Tucher Emma L, Tran Nathan, Gottlieb Laura M, Grant Richard W, Franklin Stephanie M, Donovan Jenna, Pantell Matthew S
Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.
Kaiser Permanente, Pleasanton, CA, USA.
J Gen Intern Med. 2025 May 6. doi: 10.1007/s11606-025-09594-4.
Social risks are associated with poor health outcomes and increased costs. Therefore, health systems and policymakers increasingly emphasize social risk screening and interventions. However, universal screening implementation remains challenging due to clinician burnout, lack of evidence, and financial trade-offs. One solution to decrease implementation burden is a two-step social risk screening system where individuals who screen positive for financial strain are then surveyed for other social risks.
We analyzed the predictive value of a financial strain screener as a pre-screener for food insecurity, housing instability, and/or transportation barriers.
Longitudinal study evaluating the proportion of participants endorsing financial strain and other social risks. Data obtained from OCHIN (2017-2023), Humana (2019-2020), and Kaiser Permanente (KP) (2020). We assessed the predictive value (e.g., sensitivity, specificity, positive and negative predictive value, and area under the receiver operating characteristic curve) of using financial strain as a pre-screener for the other social risks.
The sample included n = 252,845 adults (≥18 years old) with complete data on all four social risks (63.7% from OCHIN, 32.2% from Humana, 4.1% from KP). The response rate varied from 18.7% (Humana) to 23.0% (KP); the OCHIN sample included 21.6% of eligible encounters.
Data related to financial strain, food insecurity, housing instability, and transportation barriers were derived from survey responses and visit-level encounter data.
The OCHIN sample included 38%, Humana 41%, and KP 28% with financial strain. Using the financial strain item in an initial pre-screening would fail to identify 12.3 to 24.2% of individuals who reported food insecurity, 13.2 to 24.7% who reported housing instability, 17.0 to 32.6% who reported transportation barriers, and 4.1 to 5.7% who reported all three risks.
A financial strain pre-screener could lead health systems to miss >10% of people who report food insecurity, housing instability, and/or transportation barriers.
社会风险与不良健康结果及成本增加相关。因此,卫生系统和政策制定者越来越强调社会风险筛查和干预措施。然而,由于临床医生倦怠、缺乏证据以及财务权衡,全面实施筛查仍然具有挑战性。减轻实施负担的一种解决方案是采用两步社会风险筛查系统,即对财务压力筛查呈阳性的个体再进行其他社会风险调查。
我们分析了财务压力筛查作为粮食不安全、住房不稳定和/或交通障碍预筛查工具的预测价值。
纵向研究,评估认可财务压力和其他社会风险的参与者比例。数据来自OCHIN(2017 - 2023年)、Humana(2019 - 2020年)和凯撒医疗集团(KP)(2020年)。我们评估了将财务压力用作其他社会风险预筛查工具的预测价值(如敏感性、特异性、阳性和阴性预测值以及受试者工作特征曲线下面积)。
样本包括n = 252,845名成年人(≥18岁),他们拥有所有四种社会风险的完整数据(63.7%来自OCHIN,32.2%来自Humana,4.1%来自KP)。回复率从18.7%(Humana)到23.0%(KP)不等;OCHIN样本包括21.6%的符合条件的就诊者。
与财务压力、粮食不安全、住房不稳定和交通障碍相关的数据来自调查回复和就诊层面的就诊数据。
OCHIN样本中38%、Humana样本中41%以及KP样本中28%的人存在财务压力。在初始预筛查中使用财务压力项目会导致未能识别出12.3%至24.2%报告粮食不安全的个体、13.2%至24.7%报告住房不稳定的个体、17.0%至32.6%报告交通障碍的个体以及4.1%至5.7%报告所有三种风险的个体。
财务压力预筛查可能导致卫生系统遗漏超过10%报告粮食不安全、住房不稳定和/或交通障碍的人群。