Understanding community questions about HIV pre-exposure prophylaxis (PrEP): A thematic analysis of reddit threads to inform development of an AI chatbot for PrEP education.

IF 3.2 3区 医学 Q2 INFECTIOUS DISEASES
HIV Medicine Pub Date : 2026-10-20 DOI:10.1111/hiv.70332
Alexandar Vincent-Paulraj, William Wood, Catia Marzolini, Justin Chiong, Daryl Hodge, Sara Gibbons, Daniel Seddon, Jasmine Martin, Saye Khoo, Lauren E Waker
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引用次数: 0

Abstract

Background: Despite growing availability of HIV pre-exposure prophylaxis (PrEP), many potential users turn to online forums for advice and information collection. These forums provide a window into real-world questions, concerns and misinformation. They serve as a tool for users to query for sensitive information without revealing their identities. These platforms could therefore be a potential source of understanding of the unmet needs of users. This study systematically analyses the social media posts referring to the four drugs mentioned in the study to identify common questions and thematic concerns among the community and uses this insight to inform the design of an AI-driven, privacy-preserving chatbot for PrEP education based on evidence.

Methods: Between May 2011 to October 2025, we found 1168 relevant Reddit posts mentioning one of the four names for PrEP therapies, by either brand or generic name: Truvada (Tenofovir disoproxil fumarate + emtricitabine (TDF/FTC)), Descovy (Tenofovir alafenamide + emtricitabine (TAF/FTC)), Apretude (long-acting cabotegravir), Yeztugo (lenacapavir) using a systematic search. We used Natural Language processing (NLP) techniques to understand user needs.

Results: Seven distinct discussion themes were identified within PrEP social media discourse, with side effects emerging as the most frequently discussed primary topic among 1076 posts. Across all medications, weight changes were the most frequently mentioned side effect. Truvada was the most frequently discussed PrEP medication. 96.7% of the dataset comprised questions, showing that Reddit serves as a primary information-seeking platform. Early period discussions were emphasized basic access and effectiveness questions, with more recent discussions (2022-2025) displaying increased attention to injectable and long-term safety considerations.

Conclusions: Reddit users demonstrate persistent uncertainty about PrEP side effects, drug interactions and medication switching. Drug interactions represented the most frequently identified information gap (26.5% of posts). These empirically derived information needs will inform the design of a privacy-preserving PrEP chatbot trained on authoritative UK sources (hiv-druginteractions.org, BHIVA guidelines, NHS resources).

了解艾滋病毒暴露前预防(PrEP)的社区问题:对reddit主题的专题分析,为PrEP教育的人工智能聊天机器人的开发提供信息。
背景:尽管艾滋病毒暴露前预防(PrEP)的可用性越来越高,但许多潜在用户转向在线论坛寻求建议和信息收集。这些论坛提供了一个了解现实世界问题、担忧和错误信息的窗口。它们是用户在不暴露身份的情况下查询敏感信息的工具。因此,这些平台可能是了解用户未满足需求的潜在来源。本研究系统地分析了涉及研究中提到的四种药物的社交媒体帖子,以确定社区中的常见问题和主题关注点,并利用这一见解为基于证据的PrEP教育人工智能驱动的隐私保护聊天机器人的设计提供信息。方法:在2011年5月至2025年10月期间,我们通过系统搜索找到1168篇相关的Reddit帖子,其中提到了PrEP治疗的四个名称之一,无论是品牌名还是通用名:Truvada(富马酸替诺福韦二氧吡酯+恩曲他滨(TDF/FTC)), Descovy(替诺福韦阿拉胺+恩曲他滨(TAF/FTC)), Apretude(长效卡波特韦),Yeztugo (lenacapavir)。我们使用自然语言处理(NLP)技术来理解用户需求。结果:在PrEP社交媒体话语中确定了七个不同的讨论主题,在1076个帖子中,副作用成为最常讨论的主要话题。在所有药物中,体重变化是最常被提及的副作用。特鲁瓦达是最常被讨论的PrEP药物。96.7%的数据集包含问题,表明Reddit是一个主要的信息搜索平台。早期的讨论强调了基本的可及性和有效性问题,最近的讨论(2022-2025)显示了对注射和长期安全性考虑的更多关注。结论:Reddit用户对PrEP副作用、药物相互作用和药物转换表现出持续的不确定性。药物相互作用是最常见的信息差距(26.5%的帖子)。这些经验得出的信息需求将告知设计一个保护隐私的PrEP聊天机器人,该机器人经过英国权威来源(hiv-druginteractions.org, BHIVA指南,NHS资源)的培训。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
HIV Medicine
HIV Medicine 医学-传染病学
CiteScore
5.10
自引率
10.00%
发文量
167
审稿时长
6-12 weeks
期刊介绍: HIV Medicine aims to provide an alternative outlet for publication of international research papers in the field of HIV Medicine, embracing clinical, pharmocological, epidemiological, ethical, preclinical and in vitro studies. In addition, the journal will commission reviews and other feature articles. It will focus on evidence-based medicine as the mainstay of successful management of HIV and AIDS. The journal is specifically aimed at researchers and clinicians with responsibility for treating HIV seropositive patients.
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