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Published in: The European Journal of Health Economics 8/2017

Open Access 01-11-2017 | Original Paper

Head-to-head comparison of health-state values derived by a probabilistic choice model and scores on a visual analogue scale

Authors: Paul F. M. Krabbe, Elly A. Stolk, Nancy J. Devlin, Feng Xie, Elise H. Quik, A. Simon Pickard

Published in: The European Journal of Health Economics | Issue 8/2017

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Abstract

Background

Health states were quantified based on discrete choice (DC) modeling and visual analogue scale (VAS) values using the five-level version of the EQ-5D (EQ-5D-5L). The aim of this study was to determine the extent of the relationship between DC derived values (indirect method) and VAS values (direct method).

Methods

Data were collected in Canada, the United Kingdom, the Netherlands, and the United States. Respondents were asked to perform paired comparisons between two EQ-5D-5L health states for DC. In total, 400 different EQ-5D-5L states were included. After each DC task, respondents were prompted to score the two states one after another on a VAS. Intraclass correlation coefficients were calculated between DC and VAS values and illuminating graphs were designed.

Results

Approximately 400 respondents participated from each country. High similarity [individual intraclass correlation coefficients (ICC) >0.85] of DC and moderate correspondence of VAS values were observed for the four countries. Cross-country comparison of DC values shows a nonlinear relationship to the VAS values.

