痴呆和四肢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: 1

摘要

尽管德国对长期护理的需求预计在未来几十年会增加,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策,有必要评估不同风险因素对未来LTC需求的影响。就长期护理需求而言,痴呆和下肢损伤是常见的风险因素。两者都用于证明其在缓解未来家庭和疗养院整体长期护理需求增加方面的最大可达到效果。我们使用了一个多州预测模型,根据德国最大的公共医疗保险提供商AOK在2004年至2010年间的纵向健康索赔数据来估计潜在的转变率和死亡率。我们预测了2014年至2044年期间德国75岁以上人群的六种不同LTC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LTC风险因素的影响可以缓解LTC总需求的增加,并将需求推迟到更晚的年龄。由于痴呆症是长期护理需求和死亡率的双重风险因素,消除痴呆症显著地将未来的护理需求从机构长期护理转变为在家长期护理,甚至使老年人在家长期治疗的需求增加到基线预测之外。取消LEI对整体和部门LTC需求的影响较小。同时消除这两种风险因素会产生最大的影响,这甚至比两种单独情况的总和更显著,因此表明痴呆症和LEI对LTC风险的协同关系。当去除特定的风险因素时,长期护理需求类型(家庭或机构)显示出相当大的可塑性。我们以痴呆症和LEI为潜在可改变风险因素的例子,证明了长期护理需求在多大程度上会受到家庭长期护理的影响,从而展示了如何评估决策者潜在干预目标的有效性。这项研究提供了关于未来家庭和机构长期护理需求可塑性程度的证据,假设在完全消除护理需求的特定认知或身体风险因素(痴呆症或低EI)时,这些需求是可以实现的。它基于大规模的健康索赔数据,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长期护理类型之间存在密切联系,因为长期护理的缺失将老年人的护理需求转移到了家庭护理。该研究还证明了基于健康索赔数据的反事实预测在评估不同干预策略的假设最大疗效方面的有用性。
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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CiteScore
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