使用不同的虚弱确定性回溯窗口的基于索赔的虚弱代理的性能。

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
ACS Applied Electronic Materials Pub Date : 2024-05-01 Epub Date: 2024-03-12 DOI:10.1097/MLR.0000000000001994
Emilie D Duchesneau, Til Stürmer, Dae Hyun Kim, Katherine Reeder-Hayes, Jessie K Edwards, Keturah R Faurot, Jennifer L Lund
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引用次数: 0

摘要

背景:虚弱是一种与衰老有关的综合征,是指维持体内平衡的生理储备能力下降。Faurot虚弱指数已被验证为一种基于医疗保险报销的预测虚弱的替代指标,它使用的是用户指定的确定窗口的账单信息:我们评估了 Faurot 虚弱指数在使用不同的虚弱确定窗口预测虚弱表型和 1 年死亡率时的有效性:我们在第五轮(2015 年)"全国健康与老龄化趋势研究"(National Health and Aging Trends Study)中通过医疗保险理赔链接对老年人(66 岁以上)进行了识别。使用虚弱表型评估金标准虚弱程度。我们使用调查前 3 个月、6 个月、8 个月和 12 个月的报销单或所有可用回溯计算 Faurot 虚弱指数。通过量化校准和区分度来评估每个窗口预测虚弱表型的模型性能。通过估算基于索赔的虚弱分层的风险差异来评估 1 年死亡率的预测性能:在 4253 名老年人中,6 个月和 8 个月窗口的虚弱表型校准效果最好(校准斜率分别为 0.88 和 0.87)。所有可用的回溯具有最好的区分度(C统计量=0.780),但校准效果较差。使用 3 个月窗口时,死亡率相关性最强,窗口越长,相关性单调下降。亚组分析显示,黑人和西班牙裔个体的表现比同类个体差:结论:Faurot虚弱指数的最佳确定窗口可能取决于临床环境,研究人员应考虑辨别、校准和死亡率之间的权衡。使用不同持续时间进行敏感性分析可提高推论的稳健性。需要开展研究以改进对不同种族和族裔群体的预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance of a Claims-Based Frailty Proxy Using Varying Frailty Ascertainment Lookback Windows.

Background: Frailty is an aging-related syndrome of reduced physiological reserve to maintain homeostasis. The Faurot frailty index has been validated as a Medicare claims-based proxy for predicting frailty using billing information from a user-specified ascertainment window.

Objectives: We assessed the validity of the Faurot frailty index as a predictor of the frailty phenotype and 1-year mortality using varying frailty ascertainment windows.

Research design: We identified older adults (66+ y) in Round 5 (2015) of the National Health and Aging Trends Study with Medicare claims linkage. Gold standard frailty was assessed using the frailty phenotype. We calculated the Faurot frailty index using 3, 6, 8, and 12 months of claims prior to the survey or all-available lookback. Model performance for each window in predicting the frailty phenotype was assessed by quantifying calibration and discrimination. Predictive performance for 1-year mortality was assessed by estimating risk differences across claims-based frailty strata.

Results: Among 4253 older adults, the 6 and 8-month windows had the best frailty phenotype calibration (calibration slopes: 0.88 and 0.87). All-available lookback had the best discrimination (C-statistic=0.780), but poor calibration. Mortality associations were strongest using a 3-month window and monotonically decreased with longer windows. Subgroup analyses revealed worse performance in Black and Hispanic individuals than counterparts.

Conclusions: The optimal ascertainment window for the Faurot frailty index may depend on the clinical context, and researchers should consider tradeoffs between discrimination, calibration, and mortality. Sensitivity analyses using different durations can enhance the robustness of inferences. Research is needed to improve prediction across racial and ethnic groups.

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CiteScore
7.20
自引率
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