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English(EN) The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok

TikTok心理健康讨论的基调和毒性分析

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员分析了2023年和2024年心理健康宣传月期间的28,341个TikTok视频和80,130条评论，以了解心理健康讨论的基调。他们使用BERTopic、XLM-T和Detoxify工具，绘制了话题、情感和毒性图谱，区分了内容创作和受众接收。虽然情感化话题的视频情感通常为负面，但评论显示出向混合或正面极性转变的趋势，尤其是在自杀预防内容方面。毒性水平总体较低，但在“自杀预防”等特定话题的评论中较高。 AI

影响 提供了关于AI工具如何分析在线心理健康讨论中的情感和毒性的见解。

排序理由 该集群包含一篇详细介绍社交媒体讨论研究的学术论文。

在 arXiv cs.CL 阅读 →

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报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Henrique Ferraz de Arruda, Andreia Sofia Teixeira, Pranay Gundala Reddy, Anindya Mondal, Kleber Andrade Oliveira, Filipi Nascimento Silva ·

    The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok

    arXiv:2606.13581v1 Announce Type: cross Abstract: Despite raising concerns about the mental health effects associated with the usage of TikTok, little is known about how related content is framed by creators and received by audiences. We collect the content of 28,341 TikTok video…

  2. arXiv cs.CL TIER_1 English(EN) · Filipi Nascimento Silva ·

    The Tone of Awareness: Topic, Sentiment, and Toxicity Maps During Mental Health Month on TikTok

    Despite raising concerns about the mental health effects associated with the usage of TikTok, little is known about how related content is framed by creators and received by audiences. We collect the content of 28,341 TikTok videos and 80,130 comments from Mental Health Awareness…

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