Skip to main content
Top
Published in: BMC Public Health 1/2012

Open Access 01-12-2012 | Research article

Systematic review of studies evaluating the broader economic impact of vaccination in low and middle income countries

Authors: Rohan Deogaonkar, Raymond Hutubessy, Inge van der Putten, Silvia Evers, Mark Jit

Published in: BMC Public Health | Issue 1/2012

Login to get access

Abstract

Background

Most health economic evaluations of childhood vaccination only capture the health and short-term economic benefits. Measuring broader, long-term effects of vaccination on productivity and externalities could provide a more complete picture of the value of vaccines.

Method

MEDLINE, EconLit and NHS-EED databases were searched for articles published between January 1990 and July 2011, which captured broader economic benefits of vaccines in low and middle income countries. Studies were included if they captured at least one of the following categories on broader economic impact: outcome-related productivity gains, behaviour-related productivity gains, ecological externalities, equity gains, financial sustainability gains or macroeconomic benefits.

Results

Twenty-six relevant studies were found, including observational studies, economic models and contingent valuation studies. Of the identified broader impacts, outcome-related productivity gains and ecological externalities were most commonly accounted for. No studies captured behaviour-related productivity gains or macroeconomic effects. There was some evidence to show that vaccinated children 8–14 years of age benefit from increased cognitive ability. Productivity loss due to morbidity and mortality was generally measured using the human capital approach. When included, herd immunity effects were functions of coverage rates or based on reduction in disease outcomes. External effects of vaccines were observed in terms of equitable health outcomes and contribution towards synergistic and financially sustainable healthcare programs.

