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Time-Varying Parameter Population Health Models and the Health Effects of Social Services vs. Health Care Spending An Application to Canada

机译:时变参数人口卫生模型与社会服务的健康效果与医疗保健支出到加拿大的申请

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A recent strand of the health literature claims that, for a healthier population, governments in high-income countries such as Canada should shift expenditure from health care to the provision of social services. Authors in this literature make this recommendation based on the finding that in standard static constant-parameter health models, the ratio of social services to health care spending is systematically associated with higher life expectancy and lower mortality across the OECD countries. We evaluate the robustness of this important claim to (i) likely time-variation in the model parameters (ii) delayed effects of health determinants and (iii) to disaggregation of health care spending into its major components. Methods: We conduct a longitudinal study of the comparative empirical performances of four time-varying parameter, dynamic and disaggregated health-indicator models relative to the benchmark models typically estimated in the literature, using a Canadian national dataset. Results: We find evidence that spending on social services may indeed increase life expectancy and lower mortality more than spending on health care; but this finding emerges only in dynamic models that allow for time variation in the coefficients. Disaggregation generally shows that hospital care lowers mortality by more than all other categories of spending, including social services.
机译:最近的卫生文献据称,对于更健康的人口,加拿大等高收入国家的政府应将医疗保健支出转移到提供社会服务。本文的作者基于该建议,根据标准静态恒定参数卫生模型,社会服务与医疗支出的比率有系统地与经合组织国家的寿命更高和降低死亡率有关。我们评估这一重要主张的稳健性(i)模型参数(ii)延迟效应的可能时间变化(ii)延迟影响卫生决定因素和(iii)将医疗保健支出分解为其主要成分的分解。方法:使用加拿大国家数据集进行相对于文献中通常估计的基准模型,对四个时变参数,动态和分列的健康指标模型进行比较实证性能的纵向研究。结果:我们发现证据表明,社会服务的支出可能确实增加了预期寿命和降低死亡率,而不是对医疗保健支出;但此发现仅在动态模型中出现,允许系数的时间变化。分解通常表明,医院护理以多于所有其他类别的支出,包括社会服务,降低了死亡率。

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