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系统评价国际 EQ-5D-5L 价值集生成中使用的方法学和建模方法。

A Systematic Review of the Methodologies and Modelling Approaches Used to Generate International EQ-5D-5L Value Sets.

机构信息

School of Health and Related Research, University of Sheffield, Regent Court, 30 Regent Street, Sheffield, S1 4DA, UK.

出版信息

Pharmacoeconomics. 2022 Sep;40(9):863-882. doi: 10.1007/s40273-022-01159-1. Epub 2022 Jul 13.

Abstract

BACKGROUND

The international protocol for valuing EQ-5D-5L focuses upon prescribed preference elicitation methods and design. However, there are no recommendations around sampling, recruitment, data analysis or modelling to generate the EQ-5D-5L value set. This review examines methods used to generate international EQ-5D-5L values sets, across sampling, recruitment, data analysis, modelling, assessing model performance and selection of the recommended value set.

METHODS

All published EQ-5D-5L value sets were identified by a systematic search and confirmed by the EuroQol Group. Data were extracted to assess sampling, recruitment, preference elicitation techniques and design, data analysis, modelling, assessing model performance, and vale set selection. These are summarised in tables.

RESULTS

The review included 29 studies with 27 value sets generated using time-trade-off (TTO) data (n = 10) only or using a hybrid model that combines TTO and discrete choice experiment data (n = 17). TTO data were most commonly estimated using a heteroscedastic Tobit model with censoring at - 1, and the hybrid model using a specially created program. Model performance was generally assessed using goodness of fit, logical consistency and significance of coefficients, suitability of the model for the data characteristics and parsimony, though not all selected models account for the specific characteristics of the data.

DISCUSSION

Different assessments of model performance and reasoning are provided for the selection of the recommended value set for a country. This raises the question of valid criteria for selecting a recommended value set and whether this should rely upon researchers' recommendations when value sets are often used to inform public policy.

摘要

背景

国际 EQ-5D-5L 价值评估协议侧重于规定的偏好 elicitation 方法和设计。然而,对于生成 EQ-5D-5L 值集,没有关于抽样、招募、数据分析或建模的建议。本综述审查了用于生成国际 EQ-5D-5L 值集的方法,包括抽样、招募、偏好 elicitation 技术和设计、数据分析、建模、评估模型性能和推荐值集的选择。

方法

通过系统搜索确定了所有已发表的 EQ-5D-5L 值集,并得到了 EuroQol 集团的确认。提取数据以评估抽样、招募、偏好 elicitation 技术和设计、数据分析、建模、评估模型性能和值集选择。这些都在表格中进行了总结。

结果

综述包括 29 项研究,其中 27 项价值集是使用时间交易(TTO)数据(n = 10)或使用结合 TTO 和离散选择实验数据的混合模型(n = 17)生成的。TTO 数据最常用异方差 Tobit 模型进行估计,带有-1 的截断,混合模型使用专门创建的程序。模型性能通常通过拟合优度、逻辑一致性和系数显著性、模型对数据特征的适用性和简约性进行评估,尽管并非所有选定的模型都考虑到数据的具体特征。

讨论

对于一个国家推荐值集的选择,提供了不同的模型性能评估和推理。这提出了一个问题,即是否应该依靠研究人员的建议来选择推荐值集,因为值集通常用于为公共政策提供信息。

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