痴呆和肢体损伤对长期护理需求可塑性的影响:基于德国健康保险常规数据的反事实预测情景分析

IF 1.5 Q2 DEMOGRAPHY
Alexander Barth
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引用次数: 0

摘要

尽管德国对长期护理(LTC)的需求预计将在未来几十年增加,但长期护理部门将难以提供足够的能力。为了做出明智的政策决定,评估不同风险因素对未来LTC需求的影响是必要的。在LTC需求方面,痴呆和下肢损伤(LEI)是常见的危险因素。这两种方法都被用来证明它们在缓解未来家庭和养老院整体LTC需求增加方面可达到的最大功效。我们使用了一个多州预测模型,该模型基于2004年至2010年间德国最大的公共健康保险提供商AOK的纵向健康索赔数据,对潜在的过渡和死亡率进行了估计。我们预测了2014年至2044年期间德国75岁以上老年人LTC的六种不同情景,包括消除LEI、痴呆或两者影响的反事实情景。我们的多州预测区分了家庭LTC和机构LTC。消除长期消费风险因素的影响会减缓长期消费总需求的增长,并将需求推迟到更晚的年龄。消除痴呆显著地将未来的护理需求从机构LTC转移到家中LTC,甚至增加了老年人对家中LTC的需求,超出了基线预测,因为痴呆是LTC需求和死亡率的双重风险因素。取消LEI对整体和部门LTC需求的影响较小。同时去除这两种危险因素的影响最大,甚至比两种单独情景加起来的影响更显著,这表明痴呆和LEI对LTC风险存在协同关系。当特定的风险因素被移除时,LTC需求类型(基于家庭或机构)显示出相当大的可塑性。我们以痴呆和LEI作为潜在可改变的风险因素的例子,展示了LTC需求在多大程度上可以影响到有利于家庭LTC的需求,从而展示了如何评估政策制定者潜在干预目标的有效性。这项研究为未来家庭和机构长期护理需求的可塑性程度提供了证据,假设当完全消除护理需求的特定认知或身体风险因素(痴呆或低情商)时,这种需求是可以实现的。它基于大规模健康索赔数据,其中包含关于发病率和长期护理状况的纵向个人水平数据。痴呆症的认知风险因素与LTC类型之间存在密切联系,因为LTC的缺失使老年人的护理需求转向以家庭为基础的护理。该研究还证明了基于健康声明数据的反事实预测在评估不同干预策略的假设最大功效方面的有用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Impact of Dementia and Extremity Injuries on the Plasticity of Long-term Care Demand: An Analysis of Counterfactual Projection Scenarios Based on German Health Insurance Routine Data
Although demand for long-term care (LTC) in Germany is expected to increase over the coming decades, the LTC sector will struggle to provide sufficient capacity. Evaluating the impact of different risk factors on future LTC demand is necessary in order to make informed policy decisions. With regard to LTC need, dementia and lower extremity injuries (LEI) are common risk factors. Both are used to demonstrate their maximum attainable efficacy in mitigating the future increase in overall LTC need, both at home and in nursing homes.We use a multi-state projection model for which the estimation of the underlying transition and mortality rates is based on longitudinal health claims data from AOK, Germany’s largest public health insurance provider, between 2004 and 2010. We project six different scenarios of LTC for ages 75+ in Germany for the period from 2014 to 2044, including counterfactual scenarios that remove the effects of LEI, dementia, or both. Our multi-state projections distinguish between home-based and institutional LTC.Removing the effect of LTC risk factors mitigates the increase in total LTC demand and postpones demand until a later age. Removing dementia markedly shifts future care demand from institutional LTC to LTC at home and even increases demand for LTC at home at older ages beyond the baseline projection due to the dual function of dementia as a risk factor for both LTC demand and mortality. Removing LEI has less of an effect on overall and sectoral LTC demand. Removing both risk factors at the same time results in the greatest impact, which is even more marked than that of both individual scenarios combined, thus indicating a synergistic relationship between dementia and LEI on LTC risk.The type of LTC demand (home-based or institutional) shows considerable plasticity when specific risk factors are removed. We demonstrate the degree to which LTC demand can be affected in favour of LTC at home, using dementia and LEI as examples of potentially modifiable risk factors, and thus show how the efficacy of potential intervention targets for policy-makers can be assessed.This study provides evidence on the degree of plasticity of future long-term care demand at home and in institutions that would hypothetically be attainable when completely removing specific cognitive or physical risk factors of care need (dementia or lower EI). It is based on large-scale health claims data, which contain longitudinal individual level data on morbidity and long-term care status. A close link exists between the cognitive risk factor of dementia and the type of LTC, as its absence shifts care demand to home-based care at older ages. The study also demonstrates the usefulness of counterfactual projections based on health claims data in assessing the hypothetical maximum efficacy of different intervention strategies.
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