Suppr超能文献

首个促进HIV自我管理的基于人工智能的聊天机器人:一项混合方法可用性研究。

The first AI-based Chatbot to promote HIV self-management: A mixed methods usability study.

作者信息

Ma Yuanchao, Achiche Sofiane, Tu Gavin, Vicente Serge, Lessard David, Engler Kim, Lemire Benoît, Laymouna Moustafa, de Pokomandy Alexandra, Cox Joseph, Lebouché Bertrand

机构信息

Department of Biomedical Engineering, Polytechnique Montréal, Montreal, Quebec, Canada.

Centre for Outcomes Research & Evaluation, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada.

出版信息

HIV Med. 2025 Feb;26(2):184-206. doi: 10.1111/hiv.13720. Epub 2024 Oct 10.

Abstract

BACKGROUND

We developed MARVIN, an artificial intelligence (AI)-based chatbot that provides 24/7 expert-validated information on self-management-related topics for people with HIV. This study assessed (1) the feasibility of using MARVIN, (2) its usability and acceptability, and (3) four usability subconstructs (perceived ease of use, perceived usefulness, attitude towards use, and behavioural intention to use).

METHODS

In a mixed-methods study conducted at the McGill University Health Centre, enrolled participants were asked to have 20 conversations within 3 weeks with MARVIN on predetermined topics and to complete a usability questionnaire. Feasibility, usability, acceptability, and usability subconstructs were examined against predetermined success thresholds. Qualitatively, randomly selected participants were invited to semi-structured focus groups/interviews to discuss their experiences with MARVIN. Barriers and facilitators were identified according to the four usability subconstructs.

RESULTS

From March 2021 to April 2022, 28 participants were surveyed after a 3-week testing period, and nine were interviewed. Study retention was 70% (28/40). Mean usability exceeded the threshold (69.9/68), whereas mean acceptability was very close to target (23.8/24). Ratings of attitude towards MARVIN's use were positive (+14%), with the remaining subconstructs exceeding the target (5/7). Facilitators included MARVIN's reliable and useful real-time information support, its easy accessibility, provision of convivial conversations, confidentiality, and perception as being emotionally safe. However, MARVIN's limited comprehension and the use of Facebook as an implementation platform were identified as barriers, along with the need for more conversation topics and new features (e.g., memorization).

CONCLUSIONS

The study demonstrated MARVIN's global usability. Our findings show its potential for HIV self-management and provide direction for further development.

摘要

背景

我们开发了MARVIN,这是一个基于人工智能(AI)的聊天机器人,它能为感染艾滋病毒的人提供有关自我管理相关主题的全天候专家验证信息。本研究评估了:(1)使用MARVIN的可行性;(2)其可用性和可接受性;(3)四个可用性子结构(感知易用性、感知有用性、使用态度和使用行为意向)。

方法

在麦吉尔大学健康中心进行的一项混合方法研究中,要求登记的参与者在3周内就预定主题与MARVIN进行20次对话,并完成一份可用性问卷。对照预定的成功阈值检查可行性、可用性、可接受性和可用性子结构。定性方面,随机选择的参与者被邀请参加半结构化焦点小组/访谈,以讨论他们使用MARVIN的经历。根据四个可用性子结构确定障碍和促进因素。

结果

从2021年3月到2022年4月,在为期3周的测试期后,对28名参与者进行了调查,对9名参与者进行了访谈。研究保留率为70%(28/40)。平均可用性超过阈值(69.9/68),而平均可接受性非常接近目标(23.8/24)。对使用MARVIN的态度评分呈阳性(+14%),其余子结构超过目标(5/7)。促进因素包括MARVIN可靠且有用的实时信息支持、易于访问、提供愉快的对话、保密性以及被视为情感安全。然而,MARVIN有限的理解能力以及使用Facebook作为实施平台被确定为障碍,同时还需要更多的对话主题和新功能(如记忆功能)。

结论

该研究证明了MARVIN的总体可用性。我们的研究结果显示了其在艾滋病毒自我管理方面的潜力,并为进一步发展提供了方向。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa8/11786622/dfe5a19e2392/HIV-26-184-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验