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欧洲国家公共卫生系统的行为与社会维度:描述性、典范性和因子分析。

The Behavioral and Social Dimension of the Public Health System of European Countries: Descriptive, Canonical, and Factor Analysis.

机构信息

The London Academy of Science and Business, London W1U 6TU, UK.

Department of Financial Technologies and Entrepreneurship, Sumy State University, 40000 Sumy, Ukraine.

出版信息

Int J Environ Res Public Health. 2023 Mar 1;20(5):4419. doi: 10.3390/ijerph20054419.

Abstract

BACKGROUND

The state and prospects of the healthcare industry of a country are among its top priorities because the quality of life and health of its citizens are indicators of its success and competitiveness. The aim of this study is to conduct a theoretical analysis and qualitative and quantitative assessments of indicators by developing an integral indicator in the context of behavioral, social, demographic, and economic factors that characterize the level of healthcare system development in European countries using multivariate statistical modeling methods.

METHODS

The study was implemented using Statistica 10 and Statistica Portable statistical packages. The statistical base of the study was formed using descriptive analysis; a group of 10 European countries was identified using a cluster analysis based on the application of an iterative divisive k-means method. The degree and significance of the interrelations between the components characterizing the studied groups of indicators were determined using canonical correlations by conducting a canonical analysis. Factor modeling is conducted by applying the analysis of the main components to determine the relevant indicators for assessing the level of healthcare system development to build integral indicators of the level of healthcare system development in European countries.

RESULTS

The need to improve the level of healthcare system development in European countries was confirmed. Shortcomings and possible reserves for potential improvement of the healthcare system were identified.

CONCLUSIONS

The results can help public authorities, officials and employees of the healthcare sector organize and conduct effective, timely, high-quality regulation and adjustment of the regulatory and legislative framework to improve healthcare system development.

摘要

背景

一个国家的医疗保健行业的状况和前景是其首要任务之一,因为公民的生活质量和健康是其成功和竞争力的指标。本研究的目的是在行为、社会、人口和经济因素的背景下,通过开发一个综合指标,对欧洲国家医疗保健系统发展水平的指标进行理论分析和定性及定量评估,使用多元统计建模方法。

方法

该研究使用了 Statistica 10 和 Statistica Portable 统计软件包来实施。研究的统计基础是使用描述性分析形成的;使用迭代分割 k-均值方法的应用,通过聚类分析确定了一组 10 个欧洲国家。通过进行典型相关分析,确定了用于确定研究组指标的特征成分之间相互关系的程度和显著性。通过应用主成分分析进行因子建模,以确定评估医疗保健系统发展水平的相关指标,从而构建欧洲国家医疗保健系统发展水平的综合指标。

结果

证实了需要提高欧洲国家医疗保健系统发展水平。确定了医疗保健系统的不足之处以及可能改进的潜力。

结论

研究结果可以帮助公共当局、官员和医疗保健部门的员工组织和进行有效的、及时的、高质量的监管和调整监管和立法框架,以改善医疗保健系统的发展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7bcf/10002141/21a50825b22c/ijerph-20-04419-g001.jpg

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