Skip to main content
Erschienen in: The European Journal of Health Economics 4/2011

01.08.2011 | Original Paper

The impact of disease severity on EQ-5D and SF-6D utility discrepancies in chronic heart failure

verfasst von: Nick Kontodimopoulos, Michalis Argiriou, Nikolaos Theakos, Dimitris Niakas

Erschienen in: The European Journal of Health Economics | Ausgabe 4/2011

Einloggen, um Zugang zu erhalten

Abstract

Objectives

To compare EQ-5D and SF-6D utilities across groups of chronic heart failure (CHF) patients with varying levels of disease severity.

Methods

A consecutive sample (N = 251) of CHF patients undergoing elective cardiac surgery were surveyed. Disease severity was proxied via a self-assessment scale, the EQ-VAS and the Duke Activity Status Index (DASI); however, validity was demonstrated only by the latter. Association and level of agreement between instruments in DASI-based severity groups were estimated with Pearson’s r and the intraclass correlation coefficient (ICC), respectively. Paired-samples t test was used to identify significant differences. In a linear regression model, the DASI was used as an anchor of disease severity to identify a potential “crossover” point between EQ-5D and SF-6D utilities.

Results

EQ-5D and SF-6D strongly correlated over the entire sample (r = 0.647, P < 0.001); however, their agreement was moderate (ICC = 0.484, P < 0.001). In the less severe DASI groups (i.e. higher functional capacity) EQ-5D was significantly higher than SF-6D (P < 0.001) and differences constituted minimally important differences (MIDs). Contrarily, in the more severe groups SF-6D was predominantly higher than EQ-5D. The regression model indicated a utility crossover point at 0.722 and predicted that individuals with a utility score less than this would score higher on the SF-6D than on the EQ-5D, and vice versa. The DASI score at crossover was calculated at 31.94.

