Skip to main content
Top
Published in: Population Health Metrics 1/2016

Open Access 01-12-2016 | Research

Estimating average alcohol consumption in the population using multiple sources: the case of Spain

Authors: Luis Sordo, Gregorio Barrio, María J. Bravo, Joan R. Villalbí, Albert Espelt, Montserrat Neira, Enrique Regidor

Published in: Population Health Metrics | Issue 1/2016

Login to get access

Abstract

Background

National estimates on per capita alcohol consumption are provided regularly by various sources and may have validity problems, so corrections are needed for monitoring and assessment purposes. Our objectives were to compare different alcohol availability estimates for Spain, to build the best estimate (actual consumption), characterize its time trend during 2001–2011, and quantify the extent to which other estimates (coverage) approximated actual consumption.

Methods

Estimates were: alcohol availability from the Spanish Tax Agency (Tax Agency availability), World Health Organization (WHO availability) and other international agencies, self-reported purchases from the Spanish Food Consumption Panel, and self-reported consumption from population surveys. Analyses included calculating: between-agency discrepancy in availability, multisource availability (correcting Tax Agency availability by underestimation of wine and cider), actual consumption (adjusting multisource availability by unrecorded alcohol consumption/purchases and alcohol losses), and coverage of selected estimates. Sensitivity analyses were undertaken. Time trends were characterized by joinpoint regression.

Results

Between-agency discrepancy in alcohol availability remained high in 2011, mainly because of wine and spirits, although some decrease was observed during the study period.
The actual consumption was 9.5 l of pure alcohol/person-year in 2011, decreasing 2.3 % annually, mainly due to wine and spirits. 2011 coverage of WHO availability, Tax Agency availability, self-reported purchases, and self-reported consumption was 99.5, 99.5, 66.3, and 28.0 %, respectively, generally with downward trends (last three estimates, especially self-reported consumption). The multisource availability overestimated actual consumption by 12.3 %, mainly due to tourism imbalance.