Conclusion

Despite substantial variation in the methods of measurement and outcomes used, the inclusion of broader economic impact was found to improve the attractiveness of vaccination. Further research is needed on how different tools and techniques can be used in combination to capture the broader impact of vaccination in a way that is consistent with other health economic evaluations. In addition, more country level evidence is needed from low and middle income countries to justify future investments in vaccines and immunization programs. Finally, the proposed broader economic impact framework may contribute towards better communication of the economic arguments surrounding vaccine uptake, leading to investments in immunization by stakeholders outside of the traditional health care sector such as ministries of finance and national treasuries.
Appendix
Available only for authorised users
Literature
2.
go back to reference Beutels P, Edmunds WJ, Smith RD: Partially wrong? Partial equilibrium and the health economic analysis of public health emergencies of international concern. Health Econ. 2008, 17: 1317-1322. 10.1002/hec.1339.CrossRefPubMed Beutels P, Edmunds WJ, Smith RD: Partially wrong? Partial equilibrium and the health economic analysis of public health emergencies of international concern. Health Econ. 2008, 17: 1317-1322. 10.1002/hec.1339.CrossRefPubMed
3.
go back to reference Neumann PJ, Fang C, Cohen JT: 30 years of pharmaceutical cost-utility analysis, growth, diversity and methodological improvement. Pharmacoeconomics. 2009, 27: 861-872. 10.2165/11312720-000000000-00000.CrossRefPubMed Neumann PJ, Fang C, Cohen JT: 30 years of pharmaceutical cost-utility analysis, growth, diversity and methodological improvement. Pharmacoeconomics. 2009, 27: 861-872. 10.2165/11312720-000000000-00000.CrossRefPubMed
4.
go back to reference Bärnighausen T, Bloom DE, Canning D, Friedman A, Levine OS, O’Brien J, Privor-Dumm L, Walker D: Rethinking the benefits and costs of childhood vaccination: The example of the Haemophilus influenza type b vaccine. Vaccine. 2011, 29: 2371-2380. 10.1016/j.vaccine.2010.11.090.CrossRefPubMed Bärnighausen T, Bloom DE, Canning D, Friedman A, Levine OS, O’Brien J, Privor-Dumm L, Walker D: Rethinking the benefits and costs of childhood vaccination: The example of the Haemophilus influenza type b vaccine. Vaccine. 2011, 29: 2371-2380. 10.1016/j.vaccine.2010.11.090.CrossRefPubMed
5.
6.
go back to reference Belli P, Bustreo F, Preker A: Investing in Children’s Health: What Are the Economic Benefits?. Bulletin of the World Health Organization. 2005, 83: 777-784.PubMedPubMedCentral Belli P, Bustreo F, Preker A: Investing in Children’s Health: What Are the Economic Benefits?. Bulletin of the World Health Organization. 2005, 83: 777-784.PubMedPubMedCentral
7.
go back to reference Hauck K, Smith PC, Goddard M: The economics of priority setting for health care: a literature review. 2004, Washington DC, USA: International Bank for Reconstruction and Development Hauck K, Smith PC, Goddard M: The economics of priority setting for health care: a literature review. 2004, Washington DC, USA: International Bank for Reconstruction and Development
8.
go back to reference Shillcutt SD, Walker DG, Goodman CA, Mills AJ: Cost-effectiveness in low- and middle-income countries: a review of the debates surrounding decision rules. Pharmacoeconomics. 2009, 27: 903-917. 10.2165/10899580-000000000-00000.CrossRefPubMedPubMedCentral Shillcutt SD, Walker DG, Goodman CA, Mills AJ: Cost-effectiveness in low- and middle-income countries: a review of the debates surrounding decision rules. Pharmacoeconomics. 2009, 27: 903-917. 10.2165/10899580-000000000-00000.CrossRefPubMedPubMedCentral
9.
go back to reference World Health Organization: Guide to identifying the economic consequences of disease and injury. 2009, Geneva: WHO World Health Organization: Guide to identifying the economic consequences of disease and injury. 2009, Geneva: WHO
10.