Conclusions

In subgroups of patients differing in CHF severity according to the DASI, mean EQ-5D and SF-6D indices differed significantly. Contrarily, in socio-demographic and clinical groups, these utility differences were not directly evident. According to the evidence, comparisons based on severity classification via a valid disease-specific external instrument may provide insight on instrument choice in cost-utility analyses.
Literatur
2.
Zurück zum Zitat Stewart, S., Jenkins, A., Buchan, S., McGuire, A., Capewell, S., McMurray, J.J.: The current cost of heart failure to the National Health Service in the UK. Eur. J. Heart Fail. 4, 361–371 (2002)PubMedCrossRef Stewart, S., Jenkins, A., Buchan, S., McGuire, A., Capewell, S., McMurray, J.J.: The current cost of heart failure to the National Health Service in the UK. Eur. J. Heart Fail. 4, 361–371 (2002)PubMedCrossRef
3.
Zurück zum Zitat Rosamond, W., Flegal, K., Furie, K., Go, A., Greenlund, K., Haase, N., et al.: Heart disease and stroke statistics-2008 update: a report from the American heart association statistics committee and stroke statistics subcommittee. Circulation 117, e25–e146 (2008)PubMedCrossRef Rosamond, W., Flegal, K., Furie, K., Go, A., Greenlund, K., Haase, N., et al.: Heart disease and stroke statistics-2008 update: a report from the American heart association statistics committee and stroke statistics subcommittee. Circulation 117, e25–e146 (2008)PubMedCrossRef
4.
Zurück zum Zitat Rich, M.W., Nease, R.F.: Cost-effectiveness analysis in clinical practice: the case of heart failure. Arch. Intern. Med. 159, 1690–1700 (1999)PubMedCrossRef Rich, M.W., Nease, R.F.: Cost-effectiveness analysis in clinical practice: the case of heart failure. Arch. Intern. Med. 159, 1690–1700 (1999)PubMedCrossRef
5.
Zurück zum Zitat Juenger, J., Schellberg, D., Kraemer, S., Haunstetter, A., Zugck, C., Herzog, W., et al.: Health related quality of life in patients with congestive heart failure: comparison with other chronic diseases and relation to functional variables. Heart 87, 235–241 (2002)PubMedCrossRef Juenger, J., Schellberg, D., Kraemer, S., Haunstetter, A., Zugck, C., Herzog, W., et al.: Health related quality of life in patients with congestive heart failure: comparison with other chronic diseases and relation to functional variables. Heart 87, 235–241 (2002)PubMedCrossRef
6.
Zurück zum Zitat Hobbs, F.D., Kenkre, J.E., Roalfe, A.K., Davis, R.C., Hare, R., Davies, M.K.: Impact of heart failure and left ventricular systolic dysfunction on quality of life: a cross-sectional study comparing common chronic cardiac and medical disorders and a representative adult population. Eur. Heart J. 23, 1867–1876 (2002)PubMedCrossRef Hobbs, F.D., Kenkre, J.E., Roalfe, A.K., Davis, R.C., Hare, R., Davies, M.K.: Impact of heart failure and left ventricular systolic dysfunction on quality of life: a cross-sectional study comparing common chronic cardiac and medical disorders and a representative adult population. Eur. Heart J. 23, 1867–1876 (2002)PubMedCrossRef
7.
Zurück zum Zitat Neubauer, S.: The failing heart—an engine out of fuel. N. Engl. J. Med. 356, 1140–1151 (2007)PubMedCrossRef Neubauer, S.: The failing heart—an engine out of fuel. N. Engl. J. Med. 356, 1140–1151 (2007)PubMedCrossRef
8.
Zurück zum Zitat Weintraub, W.S., Cole, J., Tooley, J.F.: Cost and cost-effectiveness studies in heart failure research. Am. Heart J. 143, 565–576 (2002)PubMedCrossRef Weintraub, W.S., Cole, J., Tooley, J.F.: Cost and cost-effectiveness studies in heart failure research. Am. Heart J. 143, 565–576 (2002)PubMedCrossRef
9.
Zurück zum Zitat Rasanen, P., Roine, E., Sintonen, H., Semberg-Konttinen, V., Ryynanen, O.P., Roine, R.: Use of quality-adjusted life years for the estimation of effectiveness of health care: a systematic literature review. Int. J. Tech. Assess Health Care 22, 235–241 (2006)CrossRef Rasanen, P., Roine, E., Sintonen, H., Semberg-Konttinen, V., Ryynanen, O.P., Roine, R.: Use of quality-adjusted life years for the estimation of effectiveness of health care: a systematic literature review. Int. J. Tech. Assess Health Care 22, 235–241 (2006)CrossRef
