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

IF 2.3 4区 医学 Q3 HEALTH CARE SCIENCES & SERVICES Inquiry-The Journal of Health Care Organization Provision and Financing Pub Date : 2025-01-01 Epub Date: 2025-03-29 DOI:10.1177/00469580251326315
Jiska Cohen-Mansfield, Michal Skornick-Bouchbinder, Moshe Hoshen
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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 age, sex, and comorbidity (as measured by the Charlson Comorbidity Index) were significant predictors of the dependent variable of HSSC during the final year of life. However, the strongest predictor (independent variable) of the dependent variable, HSSC in the final year of life was the independent variable, HSSC in the years preceding the final year of life. 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.

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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。
我们利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。回归模型旨在阐明生命最后一年之前的费用、时间因素和人口统计学因素与生命最后一年的费用有何关联。匿名数据来自以色列最大的健康维护组织的记录,这些记录涉及 2006 年年龄在 65 岁以上、在 2008 年至 2011 年期间死亡的 71855 人。在回归模型中,年龄、性别和合并症(以夏尔森合并症指数衡量)等自变量对生命最后一年的因变量 HSSC 有显著的预测作用。然而,对因变量(生命最后一年的 HSSC)最有力的预测因素(自变量)是自变量(生命最后一年之前几年的 HSSC)。当预测期更接近预测期时,预测的准确性更高。当预测期接近死亡时,准确性下降。这些结果为预测临终支出过程中的方法学考虑因素提供了启示,可能有助于制定方法学标准,从而有助于在这一领域得出一致的结论。虽然生命末期与费用的异常增长(即偏离先前预测的增长)有关,但仍然可以做出重要的预测。
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来源期刊
CiteScore
2.50
自引率
0.00%
发文量
192
审稿时长
>12 weeks
期刊介绍: INQUIRY is a peer-reviewed open access journal whose msision is to to improve health by sharing research spanning health care, including public health, health services, and health policy.
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