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Hybrid Methodology to Improve Health Status Utility Values Derivation Using EQ-5D-5L and Advanced Multi-Criteria Techniques

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  • Johanna Vásquez

    (Departamento de Economía, Facultad de Ciencias Humanas y Económicas, Universidad Nacional de Colombia Sede Medellín, Medellín 050034, Colombia)

  • Sergio Botero

    (Departamento de Ingeniería de la Organización, Facultad de Minas, Universidad Nacional de Colombia Sede Medellín, Medellín 050034, Colombia)

Abstract

This paper presented a new approach to the calculation of quality-adjusted life years (QALY) based on multi-criteria decision-making (MCDM) methods and using the EQ-5D-5L questionnaire. The health status utility values were calculated through a hybrid methodology. We combined the analytic hierarchy process (AHP), the AHP with a D-number extended fuzzy preference relation (D-AHP), the fuzzy analytic hierarchy process (F-AHP), and the technique for order preference by similarity to the ideal solution (TOPSIS) to obtain individual and aggregated utility values. The preference data were elicited using a sample of individuals from a Colombian university. In all tested methods, the ordinal preferences were consistent, and the weights were compared using the Euclidean distance criterion (EDC). We identified F-AHP-TOPSIS as the optimal method; its benefits were associated with modeling the response options of the EQ-5D in linguistic terms, it gave the best approximation to the initial preferences according to EDC, and it could be used as an alternative to the known prioritization method. This hybrid methodology was particularly useful in certain medical decisions concerned with understanding how a specific person values his or her current health or possible health outcomes from different interventions in small population samples and studies carried out in low- and middle-low-income countries.

