Literature DB >> 18971313

Modeling HUI 2 health state preference data using a nonparametric Bayesian method.

Samer A Kharroubi1, Christopher McCabe.   

Abstract

This article reports the application of a recently described approach to modeling health state valuation data and the impact of the respondent characteristics on health state valuations. The approach applies a nonparametric model to estimate a Bayesian Health Utilities Index Mark 2 (HUI 2) health state valuation algorithm. The data set is the UK HUI 2 valuation study where a sample of 51 states defined by the HUI 2 was valued by a sample of the UK general population using standard gamble. The article reports the application of the nonparametric model and compares it to the original model estimated using a conventional parametric random effects model. Advantages of the nonparametric model are that it can be used to predict scores in populations with different distributions of characteristics than observed in the survey sample and that it allows for the impact of respondent characteristics to vary by health state. The results suggest an important age effect with sex, having some effect, but the remaining covariates having no discernable effect. The article discusses the implications of these results for future applications of the HUI 2 and further work in this field.

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Year:  2008        PMID: 18971313     DOI: 10.1177/0272989X08318460

Source DB:  PubMed          Journal:  Med Decis Making        ISSN: 0272-989X            Impact factor:   2.583


  6 in total

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2.  Mapping chronic liver disease questionnaire scores onto SF-6D utility values in patients with primary sclerosing cholangitis.

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Journal:  Qual Life Res       Date:  2015-10-15       Impact factor: 4.147

3.  Constructing indirect utility models: some observations on the principles and practice of mapping to obtain health state utilities.

Authors:  Christopher McCabe; Richard Edlin; David Meads; Chantelle Brown; Samer Kharroubi
Journal:  Pharmacoeconomics       Date:  2013-08       Impact factor: 4.981

4.  Modelling a preference-based index for EQ-5D using a non-parametric Bayesian method.

Authors:  Samer A Kharroubi; Chaza Abou Daher
Journal:  Qual Life Res       Date:  2018-07-14       Impact factor: 4.147

5.  Use of a Non-parametric Bayesian Method to Model Health State Preferences: An Application to Polish and Irish EQ-5D-5L Valuations.

Authors:  Samer A Kharroubi; Dan Kelleher
Journal:  Front Public Health       Date:  2022-06-23

6.  Bayesian nonparametric estimation of EQ-5D utilities for United States using the existing United Kingdom data.

Authors:  Samer A Kharroubi
Journal:  Health Qual Life Outcomes       Date:  2017-10-06       Impact factor: 3.186

  6 in total

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