Boggs Jennifer M, Quintana LeeAnn M, Powers J David, Hochberg Steve, Beck Arne
Arch Suicide Res. 2022 Jan-Mar;26(1):127-136. doi: 10.1080/13811118.2020.1761917. Epub 2020 May 7.
We measured the frequency of clinicians' assessments for access to lethal means, including firearms and medications in patients at risk of suicide from electronic medical and mental health records in outpatient and emergency settings.
We included adult patients who reported suicide ideation on the PHQ-9 depression screener in behavioral health and primary care outpatient settings of a large integrated health system in the U.S. and those with suicidal behavior treated in the emergency department. Two separate natural language processing queries were developed on medical record text documentation: (1) assessment for access to firearms (8,994 patients), (2) assessment for access to medications (4,939 patients).
Only 35% of patients had documentation of firearm or medication assessment in the month following treatment for suicidal behavior in the emergency setting. Among those reporting suicidal ideation in outpatient setting, 31% had documentation of firearm assessment and 23% for medication assessment. The accuracy of the estimates was very good for firearm assessment (F1 = 89%) and medication assessment in the outpatient setting (F1 = 91%) and fair for medication assessment in the emergency setting (F1 = 70%) due to more varied documentation styles.
Lethal means assessment following report of suicidal ideation or behavior is low in a nonacademic health care setting. Until health systems implement more structured documentation to measure lethal means assessment, such as discrete data field, NLP methods may be used to conduct research and surveillance of this important prevention practice in real-world settings.
我们通过电子医疗和心理健康记录,测量了门诊和急诊环境中具有自杀风险患者获得致命手段(包括枪支和药物)的临床医生评估频率。
我们纳入了美国一个大型综合医疗系统中行为健康和初级保健门诊环境中在PHQ-9抑郁筛查量表上报告有自杀意念的成年患者,以及在急诊科接受治疗的有自杀行为的患者。针对病历文本记录开发了两个独立的自然语言处理查询:(1)对获取枪支情况的评估(8994名患者),(2)对获取药物情况的评估(4939名患者)。
在急诊环境中接受自杀行为治疗后的一个月内,只有35%的患者有关于枪支或药物评估的记录。在门诊环境中报告有自杀意念的患者中,31%有枪支评估记录,23%有药物评估记录。由于文档风格更加多样,门诊环境中枪支评估(F1 = 89%)和药物评估(F1 = 91%)的估计准确性非常好,而急诊环境中药物评估的准确性一般(F1 = 70%)。
在非学术性医疗保健环境中,自杀意念或行为报告后的致命手段评估率较低。在卫生系统实施更结构化的文档记录以衡量致命手段评估(如离散数据字段)之前,自然语言处理方法可用于在现实环境中对这一重要预防措施进行研究和监测。