10.
Zurück zum Zitat Bryan, S., Longworth, L.: Measuring health-related utility: why the disparity between EQ-5D and SF-6D? Eur. J. Health Econ. 6, 253–260 (2005)PubMedCrossRef Bryan, S., Longworth, L.: Measuring health-related utility: why the disparity between EQ-5D and SF-6D? Eur. J. Health Econ. 6, 253–260 (2005)PubMedCrossRef
11.
Zurück zum Zitat Bleichrodt, H.: A new explanation for the difference between time trade-off utilities and standard gamble utilities. Health Econ. 11, 447–456 (2002)PubMedCrossRef Bleichrodt, H.: A new explanation for the difference between time trade-off utilities and standard gamble utilities. Health Econ. 11, 447–456 (2002)PubMedCrossRef
12.
Zurück zum Zitat Green, C., Brazier, J., Deverill, M.: Valuing health-related quality of life. A review of health state valuation techniques. Pharmacoeconomics 17, 151–165 (2000)PubMedCrossRef Green, C., Brazier, J., Deverill, M.: Valuing health-related quality of life. A review of health state valuation techniques. Pharmacoeconomics 17, 151–165 (2000)PubMedCrossRef
13.
Zurück zum Zitat Dolan, P., Gudex, C., Kind, P., Williams, A.: Valuing health states: a comparison of methods. J. Health Econ. 15, 209–231 (1996)PubMedCrossRef Dolan, P., Gudex, C., Kind, P., Williams, A.: Valuing health states: a comparison of methods. J. Health Econ. 15, 209–231 (1996)PubMedCrossRef
14.
Zurück zum Zitat Longworth, L., Bryan, S.: An empirical comparison of EQ-5D and SF-6D in liver transplant patients. Health Econ. 12, 1061–1067 (2003)PubMedCrossRef Longworth, L., Bryan, S.: An empirical comparison of EQ-5D and SF-6D in liver transplant patients. Health Econ. 12, 1061–1067 (2003)PubMedCrossRef
15.
Zurück zum Zitat Gerard, K., Nicholson, T., Mullee, M., Mehta, R., Roderick, P.: EQ-5D versus SF-6D in an older, chronically ill patient group. Appl. Health Econ. Health Policy 3, 91–102 (2004)PubMedCrossRef Gerard, K., Nicholson, T., Mullee, M., Mehta, R., Roderick, P.: EQ-5D versus SF-6D in an older, chronically ill patient group. Appl. Health Econ. Health Policy 3, 91–102 (2004)PubMedCrossRef
16.
Zurück zum Zitat Lamers, L.M., Bouwmans, C.A., van Straten, A., Donker, M.C., Hakkaart, L.: Comparison of EQ-5D and SF-6D utilities in mental health patients. Health Econ. 15, 1229–1236 (2006)PubMedCrossRef Lamers, L.M., Bouwmans, C.A., van Straten, A., Donker, M.C., Hakkaart, L.: Comparison of EQ-5D and SF-6D utilities in mental health patients. Health Econ. 15, 1229–1236 (2006)PubMedCrossRef
17.
Zurück zum Zitat Xie, F., Li, S.C., Luo, N., Lo, N.N., Yeo, S.J., Yang, K.Y., et al.: Comparison of the EuroQol and short form 6D in Singapore multiethnic Asian knee osteoarthritis patients scheduled for total knee replacement. Arthritis Rheum. 57, 1043–1049 (2007)PubMedCrossRef Xie, F., Li, S.C., Luo, N., Lo, N.N., Yeo, S.J., Yang, K.Y., et al.: Comparison of the EuroQol and short form 6D in Singapore multiethnic Asian knee osteoarthritis patients scheduled for total knee replacement. Arthritis Rheum. 57, 1043–1049 (2007)PubMedCrossRef
18.
Zurück zum Zitat van Stel, H.F., Buskens, E.: Comparison of the SF-6D and the EQ-5D in patients with coronary heart disease. Health Qual. Life Outcomes 4, 20 (2006)PubMedCrossRef van Stel, H.F., Buskens, E.: Comparison of the SF-6D and the EQ-5D in patients with coronary heart disease. Health Qual. Life Outcomes 4, 20 (2006)PubMedCrossRef
19.
Zurück zum Zitat Grieve, R., Grishchenko, M., Cairns, J.: SF-6D versus EQ-5D: reasons for differences in utility scores and impact on reported cost-utility. Eur. J. Health Econ. 10, 15–23 (2004)CrossRef Grieve, R., Grishchenko, M., Cairns, J.: SF-6D versus EQ-5D: reasons for differences in utility scores and impact on reported cost-utility. Eur. J. Health Econ. 10, 15–23 (2004)CrossRef
20.
