划类型之间没有差异。
我们的研究结果进一步丰富了现有文献,表明技术介导的心理治疗在相对较短的时间(16周)内具有益处。