社交媒体上的情绪表达 戒毒支持论坛:基于文本的Reddit帖子的观察研究
Genevieve Yang1,2, Sarah G King2, Hung-Mo Lin3,4
1Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York City, NY, United States.
Journal of medical Internet research
|July 19, 2023
概括
这项研究分析了Reddit的帖子,以在戒毒过程中找到独特的情绪. 研究结果揭示了酒精,尼古丁和大麻戒断的独特情绪特征,为心理健康干预提供了洞察力.
科学领域:
- 心理学 心理学 心理学
- 计算语言学 计算语言学
- 数字健康数字健康
背景情况:
- 药物使用障碍涉及复杂的情绪调节和恢复期间的独特经历.
- 在线社区提供丰富的数据来研究主观的情感经历.
- 雷迪特论坛提供了一个平台来分析戒毒中情感经历.
研究的目的:
- 调查心理健康外展的跨诊断情绪线索.
- 描述戒酒,尼古丁和大麻时的情绪.
- 将戒断情绪与非物质戒断和精神疾病论坛中的情绪进行比较.
主要方法:
- 分析了来自戒毒和一般论坛的200万条Reddit帖子.
- 量化了情感的词频率,并创建了多维情感向量.
- 计算的同位素相似性来评估论坛之间的情感相似性.
- 探讨了情感词汇的变化,基于禁欲的持续时间.
主要成果:
- 与一般论坛相比,戒毒帖子显示焦虑,厌恶,骄傲和感激度增加.
- 焦虑表现减少了更长的戒断时间 (>100天).
- 鉴定出一种独特的情绪特征,用于戒毒,类似于社会焦虑和ADHD.
结论:
- 一个独特的,可复制的情感表型与物质戒断有关.
- 这种表型与社会焦虑和多动症有可量化的相似之处.
- 结果表明,这是一种新的方法来识别处于风险的群体和部署干预措施.
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