癌症生存的不同阶段的心理健康:对Reddit帖子进行自然语言处理研究
Ioana R Podina1,2, Ana-Maria Bucur3, Diana Todea3
1Laboratory of Cognitive Clinical Sciences, University of Bucharest, Bucharest, Romania.
Frontiers in psychology
|July 10, 2023
概括
短期癌症幸存者在Reddit上表现出更高的抑郁和焦虑内容. 长期幸存者共享心理健康资源,这表明Reddit的情况.
科学领域:
- 计算社会科学 计算社会科学
- 数字心理健康数字心理健康
- 在瘤学瘤学.
背景情况:
- 癌症幸存者面临着独特的心理健康挑战.
- 社交媒体平台为患者体验提供了洞察力.
- 情感分析可以量化在线社区的心理痛苦.
研究的目的:
- 分析癌症特定Reddit社区的抑郁和焦虑内容.
- 评估不同癌症生存阶段的心理健康经验.
主要方法:
- 利用基于Reddit帖子的基于文本的社交媒体内容分析.
- 使用自然语言处理 (NLP) 进行情绪分析.
- 分析了来自187名癌症幸存者的72524条帖子,按幸存者状态分类.
主要成果:
- 与长期幸存者相比,短期癌症幸存者表现出明显更多的抑郁和焦虑内容.
- 长期幸存者积极分享与自杀念头和心理健康有关的经验和资源.
- 短期和过渡幸存者之间没有发现内容的显著差异.
结论:
- 雷迪特的帖子反映了癌症患者的活跃压力和心理健康触发因素.
- 该平台具有心理健康查和干预交付的潜力.
- 针对性关注和支持对短期癌症幸存者至关重要.
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