自杀想法的数字检测:一个范围审查,以告知预防和心理福祉
Benedetta Trentarossi1, Mateus Eduardo Romão2, Serena Barello2,3
1Department of Public Health, Experimental and Forensic Medicine, University of Pavia, 27100 Pavia, Italy.
Behavioral sciences (Basel, Switzerland)
|December 30, 2025
概括
在线检测自杀念头对于预防自杀至关重要. 人工智能 (AI) 是有前途的,但在有效的在线心理健康支持方面,伦理数据和文化背景的挑战仍然存在.
科学领域:
- 公共卫生 公共卫生
- 计算机科学 计算机科学
- 心理健康研究 心理健康研究
背景情况:
- 自杀是一个重要的全球公共卫生问题,特别影响年轻人群.
- 年轻人越来越多地使用在线平台来表达情绪,包括自杀想法.
- 早期发现在线自杀念头可以作为一个重要的预防措施.
研究的目的:
- 对目前在线帖子中检测自杀念头的现状进行范围审查.
- 确定该领域普遍存在的方法和挑战.
主要方法:
- 根据PRISMA指南进行了范围审查.
- 最初确定了1584篇文章,其中48篇符合纳入标准.
- 研究主要集中在来自Reddit和Twitter等平台的英语帖子上.
主要成果:
- 研究主要旨在解释 (如何表达自杀念头) 或预测 (识别有风险的帖子).
- 人工智能 (AI) 是主要的分析方法,超过了传统方法.
- 在一些研究中,还采用了混合方法方法.
结论:
- 人工智能为快速分析与自杀相关的在线内容提供了潜力.
- 重要的挑战包括道德数据采集和人工智能模型的跨文化适用性.
- 当前AI在理解细微差别 (比喻,刺,上下文) 的局限性需要混合模型,将AI与人类判断相结合,以准确检测自杀念头.
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