Aras Selin, Bakaj Angela, Calica Lucas, Solario David, Ezenwoko Chidumebi, Soto Leslie, Berishaj Amonda, Equils Ozlem
MiOra-Public Health Non-profit Organization, Encino, CA, USA.
The University of Chicago, Chicago, IL, USA.
Am J Mens Health. 2025 Jan-Feb;19(1):15579883241309752. doi: 10.1177/15579883241309752.
The literature on health care disparities among U.S. minority men remains limited, and post-pandemic changes in the health care delivery system may uniquely affect this population. We assessed the factors influencing California-based minority men's compliance with routine health checkup. An IRB-approved survey was conducted electronically by convenience sampling between October 2022 and July 2023. Data was collected on demographics, socioeconomic status, health insurance, and routine checkup attendance. Health insurance literacy was assessed by self-reported ability to locate insurance-covered clinics and health care information. The data was analyzed using random forest modeling with both feature importance and SHAP values for interpretability, and logistic regression analysis. A total of 266 male respondents participated. Of these, 60.5% were under 30 years old, and 66.9% identified as Latino/Hispanic.The majority were employed (82.7%), insured (84.9%), and earned less than $50,000 annually (64.5%). While 71.8% were connected to a clinic or hospital, only 50.8% attended routine health checkup, and 6.8% had visited a doctor in the past year. Key factors influencing compliance included zip code, connection to a clinic and the ability to locate a clinic covered by insurance. These findings highlight that half of insured minority men in California under 60 years of age are not attending routine checkups, suggesting significant barriers related to accessibility and health insurance literacy. Addressing these disparities could improve health care utilization and outcomes in this population.
关于美国少数族裔男性医疗保健差异的文献仍然有限,而且医疗保健提供系统在疫情后的变化可能会对这一人群产生独特影响。我们评估了影响加利福尼亚州少数族裔男性进行常规健康检查依从性的因素。2022年10月至2023年7月期间,通过便利抽样以电子方式进行了一项经机构审查委员会批准的调查。收集了有关人口统计学、社会经济地位、医疗保险和常规检查参与情况的数据。通过自我报告查找保险覆盖诊所和医疗保健信息的能力来评估医疗保险素养。使用具有特征重要性和SHAP值以提高可解释性的随机森林建模以及逻辑回归分析对数据进行了分析。共有266名男性受访者参与。其中,60.5%的人年龄在30岁以下,66.9%的人认定为拉丁裔/西班牙裔。大多数人有工作(82.7%)、有保险(84.9%),且年收入低于5万美元(64.5%)。虽然71.8%的人与诊所或医院有联系,但只有50.8%的人进行常规健康检查,6.8%的人在过去一年看过医生。影响依从性的关键因素包括邮政编码、与诊所的联系以及查找保险覆盖诊所的能力。这些发现突出表明,加利福尼亚州60岁以下有保险的少数族裔男性中有一半没有进行常规检查,这表明在可及性和医疗保险素养方面存在重大障碍。解决这些差异可能会改善这一人群的医疗保健利用情况和结果。