Conclusion

EQ-5D-5L derived DC and VAS values show a close but nonlinear relationship. Given the obvious biases associated with the VAS, DC methods based on ordinal responses may be a better alternative.
Literature
1.
go back to reference Torrance, G.W.: Social preferences for health states: an empirical evaluation of three measurement techniques. Socio Econo. Plan. Sci. 10, 129–136 (1976)CrossRef Torrance, G.W.: Social preferences for health states: an empirical evaluation of three measurement techniques. Socio Econo. Plan. Sci. 10, 129–136 (1976)CrossRef
2.
go back to reference Rosser, R., Kind, P.A.: Scale of valuations of states of illness: is there a social consensus? Int. J. Epidemiol. 7(4), 347–358 (1978)CrossRefPubMed Rosser, R., Kind, P.A.: Scale of valuations of states of illness: is there a social consensus? Int. J. Epidemiol. 7(4), 347–358 (1978)CrossRefPubMed
3.
go back to reference Murray, C.J.L.: Rethinking DALYs. In: Murray, C.J.L., Lopez, D. (eds.) The global burden of disease: a comprehensive assessment of mortality and disability from diseases, injuries, and risk factors in 1990 and projected to 2020, pp. 1–98. Harvard University Press, Cambridge (1996) Murray, C.J.L.: Rethinking DALYs. In: Murray, C.J.L., Lopez, D. (eds.) The global burden of disease: a comprehensive assessment of mortality and disability from diseases, injuries, and risk factors in 1990 and projected to 2020, pp. 1–98. Harvard University Press, Cambridge (1996)
4.
go back to reference Hakim, Z., Pathak, D.S.: Modelling the Euroqol data: a comparison of discrete choice conjoint and conditional preference modelling. Health Econ. 8, 103–116 (1999)CrossRefPubMed Hakim, Z., Pathak, D.S.: Modelling the Euroqol data: a comparison of discrete choice conjoint and conditional preference modelling. Health Econ. 8, 103–116 (1999)CrossRefPubMed
6.
go back to reference Krabbe, P.F.M.: Thurstone scaling as a measurement method to quantify subjective health outcomes. Med. Care 46(4), 357–365 (2008)CrossRefPubMed Krabbe, P.F.M.: Thurstone scaling as a measurement method to quantify subjective health outcomes. Med. Care 46(4), 357–365 (2008)CrossRefPubMed
7.
go back to reference Stolk, E., Oppe, M., Scalone, L., Krabbe, P.F.M.: Discrete choice modeling for the quantification of health states: the case of the EQ-5D. Value Health 13, 1005–1013 (2010)CrossRefPubMed Stolk, E., Oppe, M., Scalone, L., Krabbe, P.F.M.: Discrete choice modeling for the quantification of health states: the case of the EQ-5D. Value Health 13, 1005–1013 (2010)CrossRefPubMed
8.
go back to reference Krabbe, P.F.M.: Measurement properties of valuation techniques. In: Culyer, Anthony J. (ed.) Encyclopedia of health economics, vol. 2, pp. 228–233. Elsevier, San Diego (2014)CrossRef Krabbe, P.F.M.: Measurement properties of valuation techniques. In: Culyer, Anthony J. (ed.) Encyclopedia of health economics, vol. 2, pp. 228–233. Elsevier, San Diego (2014)CrossRef
9.
go back to reference Krabbe, P.F.M., Essink-Bot, M.L., Bonsel, G.J.: The comparability and reliability of five health-state valuation methods. Soc. Sci. Med. 45(11), 1641–1652 (1997)CrossRefPubMed Krabbe, P.F.M., Essink-Bot, M.L., Bonsel, G.J.: The comparability and reliability of five health-state valuation methods. Soc. Sci. Med. 45(11), 1641–1652 (1997)CrossRefPubMed
10.
go back to reference Torrance, G.W., Feeny, D., Furlong, W.: Visual analog scales: do they have a role in the measurement of preferences for health states? Med. Decis. Mak. 21(4), 329–334 (2001)CrossRef Torrance, G.W., Feeny, D., Furlong, W.: Visual analog scales: do they have a role in the measurement of preferences for health states? Med. Decis. Mak. 21(4), 329–334 (2001)CrossRef
11.
