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基于 Shapley 值法的中国流动人口公共卫生服务利用影响因素研究

A study on the factors influencing the utilization of public health services by China's migrant population based on the Shapley value method.

机构信息

Department of Health Policy and Management, School of Humanities and Management, Ningxia Medical University, No. 1160, Shengli Street, Xingqing District, Yinchuan, Ningxia, China.

出版信息

BMC Public Health. 2023 Nov 24;23(1):2328. doi: 10.1186/s12889-023-17193-3.

Abstract

BACKGROUND

The health of migrants has received significant global attention, and it is a particularly significant concern in China, which has the largest migrant population in the world. Analyzing data on samples from the Chinese population holds practical significance. For instance, one can delve into an in-depth analysis of the factors impacting (1) the health records of residents in distinct regions and (2) the current state of family doctor contracts. This study explores the barriers to access these two health services and the variations in the effects and contribution magnitudes.

METHODS

This study involved data from 138,755 individuals, extracted from the 2018 National Migration Population Health and Family Planning Dynamic Monitoring Survey database. The theoretical framework employed was the Anderson health service model. To investigate the features and determinants of basic public health service utilization among the migrant population across different regions of China, including the influence of enabling resources and demand factors, x tests and binary logistic regression analyses were conducted. The Shapley value method was employed to assess the extent of influence of each factor.

RESULTS

The utilization of various service types varied among the migrant population, with significant regional disparities. The results of the decomposition of the Shapley value method highlighted variations in the mechanism underlying the influence of propensity characteristics, enabling resources, and demand factors between the two health service types. Propensity characteristics and demand factors were found to be the primary dimensions with the highest explanatory power; among them, health education for chronic disease prevention and treatment was the most influential factor.

CONCLUSION

To better meet the health needs of the migrant population, regional barriers need to be broken down, and the relevance and effectiveness of publicity and education need to be improved. Additionally, by considering the education level, demographic characteristics, and mobility characteristics of the migrant population, along with the relevant health policies, the migrant population needs to be guided to maintain the health records of residents. They should also be encouraged to sign a contract with a family doctor in a more effective manner to promote the equalization of basic health services for the migrant population.

摘要

背景

移民健康问题受到全球广泛关注,而中国作为世界上移民人口最多的国家,这一问题尤为突出。分析中国人群样本数据具有重要的现实意义。例如,可以深入分析影响(1)不同地区居民健康记录和(2)家庭医生签约现状的因素。本研究探讨了获取这两项卫生服务的障碍以及影响和贡献程度的差异。

方法

本研究数据来源于 2018 年全国流动人口卫生计生动态监测调查数据库中的 138755 人。采用安德森卫生服务模型作为理论框架,通过 x 检验和二元逻辑回归分析,研究中国不同地区移民人口基本公共卫生服务利用的特点和决定因素,包括促进资源和需求因素的影响。采用 Shapley 值法评估各因素的影响程度。

结果

不同地区移民人口对各种服务类型的利用情况存在差异,且存在显著的区域差异。Shapley 值法分解结果突出了两种卫生服务类型影响机制中倾向特征、促进资源和需求因素的差异。倾向特征和需求因素是具有最高解释力的主要维度;其中,慢性病防治健康教育是最具影响力的因素。

结论

为更好地满足移民人口的健康需求,需要打破区域障碍,提高宣传教育的针对性和有效性。此外,应考虑移民人口的教育水平、人口特征和流动特征,以及相关卫生政策,引导移民人口保持居民健康记录,并以更有效的方式鼓励他们与家庭医生签约,促进移民人口基本卫生服务均等化。

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