Conclusions

Spanish estimates of per capita alcohol consumption show considerable weaknesses. Using uncorrected estimates, especially self-reported consumption, for monitoring or other purposes is misleading. To obtain conservative estimates of alcohol-attributable disease burden or heavy drinking prevalence, self-reported consumption should be shifted upwards by more than 85 % (91 % in 2011) of Tax Agency or WHO availability figures. The weaknesses identified can probably also be found worldwide, thus much empirical work remains to be done to improve estimates of per capita alcohol consumption.
Appendix
Available only for authorised users
Literature
2.
go back to reference Norstrom T, Skog OJ. Alcohol and mortality: methodological and analytical issues in aggregate analyses. Addiction. 2001;96 Suppl 1:S5–17.CrossRefPubMed Norstrom T, Skog OJ. Alcohol and mortality: methodological and analytical issues in aggregate analyses. Addiction. 2001;96 Suppl 1:S5–17.CrossRefPubMed
3.
go back to reference Norstrom T, Ramstedt M. Mortality and population drinking: a review of the literature. Drug Alcohol Rev. 2005;24:537–47.CrossRefPubMed Norstrom T, Ramstedt M. Mortality and population drinking: a review of the literature. Drug Alcohol Rev. 2005;24:537–47.CrossRefPubMed
5.
go back to reference Engdahl B, Ramstedt M. Is the population level link between drinking and harm similar for women and men?–a time series analysis with focus on gender-specific drinking and alcohol-related hospitalizations in Sweden. Eur J Public Health. 2011;21:432–7.CrossRefPubMed Engdahl B, Ramstedt M. Is the population level link between drinking and harm similar for women and men?–a time series analysis with focus on gender-specific drinking and alcohol-related hospitalizations in Sweden. Eur J Public Health. 2011;21:432–7.CrossRefPubMed
6.
go back to reference Rehm J, Scafato E. Indicators of alcohol consumption and attributable harm for monitoring and surveillance in European Union countries. Addiction. 2011;106 Suppl 1:4–10.CrossRefPubMed Rehm J, Scafato E. Indicators of alcohol consumption and attributable harm for monitoring and surveillance in European Union countries. Addiction. 2011;106 Suppl 1:4–10.CrossRefPubMed
7.
go back to reference Gmel G, Rehm J. Measuring alcohol consumption. Contemporary Drug Problems. 2004;31:467–540. Gmel G, Rehm J. Measuring alcohol consumption. Contemporary Drug Problems. 2004;31:467–540.
8.
go back to reference Rehm J, Klotsche J, Patra J. Comparative quantification of alcohol exposure as risk factor for global burden of disease. Int J Methods Psychiatr Res. 2007;16:66–76.CrossRefPubMed Rehm J, Klotsche J, Patra J. Comparative quantification of alcohol exposure as risk factor for global burden of disease. Int J Methods Psychiatr Res. 2007;16:66–76.CrossRefPubMed
9.
go back to reference Ramstedt M. How much alcohol do you buy? A comparison of self-reported alcohol purchases with actual sales. Addiction. 2010;105:649–54.CrossRefPubMed Ramstedt M. How much alcohol do you buy? A comparison of self-reported alcohol purchases with actual sales. Addiction. 2010;105:649–54.CrossRefPubMed
10.
go back to reference Robinson M, Thorpe R, Beeston C, McCartney G. A review of the validity and reliability of alcohol retail sales data for monitoring population levels of alcohol consumption: a Scottish perspective. Alcohol Alcohol. 2013;48:231–40.CrossRefPubMed Robinson M, Thorpe R, Beeston C, McCartney G. A review of the validity and reliability of alcohol retail sales data for monitoring population levels of alcohol consumption: a Scottish perspective. Alcohol Alcohol. 2013;48:231–40.CrossRefPubMed
11.
go back to reference Henderson A, Robinson M, McAdams R, McCartney G, Beeston C. Tracking biases: an update to the validity and reliability of alcohol retail sales data for estimating population consumption in Scotland. Alcohol Alcohol. 2016;51:363-6. Henderson A, Robinson M, McAdams R, McCartney G, Beeston C. Tracking biases: an update to the validity and reliability of alcohol retail sales data for estimating population consumption in Scotland. Alcohol Alcohol. 2016;51:363-6.
12.