go back to reference Pullenayegum, E., Xie, F.: Scoring the 5-level EQ-5D: can latent utilities derived from a discrete choice model be transformed to health utilities derived from time tradeoff tasks? Med. Decis. Mak. 33(4), 567–578 (2013)CrossRef Pullenayegum, E., Xie, F.: Scoring the 5-level EQ-5D: can latent utilities derived from a discrete choice model be transformed to health utilities derived from time tradeoff tasks? Med. Decis. Mak. 33(4), 567–578 (2013)CrossRef
12.
go back to reference Bijlenga, D., Birnie, E., Bonsel, G.J.: Feasibility, reliability, and validity of three health-state valuation methods using multiple-outcome vignettes on moderate-risk pregnancy at term. Value Health 12, 821–827 (2009)CrossRefPubMed Bijlenga, D., Birnie, E., Bonsel, G.J.: Feasibility, reliability, and validity of three health-state valuation methods using multiple-outcome vignettes on moderate-risk pregnancy at term. Value Health 12, 821–827 (2009)CrossRefPubMed
13.
go back to reference Thurstone, L.L.: A law of comparative judgments. Psychol. Rev. 34, 273–286 (1927)CrossRef Thurstone, L.L.: A law of comparative judgments. Psychol. Rev. 34, 273–286 (1927)CrossRef
14.
go back to reference Bradley, R.A., Terry, M.E.: Rank analysis of incomplete block designs: I. Method Pair. Comp. Biom 39, 324–345 (1955) Bradley, R.A., Terry, M.E.: Rank analysis of incomplete block designs: I. Method Pair. Comp. Biom 39, 324–345 (1955)
15.
go back to reference Luce, R.D.: Individual choice behavior: a theoretical analysis, p. 153. Wiley, New York (1959) Luce, R.D.: Individual choice behavior: a theoretical analysis, p. 153. Wiley, New York (1959)
16.
go back to reference Kind, P.: A comparison of two models for scaling health indicators. Int. J. Epidemiol. 11, 271–275 (1982)CrossRefPubMed Kind, P.: A comparison of two models for scaling health indicators. Int. J. Epidemiol. 11, 271–275 (1982)CrossRefPubMed
17.
go back to reference McFadden, D.: Conditional logit analysis of qualitative choice behavior. In: Zarembka, P. (ed.) Frontiers in econometrics, pp. 105–142. Academic, New York (1974) McFadden, D.: Conditional logit analysis of qualitative choice behavior. In: Zarembka, P. (ed.) Frontiers in econometrics, pp. 105–142. Academic, New York (1974)
18.
go back to reference Arons, A.M.M., Krabbe, P.F.M.: Probabilistic choice models in health-state valuation research: background, theory, assumptions and relationships. Expert Rev. Pharmacoecon. Outcome Res. 13, 93–108 (2013)CrossRef Arons, A.M.M., Krabbe, P.F.M.: Probabilistic choice models in health-state valuation research: background, theory, assumptions and relationships. Expert Rev. Pharmacoecon. Outcome Res. 13, 93–108 (2013)CrossRef
19.
go back to reference McCabe, C., Brazier, J., Gilks, P., Tsuchiya, A., Roberts, J., O’Hagan, A., Stevens, K.: Using rank data to estimate health state utility models. J. Health Econ. 25, 418–431 (2006)CrossRefPubMed McCabe, C., Brazier, J., Gilks, P., Tsuchiya, A., Roberts, J., O’Hagan, A., Stevens, K.: Using rank data to estimate health state utility models. J. Health Econ. 25, 418–431 (2006)CrossRefPubMed
20.
go back to reference Craig, B.M., Busschbach, J.J.V., Salomon, J.A.: Modeling ranking, time trade-off and visual analogue scale values for EQ-5D health states. Med. Care 47(6), 634–641 (2009)CrossRefPubMedPubMedCentral Craig, B.M., Busschbach, J.J.V., Salomon, J.A.: Modeling ranking, time trade-off and visual analogue scale values for EQ-5D health states. Med. Care 47(6), 634–641 (2009)CrossRefPubMedPubMedCentral
21.
go back to reference Hayes, D.G., Patterson, M.H.S.: Experimental development of the graphic rating method. Psychol. Bull. 18, 98–99 (1921) Hayes, D.G., Patterson, M.H.S.: Experimental development of the graphic rating method. Psychol. Bull. 18, 98–99 (1921)
22.
24.
go back to reference Priestman, T.J., Baum, M.: Evaluation of quality of life in patients receiving treatment for advanced cancer. Lancet 1, 899–900 (1976)CrossRefPubMed Priestman, T.J., Baum, M.: Evaluation of quality of life in patients receiving treatment for advanced cancer. Lancet 1, 899–900 (1976)CrossRefPubMed
