Scale and rate heterogeneity in the EQ-5D-5L valuation.

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2024-07-13 DOI:10.1186/s12955-024-02271-w
Maksat Jumamyradov, Benjamin M Craig, Michał Jakubczyk
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Abstract

Objectives: To estimate values on a quality-adjusted life year (QALY) scale using individual preference evidence, choice analyses typically include ancillary parameters, such as scale factors and discount rates. These parameters potentially differ among respondents. In this study, we investigated how allowing heterogeneity in scale and rate affects the estimation of EQ-5D-5L values.

Methods: Using the first wave of the 2016 EQ-5D-5L valuation study (N = 1017), we estimated a conditional logit (CL) model and three mixed logit models: random scale, random rate, and bivariate. Prior to the exploratory study, we hypothesized that scale and rate are correlated and that allowing heterogeneity in both parameters decreases the number of insignificant incremental effects. We confirmed the exploratory findings by re-estimating these models using paired comparison responses from a second wave (N = 1229).

Results: Scale and rate exhibited significant heterogeneity and were positively correlated. As hypothesized, allowing this heterogeneity improved the face validity of the EQ-5D-5L value set by reducing the number of insignificant incremental effects (from 6 to 2 p-values > 0.05; out of 20). Nevertheless, the CL and bivariate mixed logit estimates are highly correlated and concordant (Pearson correlation coefficient of 0.897, Spearman correlation coefficient of 0.888, Lin's concordance coefficient of 0.763).

Conclusions: Allowing this heterogeneity adds three parameters to the estimation (two variances and a correlation) and improves the face validity of the EQ-5D-5L values. This finding may influence experimental design and choice analysis in health valuation more generally.

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EQ-5D-5L 评估中的规模和比率异质性。
目标:为了利用个人偏好证据估算质量调整生命年 (QALY) 标度的价值,选择分析通常包括辅助参数,如标度系数和贴现率。这些参数可能因受访者而异。在本研究中,我们调查了允许规模和贴现率的异质性如何影响 EQ-5D-5L 值的估算:利用 2016 年第一波 EQ-5D-5L 估值研究(N = 1017),我们估算了一个条件对数(CL)模型和三个混合对数模型:随机规模、随机比率和双变量。在探索性研究之前,我们假设规模和费率是相互关联的,并且允许这两个参数的异质性会减少不显著增量效应的数量。我们使用第二波(N = 1229)的配对比较回答对这些模型进行了重新估计,从而证实了探索性研究结果:结果:量表和比率表现出明显的异质性并呈正相关。正如假设的那样,通过减少不显著的递增效应数量(从 6 个 p 值 > 0.05 降至 2 个,共 20 个),允许这种异质性可提高 EQ-5D-5L 值集的表面效度。尽管如此,CL 和二元混合 logit 估计值高度相关且一致(皮尔逊相关系数为 0.897,斯皮尔曼相关系数为 0.888,林氏一致系数为 0.763):允许这种异质性会为估算增加三个参数(两个方差和一个相关性),并提高 EQ-5D-5L 值的表面效度。这一发现可能会更广泛地影响健康评估中的实验设计和选择分析。
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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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