go back to reference Smith PF, Remington PL, Williamson DF, Anda RF. A comparison of alcohol sales data with survey data on self-reported alcohol use in 21 states. Am J Public Health. 1990;80:309–12.CrossRefPubMedPubMedCentral Smith PF, Remington PL, Williamson DF, Anda RF. A comparison of alcohol sales data with survey data on self-reported alcohol use in 21 states. Am J Public Health. 1990;80:309–12.CrossRefPubMedPubMedCentral
14.
go back to reference Meier PS, Meng Y, Holmes J, Baumberg B, Purshouse R, Hill-McManus D, et al. Adjusting for unrecorded consumption in survey and per capita sales data: quantification of impact on gender- and age-specific alcohol-attributable fractions for oral and pharyngeal cancers in Great Britain. Alcohol Alcohol. 2013;48:241–9.CrossRefPubMed Meier PS, Meng Y, Holmes J, Baumberg B, Purshouse R, Hill-McManus D, et al. Adjusting for unrecorded consumption in survey and per capita sales data: quantification of impact on gender- and age-specific alcohol-attributable fractions for oral and pharyngeal cancers in Great Britain. Alcohol Alcohol. 2013;48:241–9.CrossRefPubMed
16.
go back to reference Knibbe RA, Bloomfield K. Alcohol consumption estimates in surveys in Europe: comparability and sensitivity for gender differences. Subst Abus. 2001;22:23–38.PubMed Knibbe RA, Bloomfield K. Alcohol consumption estimates in surveys in Europe: comparability and sensitivity for gender differences. Subst Abus. 2001;22:23–38.PubMed
17.
go back to reference Stockwell T, Donath S, Cooper-Stanbury M, Chikritzhs T, Catalano P, Mateo C. Under-reporting of alcohol consumption in household surveys: a comparison of quantity-frequency, graduated-frequency and recent recall. Addiction. 2004;99:1024–33.CrossRefPubMed Stockwell T, Donath S, Cooper-Stanbury M, Chikritzhs T, Catalano P, Mateo C. Under-reporting of alcohol consumption in household surveys: a comparison of quantity-frequency, graduated-frequency and recent recall. Addiction. 2004;99:1024–33.CrossRefPubMed
18.
go back to reference Boniface S, Shelton N. How is alcohol consumption affected if we account for under-reporting? A hypothetical scenario. Eur J Public Health. 2013;23:1076–81.CrossRefPubMed Boniface S, Shelton N. How is alcohol consumption affected if we account for under-reporting? A hypothetical scenario. Eur J Public Health. 2013;23:1076–81.CrossRefPubMed
19.
go back to reference Rehm J, Kehoe T, Gmel G, Stinson F, Grant B, Gmel G. Statistical modeling of volume of alcohol exposure for epidemiological studies of population health: the US example. Popul Health Metr. 2010;8:3.CrossRefPubMedPubMedCentral Rehm J, Kehoe T, Gmel G, Stinson F, Grant B, Gmel G. Statistical modeling of volume of alcohol exposure for epidemiological studies of population health: the US example. Popul Health Metr. 2010;8:3.CrossRefPubMedPubMedCentral
20.
go back to reference Norstrom T. Estimating changes in unrecorded alcohol consumption in Norway using indicators of harm. Addiction. 1998;93:1531–8.CrossRefPubMed Norstrom T. Estimating changes in unrecorded alcohol consumption in Norway using indicators of harm. Addiction. 1998;93:1531–8.CrossRefPubMed
21.
go back to reference Trolldal B. Alcohol sales figures in 15 European countries: corrected for consumption abroad and tax-free purchases. Nordic Studies on Alcohol. 2001;18:71–81. Trolldal B. Alcohol sales figures in 15 European countries: corrected for consumption abroad and tax-free purchases. Nordic Studies on Alcohol. 2001;18:71–81.
25.
go back to reference Dawson DA. Methodological issues in measuring alcohol use. Alcohol Res Health. 2003;27:18–29.PubMed Dawson DA. Methodological issues in measuring alcohol use. Alcohol Res Health. 2003;27:18–29.PubMed
26.
go back to reference Rodríguez-Martos A, Gual A, Llopis J. [The “standard drink unit” as a simplified record of alcoholic drink consumption and its measurement in Spain]. Med Clin (Barc). 1999;112:446–50. The “standard drink unit” as a simplified record of alcoholic drink consumption and its measurement in Spain. Rodríguez-Martos A, Gual A, Llopis J. [The “standard drink unit” as a simplified record of alcoholic drink consumption and its measurement in Spain]. Med Clin (Barc). 1999;112:446–50. The “standard drink unit” as a simplified record of alcoholic drink consumption and its measurement in Spain.
31.
go back to reference Greenfield TK, Kerr WC. Tracking alcohol consumption over time. Alcohol Res Health. 2003;27:30–8.PubMed Greenfield TK, Kerr WC. Tracking alcohol consumption over time. Alcohol Res Health. 2003;27:30–8.PubMed