25.
go back to reference Patrick, D.L., Bush, J.W., Chen, M.M.: Toward an operational definition of health. J. Health Soc. Behav. 14, 6–23 (1973)CrossRefPubMed Patrick, D.L., Bush, J.W., Chen, M.M.: Toward an operational definition of health. J. Health Soc. Behav. 14, 6–23 (1973)CrossRefPubMed
26.
go back to reference McCormack, H.M., Horne, D.J., Sheather, S.: Clinical applications of visual analogue scales: a critical review. Psychol. Med. 18, 1007–1019 (1998)CrossRef McCormack, H.M., Horne, D.J., Sheather, S.: Clinical applications of visual analogue scales: a critical review. Psychol. Med. 18, 1007–1019 (1998)CrossRef
27.
go back to reference Wevers, M.E., Lowe, N.K.: A critical review of visual analogue scales in the measurement of clinical phenomena. Res. Nurs. Health 13, 227–236 (1990)CrossRef Wevers, M.E., Lowe, N.K.: A critical review of visual analogue scales in the measurement of clinical phenomena. Res. Nurs. Health 13, 227–236 (1990)CrossRef
28.
go back to reference Herdman, M., Gudex, C., Lloyd, A., et al.: Development and preliminary testing of the new five-level version of EQ-5D (EQ-5D-5L). Qual. Life Res. 20, 1727–1736 (2011)CrossRefPubMedPubMedCentral Herdman, M., Gudex, C., Lloyd, A., et al.: Development and preliminary testing of the new five-level version of EQ-5D (EQ-5D-5L). Qual. Life Res. 20, 1727–1736 (2011)CrossRefPubMedPubMedCentral
29.
go back to reference Oppe, M., Devlin, N.J., van Hout, B., Krabbe, P.F.M., de Charro, F.: A program of methodological research to arrive at the new international EQ-5D-5L valuation protocol. Value Health 17, 445–453 (2014)CrossRefPubMed Oppe, M., Devlin, N.J., van Hout, B., Krabbe, P.F.M., de Charro, F.: A program of methodological research to arrive at the new international EQ-5D-5L valuation protocol. Value Health 17, 445–453 (2014)CrossRefPubMed
30.
go back to reference Shah, K.K., Lloyd, A., Oppe, M., Develin, N.J.: One-to-one versus group setting for conducting computer-assisted TTO studies: findings from pilot studies in England and the Netherlands. Eur. J. Health Econ. 14(suppl), S65–S73 (2013)CrossRefPubMed Shah, K.K., Lloyd, A., Oppe, M., Develin, N.J.: One-to-one versus group setting for conducting computer-assisted TTO studies: findings from pilot studies in England and the Netherlands. Eur. J. Health Econ. 14(suppl), S65–S73 (2013)CrossRefPubMed
31.
go back to reference Stolk, E.A., Oppe, M., Scalone, L., Krabbe, P.F.M.: Discrete choice modeling for the quantification of health states: the case of the EQ-5D. Value Health 13, 1005–1013 (2010)CrossRefPubMed Stolk, E.A., Oppe, M., Scalone, L., Krabbe, P.F.M.: Discrete choice modeling for the quantification of health states: the case of the EQ-5D. Value Health 13, 1005–1013 (2010)CrossRefPubMed
32.
go back to reference Krabbe, P.M.F., Devlin, N.J., Stolk, E.A., Shah, K.K., Oppe, M., van Hout, B., Quik, E.H., Pickard, A.S., Xie, F.: Multinational evidence of the applicability and robustness of discrete choice modeling for deriving EQ-5D-5L health-state values. Med. Care 52(11), 935–943 (2014)CrossRefPubMedPubMedCentral Krabbe, P.M.F., Devlin, N.J., Stolk, E.A., Shah, K.K., Oppe, M., van Hout, B., Quik, E.H., Pickard, A.S., Xie, F.: Multinational evidence of the applicability and robustness of discrete choice modeling for deriving EQ-5D-5L health-state values. Med. Care 52(11), 935–943 (2014)CrossRefPubMedPubMedCentral
34.
go back to reference Torrance, G.W., Feeny, D.H., Furlong, W.J.: Visual analog scales: do they have a role in the measurement of preferences for health states? Med. Decis. Mak. 21, 329–334 (2001)CrossRef Torrance, G.W., Feeny, D.H., Furlong, W.J.: Visual analog scales: do they have a role in the measurement of preferences for health states? Med. Decis. Mak. 21, 329–334 (2001)CrossRef
35.
