O047 Representations of Sleep in Social Media: A Tik Tok Case Study

A Voggenreiter, K Rossa, S Smith, J Maravilla, C Broccatelli, J Pfeffer
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Abstract

Abstract Introduction Social media platforms such as Tik Tok have broadened and potentially democratised access to health information. The narratives and quality of information about sleep on TikTok has not been studied. We sought to understand sentiment towards sleep, the types of sleep problems represented by users, and the nature and content of advice about sleep provided on TikTok. Methods All videos associated with the keyword “sleep” were collected twice daily using the keyword search function of the Ensemble data TikTok API between 4th-17th November 2022 for Great Britain, Australia, New Zealand and the USA. 7,373 unique videos were examined. After screening, videos were coded to a customised sleep narrative-specific code set. 1,913 discrete sleep-related videos were labelled according to 33 unique categories and underwent computational sentiment analysis. Results Overall, sleep was framed more positively than negatively, particularly for sleep advice. Videos about sleep problems were typically framed positively through humour. The main sleep narratives represented included (1) problems with sleep quality, initiation or maintenance due to factors such as children, worries or use of electronic media, and (2) advice for improving sleep quality through the use of sleep-promoting soundscapes, advice on improving children’s sleep, and implementation of routines/habits to support sleep. Discussion Platforms such as Tik Tok provide opportunities to disseminate timely, engaging, and evidence-based information about sleep health to a wide community. However, they equally carry risks of mass distribution of false information that warrants broader oversight and critical examination.
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社交媒体中睡眠的表现:一个Tik Tok案例研究
Tik Tok等社交媒体平台扩大了健康信息的获取范围,并可能使其民主化。TikTok上关于睡眠的信息的叙述和质量尚未得到研究。我们试图了解用户对睡眠的看法、用户代表的睡眠问题类型,以及TikTok上提供的睡眠建议的性质和内容。方法在2022年11月4日至17日期间,使用Ensemble data TikTok API的关键字搜索功能,每天两次收集英国、澳大利亚、新西兰和美国与“睡眠”关键字相关的视频。审查了7373个独特的视频。筛选后,视频被编码到一个定制的睡眠叙事特定代码集。研究人员根据33个独特的类别对1913个独立的睡眠相关视频进行了标记,并进行了计算情感分析。结果:总的来说,睡眠的正面影响大于负面影响,尤其是在睡眠建议方面。关于睡眠问题的视频通常以幽默的方式积极地呈现。主要的睡眠叙述包括(1)由于儿童、担忧或使用电子媒体等因素导致的睡眠质量问题、开始或维持睡眠的问题;(2)通过使用促进睡眠的声音环境来改善睡眠质量的建议,改善儿童睡眠的建议,以及支持睡眠的常规/习惯的实施。Tik Tok等讨论平台提供了向广泛社区传播有关睡眠健康的及时、有吸引力和基于证据的信息的机会。然而,它们同样存在大量传播虚假信息的风险,需要更广泛的监督和严格的审查。
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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