Zurück zum Zitat Brazier, J., Roberts, J., Tsuchiya, A., Busschbach, J.: A comparison of the EQ-5D and SF-6D across seven patient groups. Health Econ. 13, 873–884 (2004)PubMedCrossRef Brazier, J., Roberts, J., Tsuchiya, A., Busschbach, J.: A comparison of the EQ-5D and SF-6D across seven patient groups. Health Econ. 13, 873–884 (2004)PubMedCrossRef
21.
Zurück zum Zitat Kontodimopoulos, N., Pappa, E., Papadopoulos, A.A., Tountas, Y., Niakas, D.: Comparing SF-6D and EQ-5D utilities across groups differing in health status. Qual. Life Res. 18, 87–97 (2009)PubMedCrossRef Kontodimopoulos, N., Pappa, E., Papadopoulos, A.A., Tountas, Y., Niakas, D.: Comparing SF-6D and EQ-5D utilities across groups differing in health status. Qual. Life Res. 18, 87–97 (2009)PubMedCrossRef
22.
Zurück zum Zitat Barton, G.R., Sach, T.H., Avery, A.J., Doherty, M., Jenkinson, C., Muir, K.R.: Comparing the performance of the EQ-5D and SF-6D when measuring the benefits of alleviating knee pain. Cost Eff. Resour. Alloc. 7, 12 (2009)PubMedCrossRef Barton, G.R., Sach, T.H., Avery, A.J., Doherty, M., Jenkinson, C., Muir, K.R.: Comparing the performance of the EQ-5D and SF-6D when measuring the benefits of alleviating knee pain. Cost Eff. Resour. Alloc. 7, 12 (2009)PubMedCrossRef
23.
Zurück zum Zitat Petrou, S., Hockley, C.: An investigation into the empirical validity of the EQ-5D and SF-6D based on hypothetical preferences in a general population. Health Econ. 14, 1169–1189 (2005)PubMedCrossRef Petrou, S., Hockley, C.: An investigation into the empirical validity of the EQ-5D and SF-6D based on hypothetical preferences in a general population. Health Econ. 14, 1169–1189 (2005)PubMedCrossRef
24.
Zurück zum Zitat Bharmal, M., Thomas 3rd, J.: Comparing the EQ-5D and the SF-6D descriptive systems to assess their ceiling effects in the US general population. Value Health 9, 262–271 (2006)PubMedCrossRef Bharmal, M., Thomas 3rd, J.: Comparing the EQ-5D and the SF-6D descriptive systems to assess their ceiling effects in the US general population. Value Health 9, 262–271 (2006)PubMedCrossRef
25.
Zurück zum Zitat Barton, G.R., Sach, T.H., Avery, A.J., Jenkinson, C., Doherty, M., Whynes, D.K., et al.: A comparison of the performance of the EQ-5D and SF-6D for individuals aged > or = 45 years. Health Econ. 17, 815–832 (2008)PubMedCrossRef Barton, G.R., Sach, T.H., Avery, A.J., Jenkinson, C., Doherty, M., Whynes, D.K., et al.: A comparison of the performance of the EQ-5D and SF-6D for individuals aged > or = 45 years. Health Econ. 17, 815–832 (2008)PubMedCrossRef
26.
Zurück zum Zitat Tsevat, J., Duke, D., Goldman, L., Pfeffer, M.A., Lamas, G.A., Soukup, J.R., et al.: Cost-effectiveness of captopril therapy after myocardial infarction. J. Am. Coll. Cardiol. 26, 914–919 (1995)PubMedCrossRef Tsevat, J., Duke, D., Goldman, L., Pfeffer, M.A., Lamas, G.A., Soukup, J.R., et al.: Cost-effectiveness of captopril therapy after myocardial infarction. J. Am. Coll. Cardiol. 26, 914–919 (1995)PubMedCrossRef
27.
Zurück zum Zitat Glick, H., Cook, J., Kinosian, B., Pitt, B., Bourassa, M.G., Pouleur, H., et al.: Costs and effects of enalapril therapy in patients with symptomatic heart failure: an economic analysis of the studies of left ventricular dysfunction (SOLVD) treatment trial. J. Card. Fail. 1, 371–380 (1995)PubMedCrossRef Glick, H., Cook, J., Kinosian, B., Pitt, B., Bourassa, M.G., Pouleur, H., et al.: Costs and effects of enalapril therapy in patients with symptomatic heart failure: an economic analysis of the studies of left ventricular dysfunction (SOLVD) treatment trial. J. Card. Fail. 1, 371–380 (1995)PubMedCrossRef
28.
Zurück zum Zitat National Institute for Clinical Excellence: Guide to the methods of technology appraisal. NICE, London (2004) National Institute for Clinical Excellence: Guide to the methods of technology appraisal. NICE, London (2004)
29.
Zurück zum Zitat The EuroQol group: EuroQol—a new facility for the measurement of health related quality of life. Health Policy 16, 199–208 (1990)CrossRef The EuroQol group: EuroQol—a new facility for the measurement of health related quality of life. Health Policy 16, 199–208 (1990)CrossRef
