Department of Public Health Sciences, Miller School of Medicine, University of Miami, Miami, FL, United States.
Front Public Health. 2022 Sep 6;10:946944. doi: 10.3389/fpubh.2022.946944. eCollection 2022.
The coronavirus disease 2019 (COVID-19) public health emergency has amplified the potential value of deploying telehealth solutions. Less is known about how trends in access to care through telehealth changed over time.
To investigate trends in forgone care and telehealth coverage among Medicare beneficiaries during the COVID-19 pandemic.
A cross-sectional study design was used to analyze the outcomes of 31,907 Medicare beneficiaries using data from three waves of survey data from the Medicare Current Beneficiary Survey COVID-19 Supplement (Summer 2020, Fall 2020, and Winter 2021). We identified informative variables through a multivariate classification analysis utilizing Random Forest machine learning techniques.
The rate of reported forgone medical care because of COVID-19 decreased largely (22.89-3.31%) with a small increase in telehealth coverage (56.24-61.84%) from the week of June 7, 2020, to the week of April 4 to 25, 2021. Overall, there were 21.97% of respondents did not know whether their primary care providers offered telehealth services; the rates of forgone care and telehealth coverage were 11.68 and 59.52% (11.73 and 81.18% from yes and no responses). Our machine learning model predicted the outcomes accurately utilizing 43 variables. Informative factors included Medicare beneficiaries' age, Medicare-Medicaid dual eligibility, ability to access basic needs, certain mental and physical health conditions, and interview date.
This cross-sectional survey study found proliferation and utilization of telehealth services in certain subgroups during the COVID-19 pandemic, providing important access to care. There is a need to confront traditional barriers to the proliferation of telehealth. Policymakers must continue to identify effective means of maintaining continuity of care and growth of telehealth services.
2019 年冠状病毒病(COVID-19)公共卫生紧急情况放大了部署远程医疗解决方案的潜在价值。人们对远程医疗服务获取途径的趋势随时间的变化了解较少。
调查 COVID-19 大流行期间 Medicare 受益人的医疗服务缺失和远程医疗覆盖情况的趋势。
本研究采用横断面研究设计,利用 Medicare 现行受益人调查 COVID-19 补充调查的三波调查数据(2020 年夏季、2020 年秋季和 2021 年冬季),对 31907 名 Medicare 受益人的结果进行分析。我们通过利用随机森林机器学习技术的多变量分类分析来识别信息变量。
从 2020 年 6 月 7 日那一周到 2021 年 4 月 4 日至 25 日那一周,由于 COVID-19 而报告的医疗服务缺失率大幅下降(22.89%-3.31%),远程医疗覆盖率略有增加(56.24%-61.84%)。总体而言,有 21.97%的受访者不知道他们的初级保健提供者是否提供远程医疗服务;医疗服务缺失率和远程医疗覆盖率分别为 11.68%和 59.52%(来自是和否的回答,分别为 11.73%和 81.18%)。我们的机器学习模型利用 43 个变量准确地预测了结果。信息因素包括 Medicare 受益人的年龄、医疗保险和医疗补助双重资格、获得基本需求的能力、某些心理健康和身体状况以及访谈日期。
本横断面调查研究发现,在 COVID-19 大流行期间,某些亚组的远程医疗服务呈扩散和利用趋势,这为医疗服务提供了重要途径。需要解决远程医疗扩散的传统障碍。政策制定者必须继续确定维持医疗服务连续性和远程医疗服务增长的有效方法。