探讨包括讨论枪支在内的心理健康危机文字对话是否与没有枪支的对话不同
Adam Bryant Miller1, Caroline W Oppenheimer1, Robert F Chew1
1RTI International, Research Triangle Park, NC, USA.
Preventive medicine
|November 19, 2023
概括
提到枪支的心理健康危机对话与自杀,滥用和物质使用的风险增加有关. 这项研究分析了320万条危机短信,以了解与枪支有关的心理健康紧急情况.
科学领域:
- 公共卫生 公共卫生
- 心理健康研究 心理健康研究
- 计算语言学 计算语言学
背景情况:
- 枪支暴力是美国重要的公共卫生问题.
- 在心理健康危机期间关于枪支讨论的研究有限.
- 本研究使用危机文本行数据解决了这一知识差距.
研究的目的:
- 调查提到枪支和没有提到枪支的心理健康危机对话之间的内容差异.
- 确定与危机文本中枪支提及相关的心理社会因素.
主要方法:
- 分析了超过320万次危机短信对话 (2018年9月 - 2022年7月).
- 利用机器学习算法与自然语言处理来识别枪支提及.
- 与谈话中的心理社会因素进行比较,包括和不包括枪支参考.
主要成果:
- 提到枪支的谈话更频繁地与自杀,虐待 (身体,性,情感),悲伤,吸毒,欺凌和关系问题有关.
- 与枪支相关的对话显示,与抑郁症,孤独感和对第三方的担忧有更高的关联.
- 相反,在关于自我伤害和饮食/身体形象的讨论中,枪支的提及较少.
结论:
- 提供了关于枪支讨论在急性心理健康紧急情况的初步见解.
- 突出了与危机文本中枪支提及相关的特定背景因素.
- 结果是初步的,但提高了对涉及枪支的心理健康危机的理解.
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