Impact of Conversational and Animation Features of a Mental Health App Virtual Agent on Depressive Symptoms and User Experience Among College Students: Randomized Controlled Trial

心理健康 可用性 心理学 个性化 健康 临床心理学 随机对照试验 应用心理学 心理干预 医学 计算机科学 心理治疗师 精神科 人机交互 万维网 外科
作者
Stephanie Six,Elizabeth Schlesener,Victoria Hill,Sabarish V. Babu,Kaileigh A. Byrne
出处
期刊:JMIR mental health [JMIR Publications]
卷期号:12: e67381-e67381 被引量:1
标识
DOI:10.2196/67381
摘要

Abstract Background Numerous mental health apps purport to alleviate depressive symptoms. Strong evidence suggests that brief cognitive behavioral therapy (bCBT)-based mental health apps can decrease depressive symptoms, yet there is limited research elucidating the specific features that may augment its therapeutic benefits. One potential design feature that may influence effectiveness and user experience is the inclusion of virtual agents that can mimic realistic, human face-to-face interactions. Objective The goal of the current experiment was to determine the effect of conversational and animation features of a virtual agent within a bCBT-based mental health app on depressive symptoms and user experience in college students with and without depressive symptoms. Methods College students (N=209) completed a 2-week intervention in which they engaged with a bCBT-based mental health app with a customizable therapeutic virtual agent that varied in conversational and animation features. A 2 (time: baseline vs 2-week follow-up) × 2 (conversational vs non-conversational agent) × 2 (animated vs non-animated agent) randomized controlled trial was used to assess mental health symptoms (Patient Health Questionnaire-8, Perceived Stress Scale-10, and Response Rumination Scale questionnaires) and user experience (mHealth App Usability Questionnaire, MAUQ) in college students with and without current depressive symptoms. The mental health app usability and qualitative questions regarding users’ perceptions of their therapeutic virtual agent interactions and customization process were assessed at follow-up. Results Mixed ANOVA (analysis of variance) results demonstrated a significant decrease in symptoms of depression ( P =.002; mean [SD]=5.5 [4.86] at follow-up vs mean [SD]=6.35 [4.71] at baseline) , stress ( P =.005; mean [SD]=15.91 [7.67] at follow-up vs mean [SD]=17.02 [6.81] at baseline) , and rumination ( P =.03; mean [SD]=40.42 [12.96] at follow-up vs mean [SD]=41.92 [13.61] at baseline); however, no significant effect of conversation or animation was observed. Findings also indicate a significant increase in user experience in animated conditions. This significant increase in animated conditions is also reflected in the user’s ease of use and satisfaction ( F (1, 201)=102.60, P <.001) , system information arrangement ( F (1, 201)=123.12, P <.001) , and usefulness of the application ( F (1, 201)=3667.62, P <.001). Conclusions The current experiment provides support for bCBT-based mental health apps featuring customizable, humanlike therapeutic virtual agents and their ability to significantly reduce negative symptomology over a brief timeframe. The app intervention reduced mental health symptoms, regardless of whether the agent included conversational or animation features, but animation features enhanced the user experience. These effects were observed in both users with and without depressive symptoms.
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