go back to reference Shastry GK, Weil DN: How much of cross-country income variation is explained by health?. Journal of the European Economic Association. 2002, 1: 387-396.CrossRef Shastry GK, Weil DN: How much of cross-country income variation is explained by health?. Journal of the European Economic Association. 2002, 1: 387-396.CrossRef
11.
go back to reference Bloom DE, Canning D, Weston M: The value of vaccination. World Economics. 2005, 6: 15-39. Bloom DE, Canning D, Weston M: The value of vaccination. World Economics. 2005, 6: 15-39.
12.
go back to reference Dahan M, Tsiddon D: Demographic transition, income distribution, and economic growth. Journal of Economic Growth. 1998, 3: 29-52. 10.1023/A:1009769930916.CrossRef Dahan M, Tsiddon D: Demographic transition, income distribution, and economic growth. Journal of Economic Growth. 1998, 3: 29-52. 10.1023/A:1009769930916.CrossRef
13.
go back to reference Jit M, Brisson M: Modelling the epidemiology of infectious diseases for decision analysis: a primer. Pharmacoeconomics. 2011, 29: 371-386. 10.2165/11539960-000000000-00000.CrossRefPubMed Jit M, Brisson M: Modelling the epidemiology of infectious diseases for decision analysis: a primer. Pharmacoeconomics. 2011, 29: 371-386. 10.2165/11539960-000000000-00000.CrossRefPubMed
14.
go back to reference Sauerborn R, Gbanjou A, Dong H, Przyborski JM, Lancer M: Willingness to pay for hypothetical malaria vaccines in rural Burkina Faso. Scand J Public Health. 2005, 33: 146-150. (2005)PubMed Sauerborn R, Gbanjou A, Dong H, Przyborski JM, Lancer M: Willingness to pay for hypothetical malaria vaccines in rural Burkina Faso. Scand J Public Health. 2005, 33: 146-150. (2005)PubMed
15.
go back to reference Lucas MES, Jeuland M, Deen J, Lazaro N, et al: Private demand for cholera vaccines in Beira, Mozambique. Vaccine. 2007, 2007 (25): 2599-2609.CrossRef Lucas MES, Jeuland M, Deen J, Lazaro N, et al: Private demand for cholera vaccines in Beira, Mozambique. Vaccine. 2007, 2007 (25): 2599-2609.CrossRef
16.
go back to reference Palanca-Tan R: The demand for a dengue vaccine: A contingent valuation survey in metro Manila. Vaccine. 2008, 26: 914-923. 10.1016/j.vaccine.2007.12.011. 2008CrossRefPubMed Palanca-Tan R: The demand for a dengue vaccine: A contingent valuation survey in metro Manila. Vaccine. 2008, 26: 914-923. 10.1016/j.vaccine.2007.12.011. 2008CrossRefPubMed
17.
go back to reference Kim D, Canh DG, Poulos C, Thoa LTK, et al: Private demand for cholera vaccines in Hue, Vietnam. Value Health. 2008, 11: 119-128. 10.1111/j.1524-4733.2007.00220.x.CrossRefPubMed Kim D, Canh DG, Poulos C, Thoa LTK, et al: Private demand for cholera vaccines in Hue, Vietnam. Value Health. 2008, 11: 119-128. 10.1111/j.1524-4733.2007.00220.x.CrossRefPubMed
18.
go back to reference Whittington D, Suraratdecha C, Poulos C, Ainsworth M, Prabhu V, Tangcharoensathien V: Household demand for preventive HIV/AIDS vaccines in Thailand: Do husbands’ and wives’ preferences differ?. Value Health. 2008, 11: 965-974. 10.1111/j.1524-4733.2007.00312.x.CrossRefPubMed Whittington D, Suraratdecha C, Poulos C, Ainsworth M, Prabhu V, Tangcharoensathien V: Household demand for preventive HIV/AIDS vaccines in Thailand: Do husbands’ and wives’ preferences differ?. Value Health. 2008, 11: 965-974. 10.1111/j.1524-4733.2007.00312.x.CrossRefPubMed
19.
go back to reference Whittington D, Sur D, Cook J, Chatterjee S, et al: Rethinking cholera and typhoid vaccination policies for the poor: Private demand in Kolkata, India. World Dev. 2009, 37: 399-409. 10.1016/j.worlddev.2008.04.002.CrossRef Whittington D, Sur D, Cook J, Chatterjee S, et al: Rethinking cholera and typhoid vaccination policies for the poor: Private demand in Kolkata, India. World Dev. 2009, 37: 399-409. 10.1016/j.worlddev.2008.04.002.CrossRef
20.
go back to reference Cook J, Jeuland M, Maskery B, Lauria D, et al: Using private demand studies to calculate socially optimal vaccine subsidies in developing countries. J Policy Anal Manage. 2009, 28: 6-28. 10.1002/pam.20401.CrossRefPubMed Cook J, Jeuland M, Maskery B, Lauria D, et al: Using private demand studies to calculate socially optimal vaccine subsidies in developing countries. J Policy Anal Manage. 2009, 28: 6-28. 10.1002/pam.20401.CrossRefPubMed
21.
