Center for Data Science and AI, RTI International, Research Triangle Park, NC, United States.
Center on Social Determinants, Risk Behaviors & Prevention Science, RTI International, Research Triangle Park, NC, United States.
JMIR Public Health Surveill. 2023 Feb 8;9:e42811. doi: 10.2196/42811.
Mass shootings result in widespread psychological trauma for survivors and members of the affected community. However, less is known about the broader effects of indirect exposure (eg, media) to mass shootings. Crisis lines offer a unique opportunity to examine real-time data on the widespread psychological effects of mass shootings.
Crisis Text Line is a not-for-profit company that provides 24/7 confidential SMS text message-based mental health support and crisis intervention service. This study examines changes in the volume and composition of firearm-related conversations at Crisis Text Line before and after the mass school shooting at Robb Elementary School on May 24, 2022, in Uvalde, Texas.
A quasi-experimental event study design was used to compare the actual volume of firearm-related conversations received by Crisis Text Line post shooting to forecasted firearm conversation volume under the counterfactual scenario that a shooting had not occurred. Conversations related to firearms were identified among all conversations using keyword searches. Firearm conversation volume was predicted using a seasonal autoregressive integrated moving average model trained on the 3 months of data leading up to the shooting. Additionally, proportions of issue tags (topics coded post conversation by volunteer crisis counselors at Crisis Text Line after the exchange) were compared in the 4 days before (n=251) and after (n=417) the shooting to assess changes in conversation characteristics. The 4-day window was chosen to reflect the number of days conversation volume remained above forecasted levels.
There was a significant increase in the number of conversations mentioning firearms following the shooting, with the largest spike (compared to forecasted numbers) occurring the day after the shooting (n=159) on May 25, 2022. By May 28, the volume reverted to within the 95% CI of the forecasted volume (n=77). Within firearm conversations, "grief" issue tags showed a significant increase in proportion in the week following the shooting, while "isolation/loneliness," "relationships," and "suicide" issue tags showed a significant decrease in proportions the week following the shooting.
The results suggest that the Uvalde school shooting may have contributed to an increase in demand for crisis services, above what would be expected given historical trends. Additionally, we found that these firearm-related crises conversations immediately post event are more likely to be related to grief and less likely to be related to suicide, loneliness, and relationships. Our findings provide some of the first data showing the real-time repercussions for the broader population exposed to school shooting events. This work adds to a growing evidence base documenting and measuring the rippling effects of mass shootings outside of those directly impacted.
大规模枪击事件会给幸存者和受影响社区的成员造成广泛的心理创伤。然而,人们对间接接触(例如媒体)大规模枪击事件的更广泛影响知之甚少。危机热线提供了一个独特的机会,可以实时检查大规模枪击事件对广泛的心理健康影响的相关数据。
Crisis Text Line 是一家非营利组织,提供 24/7 保密的短信文本消息为基础的心理健康支持和危机干预服务。本研究通过德克萨斯州尤瓦尔迪市罗柏小学 2022 年 5 月 24 日大规模校园枪击事件前后 Crisis Text Line 收到的与枪支相关的对话量和组成的变化,来探讨间接接触大规模枪击事件的影响。
采用准实验事件研究设计,将大规模枪击事件后 Crisis Text Line 实际收到的与枪支相关的对话量与假设没有发生枪击事件情况下的预测枪支对话量进行比较。使用关键词搜索在所有对话中识别与枪支相关的对话。使用在枪击事件前三个月收集的数据训练季节性自回归综合移动平均模型来预测枪支对话量。此外,还比较了枪击事件前后(枪击事件前 4 天:n=251;枪击事件后 4 天:n=417)的问题标签(志愿者危机顾问在对话结束后对 Crisis Text Line 进行的交流后编码的主题)比例,以评估对话特征的变化。选择 4 天的时间窗口来反映对话量仍高于预测水平的天数。
枪击事件后,提到枪支的对话数量显著增加,最大的峰值(与预测数量相比)出现在 2022 年 5 月 25 日(n=159),即枪击事件发生后的第二天。到 5 月 28 日,数量恢复到预测数量的 95%置信区间内(n=77)。在枪支对话中,“悲伤”问题标签的比例在枪击事件后一周内显著增加,而“孤立/孤独”、“关系”和“自杀”问题标签的比例在枪击事件后一周内显著下降。
结果表明,乌瓦尔德学校枪击事件可能导致对危机服务的需求增加,超出了历史趋势所预期的水平。此外,我们发现,这些与枪支相关的危机对话在事件发生后立即更有可能与悲伤有关,而与自杀、孤独和人际关系的关系不太可能有关。我们的研究结果提供了一些首批实时数据,展示了更广泛的受学校枪击事件影响的人群的后果。这项工作增加了越来越多的证据,记录和衡量了大规模枪击事件之外的连锁反应。