Partnered Evidence-Based Policy Resource Center, VA Boston Healthcare System, Boston, Massachusetts, USA.
Department of Health Law, Policy, and Management, School of Public Health, Boston University, Boston, Massachusetts, USA.
Health Serv Res. 2024 Dec;59 Suppl 2(Suppl 2):e14333. doi: 10.1111/1475-6773.14333. Epub 2024 Jun 2.
To estimate a causal relationship between mental health staffing and time to initiation of mental health care for new patients.
As the largest integrated health care delivery system in the United States, the Veterans Health Administration (VHA) provides a unique setting for isolating the effects of staffing on initiation of mental health care where demand is high and out-of-pocket costs are not a relevant confounder. We use data from the Department of Defense and VHA to obtain patient and facility characteristics and health care use.
To isolate exogenous variation in mental health staffing, we used an instrumental variables approach-two-stage residual inclusion with a discrete time hazard model. Our outcome is time to initiation of mental health care after separation from active duty (first appointment) and our exposure is mental health staffing (standardized clinic time per 1000 VHA enrollees per pay period).
DATA COLLECTION/EXTRACTION METHODS: Our cohort consists of all Veterans separating from active duty between July 2014 and September 2017, who were enrolled in the VHA, and had at least one diagnosis of post-traumatic stress disorder, major depressive disorder, and/or substance use disorder in the year prior to separation from active duty (N = 54,209).
An increase of 1 standard deviation in mental health staffing results in a higher likelihood of initiating mental health care (adjusted hazard ratio: 3.17, 95% confidence interval: 2.62, 3.84, p < 0.001). Models stratified by tertile of mental health staffing exhibit decreasing returns to scale.
Increases in mental health staffing led to faster initiation of care and are especially beneficial in facilities where staffing is lower, although initiation of care appears capacity-limited everywhere.
评估心理健康人员配备与新患者开始接受心理健康护理之间的因果关系。
作为美国最大的综合医疗服务提供系统,退伍军人事务部(VA)为隔离人员配备对开始接受心理健康护理的影响提供了一个独特的环境,在这种环境中,需求很高,自付费用不是一个相关的混杂因素。我们使用来自国防部和 VA 的数据来获取患者和设施特征以及医疗保健使用情况。
为了隔离心理健康人员配备的外生变化,我们使用了一种工具变量方法——两阶段剩余纳入与离散时间风险模型。我们的结果是从现役退役后开始接受心理健康护理的时间(第一次预约),我们的暴露是心理健康人员配备(每 1000 名 VA 参保者每付费期的标准诊所时间)。
数据收集/提取方法:我们的队列由 2014 年 7 月至 2017 年 9 月期间从现役退役的所有退伍军人组成,他们在 VA 注册,并且在现役退役前一年至少有一个创伤后应激障碍、重度抑郁障碍和/或物质使用障碍的诊断(N=54209)。
心理健康人员配备增加一个标准差会增加开始接受心理健康护理的可能性(调整后的风险比:3.17,95%置信区间:2.62,3.84,p<0.001)。按心理健康人员配备的三分位数分层的模型显示出规模报酬递减。
心理健康人员配备的增加导致护理更快地开始,并且在人员配备较低的设施中尤其有益,尽管护理的开始似乎受到能力限制。