31.
32.
Zurück zum Zitat Dolan, P., Gudex, C., Kind, P., Williams, A.: The time trade-off method: results from a general population study. Health Econ. 5, 141–154 (1996)PubMedCrossRef Dolan, P., Gudex, C., Kind, P., Williams, A.: The time trade-off method: results from a general population study. Health Econ. 5, 141–154 (1996)PubMedCrossRef
33.
Zurück zum Zitat Yfantopoulos, J.: The Greek version of the EuroQol (EQ-5D) instrument. Arch. Hell. Med. 18, 180–191 (2001) Yfantopoulos, J.: The Greek version of the EuroQol (EQ-5D) instrument. Arch. Hell. Med. 18, 180–191 (2001)
34.
Zurück zum Zitat Kontodimopoulos, N., Pappa, E., Niakas, D., Yfantopoulos, J., Dimitrakaki, C., Tountas, Y.: Validity of the EQ-5D instrument in a Greek general population. Value Health 11, 1162–1169 (2008)PubMedCrossRef Kontodimopoulos, N., Pappa, E., Niakas, D., Yfantopoulos, J., Dimitrakaki, C., Tountas, Y.: Validity of the EQ-5D instrument in a Greek general population. Value Health 11, 1162–1169 (2008)PubMedCrossRef
35.
Zurück zum Zitat Brazier, J., Roberts, J., Deverill, M.: The estimation of a preference-based measure of health from the SF-36. J. Health Econ. 21, 271–292 (2002)PubMedCrossRef Brazier, J., Roberts, J., Deverill, M.: The estimation of a preference-based measure of health from the SF-36. J. Health Econ. 21, 271–292 (2002)PubMedCrossRef
36.
Zurück zum Zitat Pappa, E., Kontodimopoulos, N., Niakas, D.: Validating and norming of the Greek SF-36 health survey. Qual. Life Res. 14, 1433–1438 (2005)PubMedCrossRef Pappa, E., Kontodimopoulos, N., Niakas, D.: Validating and norming of the Greek SF-36 health survey. Qual. Life Res. 14, 1433–1438 (2005)PubMedCrossRef
37.
Zurück zum Zitat Anagnostopoulos, F., Niakas, D., Pappa, E.: Construct validation of the Greek SF-36 health survey. Qual. Life Res. 14, 1959–1965 (2005)PubMedCrossRef Anagnostopoulos, F., Niakas, D., Pappa, E.: Construct validation of the Greek SF-36 health survey. Qual. Life Res. 14, 1959–1965 (2005)PubMedCrossRef
38.
Zurück zum Zitat Kontodimopoulos, N., Niakas, D.: A cost-utility analysis in renal replacement therapy based on patients’ expected remaining life years. Health Policy 86, 85–96 (2008)PubMedCrossRef Kontodimopoulos, N., Niakas, D.: A cost-utility analysis in renal replacement therapy based on patients’ expected remaining life years. Health Policy 86, 85–96 (2008)PubMedCrossRef
39.
Zurück zum Zitat Hlatky, M.A., Boineau, R.E., Higginbotham, M.B., Lee, K.L., Mark, D.B., Califf, R.M., et al.: A brief self-administered questionnaire to determine functional capacity (The Duke activity status index). Am. J. Cardiol. 64, 651–654 (1989)PubMedCrossRef Hlatky, M.A., Boineau, R.E., Higginbotham, M.B., Lee, K.L., Mark, D.B., Califf, R.M., et al.: A brief self-administered questionnaire to determine functional capacity (The Duke activity status index). Am. J. Cardiol. 64, 651–654 (1989)PubMedCrossRef
40.
Zurück zum Zitat Mark, D.B., Naylor, C.D., Hlatky, M.A., Califf, R.M., Topol, E.J., Granger, C.B., et al.: Use of medical resources and quality of life after myocardial infarction in Canada and the United States. N. Engl. J. Med. 331, 1130–1135 (1994)PubMedCrossRef Mark, D.B., Naylor, C.D., Hlatky, M.A., Califf, R.M., Topol, E.J., Granger, C.B., et al.: Use of medical resources and quality of life after myocardial infarction in Canada and the United States. N. Engl. J. Med. 331, 1130–1135 (1994)PubMedCrossRef
41.
Zurück zum Zitat Pilote, L., Bourassa, M.G., Bacon, C., Bost, J., Detre, K., Mark, D.B., et al.: Better functional status in American than Canadian patients with heart disease: an effect of medical care? J. Am. Coll. Cardiol. 26, 1115–1120 (1995)PubMedCrossRef Pilote, L., Bourassa, M.G., Bacon, C., Bost, J., Detre, K., Mark, D.B., et al.: Better functional status in American than Canadian patients with heart disease: an effect of medical care? J. Am. Coll. Cardiol. 26, 1115–1120 (1995)PubMedCrossRef
