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用户对用于心理健康支持的人工智能驱动对话代理的认知与体验。

User perceptions and experiences of an AI-driven conversational agent for mental health support.

作者信息

Chaudhry Beenish Moalla, Debi Happy Rani

机构信息

School of Computing and Informatics, Ray P. Authement College of Sciences, University of Louisiana at Lafayette, Lafayette, LA, USA.

出版信息

Mhealth. 2024 Jul 5;10:22. doi: 10.21037/mhealth-23-55. eCollection 2024.

Abstract

BACKGROUND

The increasing prevalence of artificial intelligence (AI)-driven mental health conversational agents necessitates a comprehensive understanding of user engagement and user perceptions of this technology. This study aims to fill the existing knowledge gap by focusing on Wysa, a commercially available mobile conversational agent designed to provide personalized mental health support.

METHODS

A total of 159 user reviews posted between January, 2020 and March, 2024, on the Wysa app's Google Play page were collected. Thematic analysis was then used to perform open and inductive coding of the collected data.

RESULTS

Seven major themes emerged from the user reviews: "a trusting environment promotes wellbeing", "ubiquitous access offers real-time support", "AI limitations detract from the user experience", "perceived effectiveness of Wysa", "desire for cohesive and predictable interactions", "humanness in AI is welcomed", and "the need for improvements in the user interface". These themes highlight both the benefits and limitations of the AI-driven mental health conversational agents.

CONCLUSIONS

Users find that Wysa is effective in fostering a strong connection with its users, encouraging them to engage with the app and take positive steps towards emotional resilience and self-improvement. However, its AI needs several improvements to enhance user experience with the application. The findings contribute to the design and implementation of more effective, ethical, and user-aligned AI-driven mental health support systems.

摘要

背景

人工智能驱动的心理健康对话代理的普及率不断上升,这就需要全面了解用户参与度以及用户对该技术的看法。本研究旨在通过聚焦Wysa来填补现有知识空白,Wysa是一款旨在提供个性化心理健康支持的商业移动对话代理。

方法

收集了2020年1月至2024年3月期间在Wysa应用的谷歌应用商店页面上发布的159条用户评论。然后采用主题分析法对收集到的数据进行开放式归纳编码。

结果

用户评论中出现了七个主要主题:“信任的环境促进幸福感”、“无处不在的访问提供实时支持”、“人工智能的局限性有损用户体验”、“对Wysa有效性的认知”、“对连贯且可预测互动的渴望”、“欢迎人工智能具有人性化”以及“用户界面需要改进”。这些主题突出了人工智能驱动的心理健康对话代理的优点和局限性。

结论

用户发现Wysa在与用户建立紧密联系方面很有效,鼓励他们使用该应用,并朝着情绪恢复力和自我提升迈出积极的步伐。然而,其人工智能需要进行多项改进,以提升应用的用户体验。这些发现有助于设计和实施更有效、符合道德且以用户为导向的人工智能驱动的心理健康支持系统。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7b44/11304096/ff4782babe10/mh-10-23-55-f1.jpg

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