怀孕,力量和感知:关于产前举重的Instagram情绪的AI分析
Grace Basralian1, Claire Wolford1, Kaitlyn Voity1
1Hackensack Meridian School of Medicine, Nutley, NJ, USA.
Digital health
|October 6, 2025
概括
社交媒体对怀孕力量训练的看法是积极的. 来自欧洲和肤色较浅的内容创作者是最普遍的,#PST显示了比#PWL更多的积极评论.
科学领域:
- 运动科学 运动科学
- 公共卫生 公共卫生
- 社交媒体分析 社交媒体分析
背景情况:
- 怀孕期间举重训练是一个越来越感兴趣的领域.
- 了解公众的看法和内容的流行对于促进健康至关重要.
- 社交媒体为有机公众情绪提供了一个代理.
研究的目的:
- 评估所有人口统计数据中的孕妇体重训练内容的流行率.
- 用社交媒体的情绪来衡量公众对怀孕体重训练的态度.
- 为了识别妊娠强力训练内容中的人口趋势和情绪变化.
主要方法:
- 使用#怀孕力量训练 (PST) 和#怀孕举重 (PWL) 的Instagram帖子的横截面分析.
- 两个独立的评论员分析了169篇文章的创作者人口统计数据 (肤色,影响者类型,职业,地区).
- 使用ChatGPT-3.5和MonkeyLearn自然语言处理器进行了评论的情感分析.
主要成果:
- 在NLP分析中,对这两个标签都确定了大多数的积极情绪.
- 来自欧洲的帖子和肤色较浅的影响者最常见.
- 与#PST相比, #PWL内容通常收到的积极评论比例较低.
- 在顶级帖子和关注者数量之间没有发现显著的相关性.
结论:
- 在Instagram上,与怀孕相关的体重训练内容在很大程度上产生了积极的情绪.
- 社交媒体的态度可能反映出更广泛的社会对怀孕期间力量训练的接受.
- 基于hashtag的健康指导为医疗保健提供者提供了一个机会,让孕妇参与其中.
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