获得医疗保健的不平等:拉丁美洲视角

C. Henao, Jenny-Paola Lis-Gutiérrez, Melissa Lis-Gutiérrez
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摘要

导言:在获得医疗保健方面的不平等是一个全球性的重大问题,在获得卫生服务、健康结果和与健康有关的行为方面存在差异。拉丁美洲的收入和财富不平等是众所周知的,在2019冠状病毒病大流行期间,对卫生服务不平等的看法是制定该部门公共政策的关键考虑因素。目的:本研究旨在确定2020年拉丁美洲对不平等的认知和获得卫生服务的相关因素。方法:本研究使用2020年Latinobarómetro的数据,重点关注社会人口统计学、认知和获得卫生服务的因素。使用了三种监督学习算法:logit回归与Lasso正则化算法,决策树和随机森林。结果:研究发现,与2020年拉丁美洲对不平等的看法和获得医疗服务的机会相关的因素包括年龄、教育、收入、医疗保险和使用的医疗设施类型。结论:该研究对拉丁美洲(世界上最不平等的地区之一)与获得卫生系统相关的不平等现象的看法提供了有价值的见解。处理这一问题的公共政策将对拉丁美洲人的客观和主观生活质量产生积极影响。但是,有必要就衡量获得保健服务的适当指标达成更多的共识,有必要进行更多的研究,分析大流行病期间获得保健服务的情况和用户的看法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Inequality in Access to Healthcare: A Latin American Perspective
Introduction: Inequality in access to healthcare is a significant issue globally, with disparities in access to health services, health outcomes, and health-related behaviors. Latin America is known for its income and wealth inequality, and perceptions of inequality in health services during the COVID-19 pandemic are crucial to consider in formulating public policies in this sector. Objective: This study aims to determine the factors associated with the perception of inequality and access to health services in Latin America in 2020. Methods: The study uses data from the 2020 Latinobarómetro and focuses on socio-demographic, perception, and access to health services factors. Three supervised learning algorithms were used: logit regression with Lasso regularization algorithm, decision tree, and random forests. Results: The study found that the factors associated with the perception of inequality and access to health services in Latin America in 2020 include age, education, income, health insurance, and type of healthcare facility used. Conclusions: The study provides valuable insights into the perception of inequality associated with access to health systems in Latin America, one of the world's most unequal regions. Public policies addressing this issue would positively influence Latin Americans' objective and subjective quality of life. However, there is a need for more consensus on appropriate indicators for measuring access to health, and more studies analyzing access to health services during the pandemic and users' perception are necessary.
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