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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...

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Autores principales: Salampessy, Benjamin H., Veldwijk, Jorien, Jantine Schuit, A., van den Brekel-Dijkstra, Karolien, Neslo, Rabin E. J., Ardine de Wit, G., Lambooij, Mattijs S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2015
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.
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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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