42.
Zurück zum Zitat Roques, F., Nashef, S.A., Michel, P., Gauducheau, E., de Vincentiis, C., Baudet, E., et al.: Risk factors and outcome in European cardiac surgery: analysis of the Euro-SCORE multinational database of 19 030 patients. Eur. J. Cardiothorac. Surg. 15, 816–822 (1999)PubMedCrossRef Roques, F., Nashef, S.A., Michel, P., Gauducheau, E., de Vincentiis, C., Baudet, E., et al.: Risk factors and outcome in European cardiac surgery: analysis of the Euro-SCORE multinational database of 19 030 patients. Eur. J. Cardiothorac. Surg. 15, 816–822 (1999)PubMedCrossRef
43.
Zurück zum Zitat Nashef, S.A., Roques, F., Michel, P., Gauducheau, E., Lemeshow, S., Salamon, R.: European system for cardiac operative risk evaluation (Euro-SCORE). Eur. J. Cardiothorac. Surg. 16, 9–13 (1999)PubMedCrossRef Nashef, S.A., Roques, F., Michel, P., Gauducheau, E., Lemeshow, S., Salamon, R.: European system for cardiac operative risk evaluation (Euro-SCORE). Eur. J. Cardiothorac. Surg. 16, 9–13 (1999)PubMedCrossRef
45.
Zurück zum Zitat Walters, S.J., Brazier, J.E.: What is the relationship between the minimally important difference and health state utility values? The case of the SF-6D. Health Qual. Life Outcomes 1, 4 (2003)PubMedCrossRef Walters, S.J., Brazier, J.E.: What is the relationship between the minimally important difference and health state utility values? The case of the SF-6D. Health Qual. Life Outcomes 1, 4 (2003)PubMedCrossRef
46.
Zurück zum Zitat Sullivan, P.W., Lawrence, W.F., Ghushchyan, V.: A national catalog of preference-based scores for chronic conditions in the United States. Med. Care 43, 736–749 (2005)PubMedCrossRef Sullivan, P.W., Lawrence, W.F., Ghushchyan, V.: A national catalog of preference-based scores for chronic conditions in the United States. Med. Care 43, 736–749 (2005)PubMedCrossRef
47.
Zurück zum Zitat Walters, S.J., Brazier, J.E.: Comparison of the minimally important difference for two health state utility measures: EQ-5D and SF-6D. Qual. Life Res. 14, 1523–1532 (2005)PubMedCrossRef Walters, S.J., Brazier, J.E.: Comparison of the minimally important difference for two health state utility measures: EQ-5D and SF-6D. Qual. Life Res. 14, 1523–1532 (2005)PubMedCrossRef
48.
Zurück zum Zitat Nelson, C.L., Herndon, J.E., Mark, D.B., Pryor, D.B., Califf, R.M., Hlatky, M.A.: Relation of clinical and angiographic factors to functional capacity as measured by the Duke activity status index. Am. J. Cardiol. 68, 973–975 (1991)PubMedCrossRef Nelson, C.L., Herndon, J.E., Mark, D.B., Pryor, D.B., Califf, R.M., Hlatky, M.A.: Relation of clinical and angiographic factors to functional capacity as measured by the Duke activity status index. Am. J. Cardiol. 68, 973–975 (1991)PubMedCrossRef
49.
Zurück zum Zitat Parissis, J.T., Nikolaou, M., Birmpa, D., Farmakis, D., Paraskevaidis, I., Bistola, V., et al.: Clinical and prognostic value of Duke’s activity status index along with plasma B-type natriuretic peptide levels in chronic heart failure secondary to ischemic or idiopathic dilated cardiomyopathy. Am. J. Cardiol. 103, 73–75 (2009)PubMedCrossRef Parissis, J.T., Nikolaou, M., Birmpa, D., Farmakis, D., Paraskevaidis, I., Bistola, V., et al.: Clinical and prognostic value of Duke’s activity status index along with plasma B-type natriuretic peptide levels in chronic heart failure secondary to ischemic or idiopathic dilated cardiomyopathy. Am. J. Cardiol. 103, 73–75 (2009)PubMedCrossRef
Metadaten
Titel
The impact of disease severity on EQ-5D and SF-6D utility discrepancies in chronic heart failure
verfasst von
Nick Kontodimopoulos
Michalis Argiriou
Nikolaos Theakos
Dimitris Niakas
Publikationsdatum
01.08.2011
Verlag
Springer-Verlag
Erschienen in
The European Journal of Health Economics / Ausgabe 4/2011
Print ISSN: 1618-7598
Elektronische ISSN: 1618-7601
DOI
https://doi.org/10.1007/s10198-010-0252-4

Weitere Artikel der Ausgabe 4/2011

The European Journal of Health Economics 4/2011 Zur Ausgabe