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The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application
OBJECTIVE: The objective of this study was to assess the predictive value of a discrete choice experiment (DCE) in public health by comparing stated preferences to actual behavior. METHODS: 780 Type 2 diabetes mellitus (T2DM) patients received a questionnaire, containing a DCE with five attributes r...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4662963/ https://www.ncbi.nlm.nih.gov/pubmed/25618790 http://dx.doi.org/10.1007/s40271-015-0115-2 |
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author | Salampessy, Benjamin H. Veldwijk, Jorien Jantine Schuit, A. van den Brekel-Dijkstra, Karolien Neslo, Rabin E. J. Ardine de Wit, G. Lambooij, Mattijs S. |
author_facet | Salampessy, Benjamin H. Veldwijk, Jorien Jantine Schuit, A. van den Brekel-Dijkstra, Karolien Neslo, Rabin E. J. Ardine de Wit, G. Lambooij, Mattijs S. |
author_sort | Salampessy, Benjamin H. |
collection | PubMed |
description | OBJECTIVE: The objective of this study was to assess the predictive value of a discrete choice experiment (DCE) in public health by comparing stated preferences to actual behavior. METHODS: 780 Type 2 diabetes mellitus (T2DM) patients received a questionnaire, containing a DCE with five attributes related to T2DM patients’ willingness to participate in a combined lifestyle intervention. Panel mixed-multinomial-logit models were used to estimate the stated preferences based on 206 completed DCE questionnaires. Actual participation status was retrieved for 54 respondents based on patients’ medical records and a second questionnaire. Predicted and actual behavior data were compared at population level and at individual level. RESULTS: Based on the estimated utility function, 81.8 % of all answers that individual respondents provided on the choice tasks were predicted correctly. The actual participation rate at the aggregated population level was minimally underestimated (70.1 vs. 75.9 %). Of all individual choices, 74.1 % were predicted correctly with a positive predictive value of 0.80 and a negative predictive value of 0.44. CONCLUSION: Stated preferences derived from a DCE can adequately predict actual behavior in a public health setting. |
format | Online Article Text |
id | pubmed-4662963 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-46629632015-12-07 The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application Salampessy, Benjamin H. Veldwijk, Jorien Jantine Schuit, A. van den Brekel-Dijkstra, Karolien Neslo, Rabin E. J. Ardine de Wit, G. Lambooij, Mattijs S. Patient Original Research Article OBJECTIVE: The objective of this study was to assess the predictive value of a discrete choice experiment (DCE) in public health by comparing stated preferences to actual behavior. METHODS: 780 Type 2 diabetes mellitus (T2DM) patients received a questionnaire, containing a DCE with five attributes related to T2DM patients’ willingness to participate in a combined lifestyle intervention. Panel mixed-multinomial-logit models were used to estimate the stated preferences based on 206 completed DCE questionnaires. Actual participation status was retrieved for 54 respondents based on patients’ medical records and a second questionnaire. Predicted and actual behavior data were compared at population level and at individual level. RESULTS: Based on the estimated utility function, 81.8 % of all answers that individual respondents provided on the choice tasks were predicted correctly. The actual participation rate at the aggregated population level was minimally underestimated (70.1 vs. 75.9 %). Of all individual choices, 74.1 % were predicted correctly with a positive predictive value of 0.80 and a negative predictive value of 0.44. CONCLUSION: Stated preferences derived from a DCE can adequately predict actual behavior in a public health setting. Springer International Publishing 2015-01-25 2015 /pmc/articles/PMC4662963/ /pubmed/25618790 http://dx.doi.org/10.1007/s40271-015-0115-2 Text en © The Author(s) 2015 https://creativecommons.org/licenses/by-nc/4.0/ Open AccessThis article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited. |
spellingShingle | Original Research Article Salampessy, Benjamin H. Veldwijk, Jorien Jantine Schuit, A. van den Brekel-Dijkstra, Karolien Neslo, Rabin E. J. Ardine de Wit, G. Lambooij, Mattijs S. The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title | The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title_full | The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title_fullStr | The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title_full_unstemmed | The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title_short | The Predictive Value of Discrete Choice Experiments in Public Health: An Exploratory Application |
title_sort | predictive value of discrete choice experiments in public health: an exploratory application |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4662963/ https://www.ncbi.nlm.nih.gov/pubmed/25618790 http://dx.doi.org/10.1007/s40271-015-0115-2 |
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