Suggested Citation

  • Johanna Vásquez & Sergio Botero, 2020. "Hybrid Methodology to Improve Health Status Utility Values Derivation Using EQ-5D-5L and Advanced Multi-Criteria Techniques," IJERPH, MDPI, vol. 17(4), pages 1-18, February.
  • Handle: RePEc:gam:jijerp:v:17:y:2020:i:4:p:1423-:d:324031
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    1. R. E. Bellman & L. A. Zadeh, 1970. "Decision-Making in a Fuzzy Environment," Management Science, INFORMS, vol. 17(4), pages 141-164, December.
    2. Carlos A. Bana e Costa & Jean-Marie Corte & Jean-Claude Vansnick, 2005. "On the Mathematical Foundation of MACBETH," International Series in Operations Research & Management Science, in: Multiple Criteria Decision Analysis: State of the Art Surveys, chapter 0, pages 409-437, Springer.
    3. MacKillop, Eleanor & Sheard, Sally, 2018. "Quantifying life: Understanding the history of Quality-Adjusted Life-Years (QALYs)," Social Science & Medicine, Elsevier, vol. 211(C), pages 359-366.
    4. Nancy J. Devlin & Aki Tsuchiya & Ken Buckingham & Carl Tilling, 2011. "A uniform time trade off method for states better and worse than dead: feasibility study of the ‘lead time’ approach," Health Economics, John Wiley & Sons, Ltd., vol. 20(3), pages 348-361, March.
    5. Donald L. Patrick & Helene E. Starks & Kevin C. Cain & Richard F. Uhlmann & Robert A. Pearlman, 1994. "Measuring Preferences for Health States Worse than Death," Medical Decision Making, , vol. 14(1), pages 9-18, February.
    6. Angela Robinson & Anne Spencer, 2006. "Exploring challenges to TTO utilities: valuing states worse than dead," Health Economics, John Wiley & Sons, Ltd., vol. 15(4), pages 393-402, April.
    7. Saaty, Thomas L., 1990. "How to make a decision: The analytic hierarchy process," European Journal of Operational Research, Elsevier, vol. 48(1), pages 9-26, September.
    8. Mónica D. Oliveira & Inês Mataloto & Panos Kanavos, 2019. "Multi-criteria decision analysis for health technology assessment: addressing methodological challenges to improve the state of the art," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(6), pages 891-918, August.
    9. Paul Dolan & Daniel Kahneman, 2008. "Interpretations Of Utility And Their Implications For The Valuation Of Health," Economic Journal, Royal Economic Society, vol. 118(525), pages 215-234, January.
    10. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    11. L Mikhailov, 2000. "A fuzzy programming method for deriving priorities in the analytic hierarchy process," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 51(3), pages 341-349, March.
    12. Paul Dolan & Jan Abel Olsen & Paul Menzel & Jeff Richardson, 2003. "An inquiry into the different perspectives that can be used when eliciting preferences in health," Health Economics, John Wiley & Sons, Ltd., vol. 12(7), pages 545-551, July.
    13. Herrera-Viedma, E. & Herrera, F. & Chiclana, F. & Luque, M., 2004. "Some issues on consistency of fuzzy preference relations," European Journal of Operational Research, Elsevier, vol. 154(1), pages 98-109, April.
    14. Bas Janssen & Mark Oppe & Matthijs Versteegh & Elly Stolk, 2013. "Introducing the composite time trade-off: a test of feasibility and face validity," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 14(1), pages 5-13, July.
    15. Amartya Sen, 2002. "Why health equity?," Health Economics, John Wiley & Sons, Ltd., vol. 11(8), pages 659-666, December.
    16. Dolan, P. & Gudex, C. & Kind, P. & Williams, A., 1996. "Valuing health states: A comparison of methods," Journal of Health Economics, Elsevier, vol. 15(2), pages 209-231, April.
    17. Golany, B. & Kress, M., 1993. "A multicriteria evaluation of methods for obtaining weights from ratio-scale matrices," European Journal of Operational Research, Elsevier, vol. 69(2), pages 210-220, September.
    18. Mark Oppe & Kim Rand-Hendriksen & Koonal Shah & Juan M. Ramos‐Goñi & Nan Luo, 2016. "EuroQol Protocols for Time Trade-Off Valuation of Health Outcomes," PharmacoEconomics, Springer, vol. 34(10), pages 993-1004, October.
    19. Dolan, Paul & Stalmeier, Peep, 2003. "The validity of time trade-off values in calculating QALYs: constant proportional time trade-off versus the proportional heuristic," Journal of Health Economics, Elsevier, vol. 22(3), pages 445-458, May.
    20. Busschbach, Jan J. V. & McDonnell, Joseph & Essink-Bot, Marie-Louise & van Hout, Ben A., 1999. "Estimating parametric relationships between health description and health valuation with an application to the EuroQol EQ-5D," Journal of Health Economics, Elsevier, vol. 18(5), pages 551-570, October.
    21. Annabelle Glaize & Alejandra Duenas & Christine Di Martinelly & Isabelle Fagnot, 2019. "Healthcare decision-making applications using multicriteria decision analysis: A scoping review," Post-Print hal-02114521, HAL.
    22. James G. Dolan & Bernard J. Isselhardt & Joseph D. Cappuccio, 1989. "The Analytic Hierarchy Process in Medical Decision Making," Medical Decision Making, , vol. 9(1), pages 40-50, February.
    23. James G. Dolan, 1989. "Medical Decision Making Using the Analytic Hierarchy Process," Medical Decision Making, , vol. 9(1), pages 51-56, February.
    24. Stefan A. Lipman & Werner B.F. Brouwer & Arthur E. Attema, 2019. "QALYs without bias? Nonparametric correction of time trade‐off and standard gamble weights based on prospect theory," Health Economics, John Wiley & Sons, Ltd., vol. 28(7), pages 843-854, July.
    25. James G. Dolan, 1995. "Are Patients Capable of Using the Analytic Hierarchy Process and Willing to Use It to Help Make Clinical Decisions?," Medical Decision Making, , vol. 15(1), pages 76-80, February.
    26. Haddad, Malik & Sanders, David, 2018. "Selection of discrete multiple criteria decision making methods in the presence of risk and uncertainty," Operations Research Perspectives, Elsevier, vol. 5(C), pages 357-370.
    27. Paul Dolan & Daniel Kahneman, 2008. "Interpretations Of Utility And Their Implications For The Valuation Of Health," Economic Journal, Royal Economic Society, vol. 118(525), pages 215-234, January.
    28. Karimi, M. & Brazier, J. & Paisley, S., 2017. "How do individuals value health states? A qualitative investigation," Social Science & Medicine, Elsevier, vol. 172(C), pages 80-88.
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