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Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment
PURPOSE: Diabetes is a chronic condition that is more prevalent among people with lower educational attainment. This study assessed the treatment preferences of patients with type 2 diabetes by educational attainment. METHODS: Patients with type 2 diabetes were recruited from a national online panel...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove Medical Press
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5640404/ https://www.ncbi.nlm.nih.gov/pubmed/29070940 http://dx.doi.org/10.2147/PPA.S139471 |
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author | Janssen, Ellen M Longo, Daniel R Bardsley, Joan K Bridges, John FP |
author_facet | Janssen, Ellen M Longo, Daniel R Bardsley, Joan K Bridges, John FP |
author_sort | Janssen, Ellen M |
collection | PubMed |
description | PURPOSE: Diabetes is a chronic condition that is more prevalent among people with lower educational attainment. This study assessed the treatment preferences of patients with type 2 diabetes by educational attainment. METHODS: Patients with type 2 diabetes were recruited from a national online panel in the US. Treatment preferences were assessed using a discrete-choice experiment. Participants completed 16 choice tasks in which they compared pairs of treatment profiles composed of six attributes: A1c decrease, stable blood glucose, low blood glucose, nausea, treatment burden, and out-of-pocket cost. Choice models and willingness-to-pay (WTP) estimates were estimated using a conditional logit model and were stratified by educational status. RESULTS: A total of 231 participants with a high school diploma or less education, 156 participants with some college education, and 165 participants with a college degree or more completed the survey. Participants with a college degree or more education were willing to pay more for A1c decreases ($58.84, standard error [SE]: 10.6) than participants who had completed some college ($28.47, SE: 5.53) or high school or less ($17.56, SE: 3.55) (p≤0.01). People with a college education were willing to pay more than people with high school or less to avoid nausea, low blood glucose events during the day/night, or two pills per day. CONCLUSION: WTP for aspects of diabetes medication differed for people with a college education or more and a high school education or less. Advanced statistical methods might overcome limitations of stratification and advance understanding of preference heterogeneity for use in patient-centered benefit–risk assessments and personalized care approaches. |
format | Online Article Text |
id | pubmed-5640404 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Dove Medical Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-56404042017-10-25 Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment Janssen, Ellen M Longo, Daniel R Bardsley, Joan K Bridges, John FP Patient Prefer Adherence Original Research PURPOSE: Diabetes is a chronic condition that is more prevalent among people with lower educational attainment. This study assessed the treatment preferences of patients with type 2 diabetes by educational attainment. METHODS: Patients with type 2 diabetes were recruited from a national online panel in the US. Treatment preferences were assessed using a discrete-choice experiment. Participants completed 16 choice tasks in which they compared pairs of treatment profiles composed of six attributes: A1c decrease, stable blood glucose, low blood glucose, nausea, treatment burden, and out-of-pocket cost. Choice models and willingness-to-pay (WTP) estimates were estimated using a conditional logit model and were stratified by educational status. RESULTS: A total of 231 participants with a high school diploma or less education, 156 participants with some college education, and 165 participants with a college degree or more completed the survey. Participants with a college degree or more education were willing to pay more for A1c decreases ($58.84, standard error [SE]: 10.6) than participants who had completed some college ($28.47, SE: 5.53) or high school or less ($17.56, SE: 3.55) (p≤0.01). People with a college education were willing to pay more than people with high school or less to avoid nausea, low blood glucose events during the day/night, or two pills per day. CONCLUSION: WTP for aspects of diabetes medication differed for people with a college education or more and a high school education or less. Advanced statistical methods might overcome limitations of stratification and advance understanding of preference heterogeneity for use in patient-centered benefit–risk assessments and personalized care approaches. Dove Medical Press 2017-10-06 /pmc/articles/PMC5640404/ /pubmed/29070940 http://dx.doi.org/10.2147/PPA.S139471 Text en © 2017 Janssen et al. This work is published and licensed by Dove Medical Press Limited The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. |
spellingShingle | Original Research Janssen, Ellen M Longo, Daniel R Bardsley, Joan K Bridges, John FP Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title | Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title_full | Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title_fullStr | Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title_full_unstemmed | Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title_short | Education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
title_sort | education and patient preferences for treating type 2 diabetes: a stratified discrete-choice experiment |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5640404/ https://www.ncbi.nlm.nih.gov/pubmed/29070940 http://dx.doi.org/10.2147/PPA.S139471 |
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