揭示与ADHD治疗相关的社交媒体内容:在15年内使用X的帖子进行机器学习研究
Alba Gómez-Prieto1, Alejandra Mercado-Rodriguez1, Juan Pablo Chart-Pascual1,2,3,4,5
1Psychiatry Department, Osakidetza Basque Health Service, Araba University Hospital, 01009 Vitoria-Gasteiz, Spain.
Healthcare (Basel, Switzerland)
|October 16, 2025
概括
社交媒体的讨论显示,刺激性多动症药物很受欢迎,但也引起了人们对滥用的担忧. 英语推特显示不适当使用的提及比西班牙语更多,突出了负责任的药物沟通的必要性.
科学领域:
- 社交媒体分析 社交媒体分析
- 公共卫生 公共卫生
- 药物监督 药物监督 药物监督
背景情况:
- 社交媒体显著塑造了人们对健康的看法和行为.
- X (以前的Twitter) 提供了关于治疗的公共话语的见解.
- 了解在线对话对医疗保健专业人员至关重要.
研究的目的:
- 根据语言和用户,确定X上的ADHD药物类型和受欢迎程度.
- 分析ADHD药物提到的时间趋势 (2006-2022年).
- 检查推特内容类别和用户参与差异.
主要方法:
- 关于ADHD药物的254,952条英语和西班牙语推特的观察性研究 (2006-2022年).
- 机器学习 (BERTWEET,BETO) 用于推文分类.
- 用感应/演方法进行内容分析.
主要成果:
- 刺激性ADHD药物比非刺激性药物更频繁,更有吸引力.
- 甲基化物,德克斯胺和阿托莫克赛丁是最常被提及的.
- 英语推特中更多提到不适当使用和药物供应/请求.
结论:
- 在X上的ADHD药物讨论揭示了对滥用,坚持和碎化的担忧.
- 在英语和西班牙语的推特内容和用户参与度之间存在显著的差异.
- 社交媒体监控可以为负责任的药物使用提供公共卫生策略的信息.
关键词:
更多关于 ADHD ADHD 的文章传染病学中的传染病学.他们的推特是Twitter.非兴奋剂:非兴奋剂是一种非兴奋剂.药理学 药理学 药理学 药理学 药理学社交媒体 社交媒体兴奋剂是一种刺激剂.更多相关视频
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