go back to reference van Agt, H.M.E., Essink-Bot, M.-L., Krabbe, P.F.M., Bonsel, G.J.: Test-retest reliability of health state valuations collected with the EuroQol questionnaire. Soc. Sci. Med. 39(11), 1537–1544 (1994)CrossRefPubMed van Agt, H.M.E., Essink-Bot, M.-L., Krabbe, P.F.M., Bonsel, G.J.: Test-retest reliability of health state valuations collected with the EuroQol questionnaire. Soc. Sci. Med. 39(11), 1537–1544 (1994)CrossRefPubMed
36.
go back to reference Krabbe, P.F.M., Salomon, J.A., Murray, C.J.L.: Quantification of health states with rank-based nonmetric multidimensional scaling. Med. Decis. Mak. 27(4), 395–405 (2007)CrossRef Krabbe, P.F.M., Salomon, J.A., Murray, C.J.L.: Quantification of health states with rank-based nonmetric multidimensional scaling. Med. Decis. Mak. 27(4), 395–405 (2007)CrossRef
37.
go back to reference Bleichrodt, H., Johannesson, M.: An experimental test of a theoretical foundation for rating-scale valuations. Med. Decis. Mak. 31, 208–216 (1997)CrossRef Bleichrodt, H., Johannesson, M.: An experimental test of a theoretical foundation for rating-scale valuations. Med. Decis. Mak. 31, 208–216 (1997)CrossRef
38.
go back to reference Krabbe, P.F.M., Stalmeier, P.F.M., Lamers, L.M., van Busschbach, J.J.: Testing the interval-level measurement property of multi-item visual analogue scales. Qual. Life Res. 15(10), 1651–1661 (2006)CrossRefPubMed Krabbe, P.F.M., Stalmeier, P.F.M., Lamers, L.M., van Busschbach, J.J.: Testing the interval-level measurement property of multi-item visual analogue scales. Qual. Life Res. 15(10), 1651–1661 (2006)CrossRefPubMed
39.
go back to reference McPhail, S., Beller, E., Haines, T.: Reference bias: presentation of extreme health states prior to eq-vas improves health-related quality of life scores. a randomised cross-over trial. Health Qual. Life Outcome 8(1), 146 (2010)CrossRef McPhail, S., Beller, E., Haines, T.: Reference bias: presentation of extreme health states prior to eq-vas improves health-related quality of life scores. a randomised cross-over trial. Health Qual. Life Outcome 8(1), 146 (2010)CrossRef
40.
go back to reference Ubel, P.A., Jankovic, A., Smith, D., Langa, K.M., Fagerlin, A.: What is perfect health to an 85-year-old?: evidence for scale recalibration in subjective health ratings. Med. Care 43(10), 1054–1057 (2005)CrossRefPubMed Ubel, P.A., Jankovic, A., Smith, D., Langa, K.M., Fagerlin, A.: What is perfect health to an 85-year-old?: evidence for scale recalibration in subjective health ratings. Med. Care 43(10), 1054–1057 (2005)CrossRefPubMed
41.
go back to reference Robinson, A., Loomes, G., Jones-Lee, M.: Visual analog scales, standard gambles, and relative risk aversion. Med. Decis. Mak. 21(1), 17–27 (2001)CrossRef Robinson, A., Loomes, G., Jones-Lee, M.: Visual analog scales, standard gambles, and relative risk aversion. Med. Decis. Mak. 21(1), 17–27 (2001)CrossRef
42.
43.
go back to reference Bleichrodt, H., Johannesson, M.: An experimental test of a theoretical foundation for rating-scale valuations. Med. Decis. Mak. 31, 208–216 (1997)CrossRef Bleichrodt, H., Johannesson, M.: An experimental test of a theoretical foundation for rating-scale valuations. Med. Decis. Mak. 31, 208–216 (1997)CrossRef
44.
go back to reference Dyer, J.S., Sarin, R.K.: Measurable multi-attribute value functions. Oper. Res. Int. J. 27, 810–820 (1979) Dyer, J.S., Sarin, R.K.: Measurable multi-attribute value functions. Oper. Res. Int. J. 27, 810–820 (1979)
Metadata
Title
Head-to-head comparison of health-state values derived by a probabilistic choice model and scores on a visual analogue scale
Authors
Paul F. M. Krabbe
Elly A. Stolk
Nancy J. Devlin
Feng Xie
Elise H. Quik
A. Simon Pickard
Publication date
01-11-2017
Publisher
Springer Berlin Heidelberg
Published in
The European Journal of Health Economics / Issue 8/2017
Print ISSN: 1618-7598
Electronic ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-016-0841-y

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