Overview of the Mapping Method and Relevant Models in Health Utility Values Measurement
10.6039/j.issn.1001-0408.2017.29.04
- VernacularTitle:健康效用值测量中的映射法及其相关模型概述
- Author:
Yuanyuan SUN
1
;
Zheng YU
;
Hongchao LI
Author Information
1. 中国药科大学国际医药商学院,南京211198
- Keywords:
Mapping method;
Health utility value;
Mapping model;
Medical outcomes study 12-item short form health sur-vey;
EuroQol group's 5-domain
- From:
China Pharmacy
2017;28(29):4045-4049
- CountryChina
- Language:Chinese
-
Abstract:
OBJECTIVE:To provide methodological reference for converting non-utility scale measurement results into health utility values. METHODS:Referring to domestic and foreign literatures,mapping methods and relevant models in health utility measurement were summarized. The effect of each model on probability mapping was introduced by taking the Medical outcomes study 12-item short form health survey measurement results converting into the EuroQol group's 5-domain utility values as exam-ple.RESULTS:The mapping methods can be adopted to obtain the health utility values by establishing the mapping relationship be-tween non-utility scale and utility scale. The common models included ordinary least square(OLS)model,censored least absolute deviations(CLAD)model,Tobit model,multinomial Logistic regression(MNL)model,Bayesian networks(BN)model,etc. OLS model was relatively simple with a good predictive validity,but it would be limited by the ceiling effect;Tobit model was not limit-ed by the ceiling or floor effect,when the error term satisfied the variance homogeneity and normality,prediction result of Tobit model was better than OLS model;CLAD model can be used for the situation of Tobit model unsuitable for non-variance homoge-neity of the error term;MNL model firstly determined a health state by regression analysis and then determined its utility value;the prediction validity of BN model was good and it didn't involved many assumptions and restrictions condition in econometrics, but the construction of BN model was greatly influenced by domain experts. Main methods for the calculation of health utility value with MNL or BN model were Monte Carlo simulation method,expected-utility method,most-likely probability methed,etc. We can carry out the model performance evaluation by using the R2,the adjusted R2,the mean error,the mean squared error and the mean absolute error,and then select the optimal model to calculate health utility values. CONCLUSIONS:Due to the advantages and disadvantages of each mapping model,it is necessary to select different mapping models based on the actual conditions.
