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Can Text Messages Identify Suicide Risk in Real Time? A Within-Subjects Pilot Examination of Temporally Sensitive Markers of Suicide Risk

机译:发短信可以实时识别自杀风险吗? 主题内部敏感标记的受试者的试验检验

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Objective tools to assess suicide risk are needed to determine when someone is at imminent risk. In this pilot laboratory investigation, we used a within-subjects design to identify patterns in text messaging (short message service) unique to high-risk periods preceding suicide attempts. Individuals reporting a history of suicide attempt (N = 33) retrospectively identified past attempts and periods of lower risk (e.g., suicide ideation). Language analysis software scored 189,478 text messages to capture three psychological constructs: self-focus, sentiment, and social engagement. Mixed-effects models tested whether these constructs differed in general (means) and over time (slopes) 2 weeks before a suicide attempt relative to lower-risk periods. Regarding mean differences, no language features uniquely differentiated suicide attempts from other episodes. However, when examining patterns over time, anger increased and positive emotion decreased to a greater extent as participants approached a suicide attempt. Results suggest private electronic communication has the potential to provide real-time digital markers of suicide risk.
机译:需要评估自杀风险的客观工具,以确定某人何时处于迫在眉睫的风险。在该试点实验室调查中,我们使用了一个受试者内部设计,以识别文本消息(短消息服务)的模式,这是自杀式尝试前的高风险期间。报告自杀史(n = 33)的个人回顾性地确定了过去风险较低的尝试和期间(例如,自杀式思想)。语言分析软件评分为189,478个短信,以捕获三个心理构建:自我焦点,情感和社会参与。混合效果模型测试这些构建体是否常常(手段)和随时间(斜坡)在自杀的尝试相对于低风险时期之前2周。关于平均差异,没有语言具有来自其他剧集的独​​特区分的自杀速度。然而,当随着时间的推移检查模式时,随着参与者接近自杀的尝试,愤怒增加和积极情绪的程度将在更大程度上减少。结果表明私人电子通信有可能提供自杀风险的实时数字标记。

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