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End-of-Life Health Costs Were Predicted Primarily by Prior Health Costs, and Secondarily by Temporal, Health and Demographic Factors.临终健康成本主要由先前的健康成本预测,其次由时间、健康和人口因素预测。
Inquiry. 2025 Jan-Dec;62:469580251326315. doi: 10.1177/00469580251326315. Epub 2025 Mar 29.
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本文引用的文献

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End-of-life expenditure on health care for the older population: a scoping review.老年人群临终医疗保健支出:一项范围综述
Health Econ Rev. 2024 Mar 1;14(1):17. doi: 10.1186/s13561-024-00493-8.
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Determinants of Total End-of-Life Health Care Costs of Medicare Beneficiaries: A Quantile Regression Forests Analysis.医疗保险受益人的总临终医疗保健费用的决定因素:分位数回归森林分析。
J Gerontol A Biol Sci Med Sci. 2022 May 5;77(5):1065-1071. doi: 10.1093/gerona/glab176.
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Medicare Cost at End of Life.临终时的医疗保险费用。
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Supervised Learning Methods for Predicting Healthcare Costs: Systematic Literature Review and Empirical Evaluation.预测医疗成本的监督学习方法:系统文献综述与实证评估
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The relationship between health services standardized costs and mortality is non-linear: Results from a large HMO population.健康服务标准化成本与死亡率之间的关系是非线性的:来自大型健康维护组织人群的结果。
Health Policy. 2017 Sep;121(9):1008-1014. doi: 10.1016/j.healthpol.2017.07.004. Epub 2017 Jul 12.
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Coming of age: health-care challenges of an ageing population in Israel.成年期:以色列人口老龄化带来的医疗保健挑战。
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Is socioeconomic status associated with utilization of health care services in a single-payer universal health care system?在单一支付者全民医疗保健系统中,社会经济地位与医疗保健服务的利用有关联吗?
Int J Equity Health. 2014 Nov 28;13:115. doi: 10.1186/s12939-014-0115-1.
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Improving the prediction model used in risk equalization: cost and diagnostic information from multiple prior years.改进风险均衡中使用的预测模型:来自多年的成本和诊断信息。
Eur J Health Econ. 2015 Mar;16(2):201-18. doi: 10.1007/s10198-014-0567-7. Epub 2014 Feb 12.
9
Health care costs for patients with cancer at the end of life.终末期癌症患者的医疗保健费用。
J Oncol Pract. 2012 Nov;8(6):75s-80s. doi: 10.1200/JOP.2011.000469. Epub 2012 Jul 3.
10
Immigrating to a universal health care system: utilization of hospital services by immigrants in Israel.移民到全民医疗保健系统:以色列移民对医院服务的利用。
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临终健康成本主要由先前的健康成本预测,其次由时间、健康和人口因素预测。

End-of-Life Health Costs Were Predicted Primarily by Prior Health Costs, and Secondarily by Temporal, Health and Demographic Factors.

作者信息

Cohen-Mansfield Jiska, Skornick-Bouchbinder Michal, Hoshen Moshe

机构信息

Tel Aviv University, Tel Aviv, Israel.

Clalit Health Services, Tel Aviv, Israel.

出版信息

Inquiry. 2025 Jan-Dec;62:469580251326315. doi: 10.1177/00469580251326315. Epub 2025 Mar 29.

DOI:10.1177/00469580251326315
PMID:40156321
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11954452/
Abstract

We examined regression models predicting health services standardized costs (HSSC) during the years preceding death using varied temporal parameters related to the dependent and independent variables. The regression models sought to elucidate how costs before the final year of life, temporal factors, and demographics are associated with costs in the final year. Anonymized data were derived from the records of Israel's largest health maintenance organization for 71,855 people aged 65+ in 2006, who died between 2008 and 2011. In the regression models, the Independent Variables of , , and (as measured by the Charlson Comorbidity Index) were significant predictors of the dependent variable of . However, the strongest predictor (independent variable) of the dependent variable, was the independent variable, . Prediction was more accurate when the predicting period was closer to the predicted period. Accuracy declined as the predicted period approached death. The results provide insights into methodological considerations in the process of prediction of end-of-life expenditures, which may assist in setting methodological standards that may facilitate arriving at consistent findings in this field. While end-of-life is associated with aberrant increases in costs, that is, increases that deviate from prior predictions, significant predictions can still be made.

摘要

我们使用与因变量和自变量相关的不同时间参数,研究了预测死亡前几年医疗服务标准化成本(HSSC)的回归模型。这些回归模型旨在阐明生命最后一年之前的成本、时间因素和人口统计学特征如何与最后一年的成本相关联。匿名数据来自以色列最大的健康维护组织2006年对71855名65岁及以上人群的记录,这些人于2008年至2011年期间死亡。在回归模型中,(通过查尔森合并症指数衡量的)、和的自变量是因变量的显著预测因子。然而,因变量的最强预测因子(自变量)是自变量。当预测期更接近预测期时,预测更准确。随着预测期接近死亡,准确性下降。研究结果为临终支出预测过程中的方法学考量提供了见解,这可能有助于设定方法学标准,从而促进在该领域得出一致的研究结果。虽然临终与成本异常增加相关,即增加幅度偏离先前预测,但仍可做出显著预测。