go back to reference Udezi WA, Usifoh CO, Ihimekpen OO: Willingess to pay for three hypothetical malaria vaccines in Nigeria. Clin Ther. 2010, 32: 1533-1544. 10.1016/j.clinthera.2010.07.018.CrossRefPubMed Udezi WA, Usifoh CO, Ihimekpen OO: Willingess to pay for three hypothetical malaria vaccines in Nigeria. Clin Ther. 2010, 32: 1533-1544. 10.1016/j.clinthera.2010.07.018.CrossRefPubMed
22.
go back to reference Ozawa S, Stack ML, Bishai DM, Mirelman A, Friberg IK, Niessen L, Walker DG, Levine OS: During the ‘Decade of Vaccines’ the lives of 6.4 million children valued at $231 billion could be saved. Health Aff. 2011, 30: 1010-1020. 10.1377/hlthaff.2011.0381.CrossRef Ozawa S, Stack ML, Bishai DM, Mirelman A, Friberg IK, Niessen L, Walker DG, Levine OS: During the ‘Decade of Vaccines’ the lives of 6.4 million children valued at $231 billion could be saved. Health Aff. 2011, 30: 1010-1020. 10.1377/hlthaff.2011.0381.CrossRef
23.
go back to reference Kirigia JM, Sambo LG, Yokouide A, Soumbey-Alley E, Muthuri LK, Kirigia DG: Economic burden of cholera in the WHO African region. BMC International Health and Human Rights. 2009, 9: 8-10.1186/1472-698X-9-8.CrossRefPubMedPubMedCentral Kirigia JM, Sambo LG, Yokouide A, Soumbey-Alley E, Muthuri LK, Kirigia DG: Economic burden of cholera in the WHO African region. BMC International Health and Human Rights. 2009, 9: 8-10.1186/1472-698X-9-8.CrossRefPubMedPubMedCentral
24.
go back to reference Smith RD, Keogh-Brown MR, Barnett T, Tait J: The economy-wide impact of pandemic influenza on the UK: a computable general equilibrium modelling experiment. BMJ. 2009, 339: b4571-10.1136/bmj.b4571.CrossRefPubMedPubMedCentral Smith RD, Keogh-Brown MR, Barnett T, Tait J: The economy-wide impact of pandemic influenza on the UK: a computable general equilibrium modelling experiment. BMJ. 2009, 339: b4571-10.1136/bmj.b4571.CrossRefPubMedPubMedCentral
25.
go back to reference Barham T, Calimeris L: Long-term effects of family planning and child health interventions on adolescent cognition: Evidence from Matlab in Bangladesh. 2008, University of Colorado: Health and Society program, Working paper Barham T, Calimeris L: Long-term effects of family planning and child health interventions on adolescent cognition: Evidence from Matlab in Bangladesh. 2008, University of Colorado: Health and Society program, Working paper
27.
go back to reference Connolly M, Constenla D: Assessing economic benefits for government and society attributed to malaria investment strategies: An exploratory analysis based on malaria vaccination. Proceedings of The Multilateral Initiative on Malaria. 2009,  -www.gmasoln.com/downloads/Malaria.pdf, Connolly M, Constenla D: Assessing economic benefits for government and society attributed to malaria investment strategies: An exploratory analysis based on malaria vaccination. Proceedings of The Multilateral Initiative on Malaria. 2009,  -www.​gmasoln.​com/​downloads/​Malaria.​pdf,
28.
go back to reference Bishai D, Koenig M, Khan MA: Measles vaccination improves the equity of health outcomes: evidence from Bangladesh. Health Econ. 2003, 12: 415-419. 10.1002/hec.732.CrossRefPubMed Bishai D, Koenig M, Khan MA: Measles vaccination improves the equity of health outcomes: evidence from Bangladesh. Health Econ. 2003, 12: 415-419. 10.1002/hec.732.CrossRefPubMed
29.
go back to reference Niessen L, ten Hove A, Hilderink H, Weber M, Mulholland K, Ezzati M: Comparative impact assessment of child pneumonia interventions. Bull World Health Organ. 2009, 87: 472-480. 10.2471/BLT.08.050872.CrossRefPubMedPubMedCentral Niessen L, ten Hove A, Hilderink H, Weber M, Mulholland K, Ezzati M: Comparative impact assessment of child pneumonia interventions. Bull World Health Organ. 2009, 87: 472-480. 10.2471/BLT.08.050872.CrossRefPubMedPubMedCentral
30.
go back to reference Tebbens RJD, Pallansch MA, Cochi SL, Wassilak SGF, Linkins J, Sutter RW, Aylward RB, Thompson KM: Economic analysis of the global polio eradication initiative. Vaccine. 2011, 29: 334-343.CrossRef Tebbens RJD, Pallansch MA, Cochi SL, Wassilak SGF, Linkins J, Sutter RW, Aylward RB, Thompson KM: Economic analysis of the global polio eradication initiative. Vaccine. 2011, 29: 334-343.CrossRef
