网络博论坛作为减少危害的潜在目标:对reddit.com论坛的探索性自然语言处理分析
Mark van der Maas1, Jim Samuel2
1Rutgers, The State University of New Jersey, New Brunswick, USA. mark.vandermaas@rutgers.edu.
Harm reduction journal
|May 13, 2025
概括
在Reddit上的在线博讨论揭示了用户的动机,经验和伤害. 这项分析表明,在线论坛对于在线博危害减轻研究有价值.
科学领域:
- 社会科学 社会科学 社会科学
- 计算社会科学 计算社会科学
- 公共卫生 公共卫生
背景情况:
- 在线博在全球范围内迅速扩大.
- 相关的在线社区为减少危害带来了新的挑战.
- 了解这些在线空间对于开发有效干预措施至关重要.
研究的目的:
- 分析在线论坛 (r/onlinegambling) 对于数据收集的适用性.
- 为在线环境中的博危害降低策略提供信息.
- 探索用户讨论在线博的动机,经验和危害.
主要方法:
- 从r/onlinegambling (2015年8月至2023年10月) 的1141条帖子和11668条评论的探索性分析.
- 应用自然语言处理 (NLP) 技术.
- 识别常见术语,引人入胜的主题和情绪分析.
主要成果:
- 讨论显示了积极 (祝,以获胜为重点),中立 (实用建议) 和负面 (对运营商合法性的担忧) 情绪的混合.
- 多样化和强大的讨论涵盖了动机,经验的解释和伤害的定义.
- NLP确定了关键主题和参与者参与水平.
结论:
- 在r/online博论坛提供丰富的数据,以了解在线博.
- 它提供了关于博动机,经验和危害的用户生成内容的见解.
- 像Reddit这样的在线论坛对未来的在线博降低伤害研究有很大的潜力,特别是NLP.
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