应用自然语言处理技术来绘制失眠治疗术语趋势的趋势 在r/Insomnia Subreddit上: 失眠学研究: 失眠学研究
Jack A Cummins1, Daniel J Gottlieb2,3,4, Tamar Sofer2,3,5,6
1Manchester Essex Regional High School, Manchester, MA, United States.
Journal of medical Internet research
|January 9, 2025
概括
在线讨论显示,对失眠的认知行为疗法 (CBT-I) 的使用越来越多,对非处方睡眠辅助剂的兴趣波动. 这项分析追踪了Reddit上的失眠治疗趋势.
科学领域:
- 数字健康数字健康
- 自然语言处理自然语言处理.
- 社交媒体分析 社交媒体分析
背景情况:
- 数字社区促进了健康经验的分享,包括失眠治疗.
- 自然语言处理 (NLP) 可以分析在线讨论,以了解与失眠及其治疗相关的术语.
研究的目的:
- 分析和可视化在r/insomnia subreddit上使用的失眠治疗术语的趋势.
- 识别经常讨论的治疗方法及其随时间推移的情绪.
主要方法:
- 在Reddit评论中使用NLP从r/失眠 (2008-2022).
- 识别了前1000个术语,精细化为35个与治疗相关的术语.
- 分析了2013-2022年期间的术语频率,情绪和趋势.
主要成果:
- 黑色素,对失眠的认知行为疗法 (CBT-I) 和安比恩是最常见的.
- 从2013年到2018年,CBT-I术语频率显著增加.
- 非处方药的睡眠辅助药物价格下降,而CBT-I显示出积极的情绪和2017年频率升.
结论:
- 雷迪特的r/失眠论坛提供了对处方药和非处方药睡眠辅助药的趋势的见解.
- 从2013年到2022年期间,对CBT-I,二zepines,trazodone和抗抑郁药物的讨论越来越多.
- 使用OTC辅助药物,黑激素和大麻的使用波动;数字社区可以为睡眠健康研究提供信息.
关键词:
这是CBT CBT.在NLP中,我们使用了NLP.抗抑郁药是一种抗抑郁药.这种类型的 benzodiazepines.认知行为疗法是一种认知行为疗法.伊斯利的觉醒活动失眠是因为失眠.黑激素是什么意思 黑激素是什么意思自然语言处理自然语言处理.有助于睡眠的助眠剂.睡眠障碍 睡眠障碍是一种睡眠障碍.睡眠启动启动时间社交媒体 社交媒体这种药物是Trazodone.治疗治疗治疗治疗治疗治疗更多相关视频
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