Poverty and Suicidal Ideation Among Hispanic Mental Health Care Patients Leading up to the COVID-19 Pandemic.

Evan V Goldstein, Elise V Bailey, Fernando A Wilson
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Abstract

Introduction: Suicide rates have risen in Hispanic communities since 2015, and poverty rates among Hispanics often exceed the national average. Suicidality is a complex phenomenon. Mental illness may not alone explain whether suicidal thoughts or behaviors will occur; it remains uncertain how poverty affects suicidality among Hispanic persons with known mental health conditions. Our objective was to examine whether poverty was associated with suicidal ideation among Hispanic mental healthcare patients from 2016 to 2019. Methods: We used de-identified electronic health record (EHR) data from Holmusk, captured using the MindLinc EHR system. Our analytic sample included 4,718 Hispanic patient-year observations from 13 states. Holmusk uses deep-learning natural language processing (NLP) algorithms to quantify free-text patient assessment data and poverty for mental health patients. We conducted a pooled cross-sectional analysis and estimated logistic regression models. Results: Hispanic mental health patients who experienced poverty had 1.55 greater odds of having suicidal thoughts in a given year than patients who did not experience poverty. Conclusion: Poverty may put Hispanic patients at greater risk for suicidal thoughts even when they are already receiving treatment for psychiatric conditions. NLP appears to be a promising approach for categorizing free-text information on social circumstances affecting suicidality in clinical settings.

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COVID-19大流行前西语裔心理保健患者的贫困和自杀念头。
简介自 2015 年以来,西班牙裔社区的自杀率有所上升,而西班牙裔的贫困率往往超过全国平均水平。自杀是一种复杂的现象。精神疾病可能无法单独解释自杀想法或行为是否会发生;目前仍无法确定贫困如何影响已知患有精神疾病的拉美裔人的自杀倾向。我们的目的是研究 2016 年至 2019 年期间,贫困是否与西班牙裔精神疾病患者的自杀意念有关。研究方法我们使用了来自 Holmusk 的去标识化电子健康记录(EHR)数据,这些数据是使用 MindLinc EHR 系统采集的。我们的分析样本包括来自 13 个州的 4718 个西班牙裔患者年观察值。Holmusk 使用深度学习自然语言处理 (NLP) 算法来量化患者的自由文本评估数据和精神疾病患者的贫困状况。我们进行了汇总横截面分析,并估算了逻辑回归模型。结果显示与没有经历过贫困的患者相比,经历过贫困的西语裔精神疾病患者在某一年中产生自杀念头的几率要高出 1.55 倍。结论:即使西语裔病人已经接受了精神疾病治疗,贫困也可能使他们面临更大的自杀风险。NLP 似乎是一种很有前途的方法,可用于对临床环境中影响自杀倾向的社会环境的自由文本信息进行分类。
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