31.
go back to reference Stack ML, Ozawa S, Bishai DM, Mirelman A, Tam Y, Niessen L, Walker DG, Levine OS: Estimated economic benefits during the ‘Decade of Vaccines’ include treatment savings, gains in labor productivity. Health Aff. 2011, 30: 1021-1028. 10.1377/hlthaff.2011.0382.CrossRef Stack ML, Ozawa S, Bishai DM, Mirelman A, Tam Y, Niessen L, Walker DG, Levine OS: Estimated economic benefits during the ‘Decade of Vaccines’ include treatment savings, gains in labor productivity. Health Aff. 2011, 30: 1021-1028. 10.1377/hlthaff.2011.0382.CrossRef
33.
go back to reference Boulier BL, Datta TS, Goldfarb RS: Vaccination externalities. The B.E. Journal of Economic Analysis & Policy. 2007, 7: Article 23-CrossRef Boulier BL, Datta TS, Goldfarb RS: Vaccination externalities. The B.E. Journal of Economic Analysis & Policy. 2007, 7: Article 23-CrossRef
34.
go back to reference Lopez E, Debbag R, Coudeville L, Baron-Papillon F, Armoni J: The cost-effectivness of universal vaccination of children against hepatitis A in Argentina: results of a dynamic health-economic analysis. J Gastroenterology. 2007, 42: 152-160. 10.1007/s00535-006-1984-x.CrossRef Lopez E, Debbag R, Coudeville L, Baron-Papillon F, Armoni J: The cost-effectivness of universal vaccination of children against hepatitis A in Argentina: results of a dynamic health-economic analysis. J Gastroenterology. 2007, 42: 152-160. 10.1007/s00535-006-1984-x.CrossRef
35.
go back to reference Jeuland M, Cook J, Poulos C, Clemens J, Whittington D: Cost-effectiveness of new-generation oral cholera vaccines: A multisite analysis. Value Health. 2009, 12: 899-908. 10.1111/j.1524-4733.2009.00562.x.CrossRefPubMed Jeuland M, Cook J, Poulos C, Clemens J, Whittington D: Cost-effectiveness of new-generation oral cholera vaccines: A multisite analysis. Value Health. 2009, 12: 899-908. 10.1111/j.1524-4733.2009.00562.x.CrossRefPubMed
36.
go back to reference Kim SY, Lee G, Goldie SJ: Economic evaluation of pneumococcal conjugate vaccination in The Gambia. BMC Infect Dis. 2010, 10: 260-278. 10.1186/1471-2334-10-260.CrossRefPubMedPubMedCentral Kim SY, Lee G, Goldie SJ: Economic evaluation of pneumococcal conjugate vaccination in The Gambia. BMC Infect Dis. 2010, 10: 260-278. 10.1186/1471-2334-10-260.CrossRefPubMedPubMedCentral
37.
go back to reference Giglio ND, Cane AD, Micone P, Gentile A: Cost-effectiveness of the CRM-based 7-valent pneumococcal conjugated vaccine (PCV7) in Argentina. Vaccine. 2010, 28: 2302-2310. 10.1016/j.vaccine.2009.12.070.CrossRefPubMed Giglio ND, Cane AD, Micone P, Gentile A: Cost-effectiveness of the CRM-based 7-valent pneumococcal conjugated vaccine (PCV7) in Argentina. Vaccine. 2010, 28: 2302-2310. 10.1016/j.vaccine.2009.12.070.CrossRefPubMed
38.
go back to reference Vespa G, Constenla DO, Pepe C, Safadi MA, Berezin E, Moraes JC, Campos CAH, Araujo DV, Andrade ASS: Estimating the cost-effectiveness of pneumococcal conjugate vaccination in Brazil. Pan Am J Public Health. 2009, 26: 518-528. 10.1590/S1020-49892009001200007.CrossRef Vespa G, Constenla DO, Pepe C, Safadi MA, Berezin E, Moraes JC, Campos CAH, Araujo DV, Andrade ASS: Estimating the cost-effectiveness of pneumococcal conjugate vaccination in Brazil. Pan Am J Public Health. 2009, 26: 518-528. 10.1590/S1020-49892009001200007.CrossRef
39.
go back to reference Jeuland M, Lucas M, Clemens J, Whittington D: A Cost–Benefit Analysis of Cholera Vaccination Programs in Beira, Mozambique. World Bank Econ Rev. 2009, 23: 235-267. 10.1093/wber/lhp006.CrossRef Jeuland M, Lucas M, Clemens J, Whittington D: A Cost–Benefit Analysis of Cholera Vaccination Programs in Beira, Mozambique. World Bank Econ Rev. 2009, 23: 235-267. 10.1093/wber/lhp006.CrossRef
40.
go back to reference Jeuland M, Whittington D: Cost-benefit comparisons of investments in improved water supply and cholera vaccination programs. Vaccine. 2009, 27: 3109-3120. 10.1016/j.vaccine.2009.02.104.CrossRefPubMed Jeuland M, Whittington D: Cost-benefit comparisons of investments in improved water supply and cholera vaccination programs. Vaccine. 2009, 27: 3109-3120. 10.1016/j.vaccine.2009.02.104.CrossRefPubMed
