National School of Development, Peking University, 100871, Beijing, China.
Department of Ophthalmology, Tianjin Medical University General Hospital, 300052, Tianjin, China.
BMC Health Serv Res. 2021 Jul 31;21(1):761. doi: 10.1186/s12913-021-06754-0.
Vision health is an important aspect of health worldwide. Visual impairment (VI) is associated with poor quality of life and is usually more prevalent in rural areas. To help rural populations obtain vision care, health insurance policies have emerged throughout the world. However, some existing literatures show that health insurance enrollment's impact on the overall physical health of rural population has been minimal. Focusing on vision health among adults in rural China, our study aims to investigates the impact of health insurance on vision health, heterogeneity of the effect, and the moderating effect of health insurance enrollment on the impact of chronic physical diseases and basic eye diseases on vision health.
Primary data were collected through a nation-wide epidemiological survey of vision health conducted in rural China in 2018, with a sample size of 28,787 used in our statistical analysis. Instrumental variables regression and Heckman selection models were conducted to examine the impact of health insurance enrollment and reimbursement ratio adults' vision health outcomes. Subsample regressions by sex, age, education level, and whether with eye diseases were further conducted to explore the heterogeneity in our results. We then examined whether health insurance enrollment moderates the impact of chronic physical diseases and basic eye diseases on vision health through the method of introducing interaction terms.
Participating in health insurance reduced the probability of VI by 2.15 %. The reimbursement rate increasing by 1 % point may reduce the probability of worsening VI by 6.12 %. Men (-0.0235, P = 0.0002) benefit more from insurance enrollment than women (-0.0201, P = 0.0082) with respect to vision health. From the young adult group to the oldest group, the marginal effect of health insurance increased from - 0.0068 (P = 0.0394) to -0.0753 (P < 0.0001). The marginal effect on VI was most significant in people with lower education levels and weakened with increased education levels. People with basic eye diseases (-0.0496, P = 0.0033) benefit more from participating insurance than the people without basic eye diseases (-0.0196, P = 0.0001) with respect to vision health. The moderating effects of health insurance enrollment on the impacts of cerebral infarction (-0.1225, P < 0.0001), diabetes (-0.0398, P = 0.0245), hyperlipidemia (-0.1364, P = 0.0271), mental illness (-0.1873, P = 0.0010), glaucoma (-0.1369, P = 0.0073), diabetic retinopathy (-0.1560, P = 0.0043), and retinal vein obstruction (-0.2018, P = 0.0155) on vision health were significantly negative.
The results suggest that participation in health insurance and higher health insurance reimbursement ratios reduced the risk of VI in the sampled adults. Health insurance has the most significant effect in in vulnerable groups. Heath insurance enrollment moderates the impacts of several chronic physical and basic eye conditions on vision health. Our findings have potential implications for reforming health insurance policies to improve vision health conditions in rural areas of developing countries.
视力健康是全球健康的一个重要方面。视力障碍(VI)与生活质量差有关,通常在农村地区更为普遍。为了帮助农村人口获得视力保健,世界各地都出现了健康保险政策。然而,一些现有文献表明,健康保险的参保对农村人口整体身体健康的影响微乎其微。本研究聚焦于中国农村成年人的视力健康,旨在调查健康保险对视力健康的影响、影响的异质性,以及健康保险参保对慢性躯体疾病和基础眼病对视力健康影响的调节作用。
本研究使用 2018 年在中国农村进行的一项全国性视力健康流行病学调查的原始数据,样本量为 28787 人,用于我们的统计分析。我们采用工具变量回归和 Heckman 选择模型来检验健康保险参保和报销比例对成年人视力健康结果的影响。进一步按性别、年龄、教育水平和是否患有眼病进行亚组回归,以探讨结果的异质性。然后,我们通过引入交互项的方法,检验健康保险参保是否调节慢性躯体疾病和基础眼病对视力健康的影响。
参加健康保险可使 VI 的概率降低 2.15%。报销率每增加 1%,可能会使 VI 恶化的概率降低 6.12%。与女性(-0.0201,P=0.0082)相比,男性(-0.0235,P=0.0002)从健康保险参保中获益更多,健康状况更好。从年轻成人组到最年长成人组,健康保险的边际效应从-0.0068(P=0.0394)增加到-0.0753(P<0.0001)。在教育程度较低的人群中,VI 的边际效应最大,随着教育程度的提高而减弱。患有基础眼病的人(-0.0496,P=0.0033)比没有基础眼病的人(-0.0196,P=0.0001)从健康保险参保中获益更多,健康状况更好。健康保险参保对脑梗死(-0.1225,P<0.0001)、糖尿病(-0.0398,P=0.0245)、高血脂(-0.1364,P=0.0271)、精神疾病(-0.1873,P=0.0010)、青光眼(-0.1369,P=0.0073)、糖尿病视网膜病变(-0.1560,P=0.0043)和视网膜静脉阻塞(-0.2018,P=0.0155)对视力健康的影响的调节作用具有显著的负向影响。
研究结果表明,参加健康保险和提高健康保险报销比例可降低抽样成年人 VI 的风险。健康保险在弱势群体中效果最显著。健康保险参保调节了几种慢性躯体疾病和基础眼病对视力健康的影响。我们的研究结果为改革健康保险政策以改善发展中国家农村地区的视力健康状况提供了依据。