41.
go back to reference Longini IM, Nizam A, Ali M, Yunus M, Shenvi N, Clemens JD: Controlling endemic cholera with oral vaccines. PLoS Med. 2007, 4: 1776-1783.CrossRef Longini IM, Nizam A, Ali M, Yunus M, Shenvi N, Clemens JD: Controlling endemic cholera with oral vaccines. PLoS Med. 2007, 4: 1776-1783.CrossRef
42.
go back to reference Bawah AA, Phillips JF, Adjuik M, Vaughan-Smith M, Macleod B, Binka FN: The impact of immunization on the association between poverty and child survival: Evidence from Kassena-Nankana district of northern Ghana. Scand J Public Health. 2010, 38: 95-103. 10.1177/1403494809352532.CrossRefPubMed Bawah AA, Phillips JF, Adjuik M, Vaughan-Smith M, Macleod B, Binka FN: The impact of immunization on the association between poverty and child survival: Evidence from Kassena-Nankana district of northern Ghana. Scand J Public Health. 2010, 38: 95-103. 10.1177/1403494809352532.CrossRefPubMed
43.
go back to reference Rice DP, Hodgson TA, Kopstein AN: The Economic Costs of Illness: A Replication and Update. Health Care Financ Rev. 1985, 7: 61-80. No. 1, Fall 1985PubMedPubMedCentral Rice DP, Hodgson TA, Kopstein AN: The Economic Costs of Illness: A Replication and Update. Health Care Financ Rev. 1985, 7: 61-80. No. 1, Fall 1985PubMedPubMedCentral
44.
go back to reference Koopmanschap A, Rutten F, van Ineveld B, van Roijen L: The friction cost method for measuring indirect costs of disease. J Health Econs. 1995, 14: 171-189. 10.1016/0167-6296(94)00044-5.CrossRef Koopmanschap A, Rutten F, van Ineveld B, van Roijen L: The friction cost method for measuring indirect costs of disease. J Health Econs. 1995, 14: 171-189. 10.1016/0167-6296(94)00044-5.CrossRef
45.
go back to reference Molinari NA, Ortega-Sanchez IR, Messonier ML, Thompson WW, Wortley PM, Weintraub E, Bridges CB: The annual impact of seasonal influenza in the US: Measuring disease burden and costs. Vaccine. 2007, 25: 5086-5096. 10.1016/j.vaccine.2007.03.046.CrossRefPubMed Molinari NA, Ortega-Sanchez IR, Messonier ML, Thompson WW, Wortley PM, Weintraub E, Bridges CB: The annual impact of seasonal influenza in the US: Measuring disease burden and costs. Vaccine. 2007, 25: 5086-5096. 10.1016/j.vaccine.2007.03.046.CrossRefPubMed
46.
go back to reference Jit M, Demarteau N, Elbasha E, Ginsberg G, Kim J, Praditsitthikorn N, Sinanovic E, Hutubessy R: Human papillomavirus vaccine introduction in low-income and middle-income countries: guidance on the use of cost-effectiveness models. BMC Med. 2011, 9: 54-10.1186/1741-7015-9-54.CrossRefPubMedPubMedCentral Jit M, Demarteau N, Elbasha E, Ginsberg G, Kim J, Praditsitthikorn N, Sinanovic E, Hutubessy R: Human papillomavirus vaccine introduction in low-income and middle-income countries: guidance on the use of cost-effectiveness models. BMC Med. 2011, 9: 54-10.1186/1741-7015-9-54.CrossRefPubMedPubMedCentral
47.
go back to reference Shearley AE: The societal value of vaccination in developing countries. Vaccine. 1999, 17: S109-S112.CrossRefPubMed Shearley AE: The societal value of vaccination in developing countries. Vaccine. 1999, 17: S109-S112.CrossRefPubMed
48.
go back to reference Keogh-Brown MR, Smith RD, Edmunds JW, Beutels P: The macroeconomic impact of pandemic influenza: estimates from models of the United Kingdom, France, Belgium and The Netherlands. Eur J Health Econs. 2010, 11: 543-554. 10.1007/s10198-009-0210-1.CrossRef Keogh-Brown MR, Smith RD, Edmunds JW, Beutels P: The macroeconomic impact of pandemic influenza: estimates from models of the United Kingdom, France, Belgium and The Netherlands. Eur J Health Econs. 2010, 11: 543-554. 10.1007/s10198-009-0210-1.CrossRef
Metadata
Title
Systematic review of studies evaluating the broader economic impact of vaccination in low and middle income countries
Authors
Rohan Deogaonkar
Raymond Hutubessy
Inge van der Putten
Silvia Evers
Mark Jit
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2012
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-12-878

Other articles of this Issue 1/2012

BMC Public Health 1/2012 Go to the issue