32.
go back to reference Gual A, Colom J. Why has alcohol consumption declined in countries of southern Europe? Addiction. 1997;92 Suppl 1:S21–31.CrossRefPubMed Gual A, Colom J. Why has alcohol consumption declined in countries of southern Europe? Addiction. 1997;92 Suppl 1:S21–31.CrossRefPubMed
33.
go back to reference Matrai S, Casajuana C, Allamani A, Baccini M, Pepe P, Massini G, et al. The relationships between the impact of alcoholic beverage control policies, selected contextual determinants, and alcohol drinking in Spain. Subst Use Misuse. 2014;49:1665–83.CrossRefPubMed Matrai S, Casajuana C, Allamani A, Baccini M, Pepe P, Massini G, et al. The relationships between the impact of alcoholic beverage control policies, selected contextual determinants, and alcohol drinking in Spain. Subst Use Misuse. 2014;49:1665–83.CrossRefPubMed
34.
go back to reference Villalbí JR, Bosque-Prous M, Gili-Miner M, Espelt A, Brugal MT. [Policies to prevent the harm caused by alcohol]. Rev Esp Salud Publica. 2014;88:515–28.CrossRefPubMed Villalbí JR, Bosque-Prous M, Gili-Miner M, Espelt A, Brugal MT. [Policies to prevent the harm caused by alcohol]. Rev Esp Salud Publica. 2014;88:515–28.CrossRefPubMed
35.
go back to reference Sordo L, Indave BI, Vallejo F, Belza MJ, Sanz-Barbero B, Rosales-Statkus M, et al. Effect of country-of-origin contextual factors and length of stay on immigrants’ substance use in Spain. Eur J Public Health. 2015;25:930–6.CrossRefPubMed Sordo L, Indave BI, Vallejo F, Belza MJ, Sanz-Barbero B, Rosales-Statkus M, et al. Effect of country-of-origin contextual factors and length of stay on immigrants’ substance use in Spain. Eur J Public Health. 2015;25:930–6.CrossRefPubMed
36.
go back to reference Anderson P, Møller L, Galea G. Alcohol in the European Union Consumption, harm and policy approaches. Copenhagen: World Health Organization Regional Office for Europe; 2012. Anderson P, Møller L, Galea G. Alcohol in the European Union Consumption, harm and policy approaches. Copenhagen: World Health Organization Regional Office for Europe; 2012.
37.
go back to reference Rabinovich L, Hunt P, Staetsky L, Goshev S, Nolte L, Pedersen J, Tiefensee C. Further study on the affordability of alcoholic beverages in the EU. A focus on excise duty pass-through, on- and off-trade sales, price promotions and pricing regulations. Arlington, VA:RAND Corporation; 2012. http://www.rand.org/pubs/technical_reports/TR1203.html. Accessed 11 Dec 2015. Rabinovich L, Hunt P, Staetsky L, Goshev S, Nolte L, Pedersen J, Tiefensee C. Further study on the affordability of alcoholic beverages in the EU. A focus on excise duty pass-through, on- and off-trade sales, price promotions and pricing regulations. Arlington, VA:RAND Corporation; 2012. http://​www.​rand.​org/​pubs/​technical_​reports/​TR1203.​html. Accessed 11 Dec 2015.
38.
go back to reference Colell E, Sanchez-Niubo A, Delclos GL, Benavides FG, Domingo-Salvany A. Economic crisis and changes in drug use in the Spanish economically active population. Addiction. 2015;110:1129–37.CrossRefPubMed Colell E, Sanchez-Niubo A, Delclos GL, Benavides FG, Domingo-Salvany A. Economic crisis and changes in drug use in the Spanish economically active population. Addiction. 2015;110:1129–37.CrossRefPubMed
42.
go back to reference Midanik L. The validity of self-reported alcohol consumption and alcohol problems: a literature review. Br J Addict. 1982;77:357–82.CrossRefPubMed Midanik L. The validity of self-reported alcohol consumption and alcohol problems: a literature review. Br J Addict. 1982;77:357–82.CrossRefPubMed
43.
go back to reference Nelson DE, Naimi TS, Brewer RD, Roeber J. US state alcohol sales compared to survey data, 1993–2006. Addiction. 2010;105:1589–96.CrossRefPubMed Nelson DE, Naimi TS, Brewer RD, Roeber J. US state alcohol sales compared to survey data, 1993–2006. Addiction. 2010;105:1589–96.CrossRefPubMed
44.
go back to reference Livingston M, Callinan S. Underreporting in alcohol surveys: whose drinking is underestimated? J Stud Alcohol Drugs. 2015;76:158–64.CrossRefPubMed Livingston M, Callinan S. Underreporting in alcohol surveys: whose drinking is underestimated? J Stud Alcohol Drugs. 2015;76:158–64.CrossRefPubMed
45.
go back to reference Northcote J, Livingston M. Accuracy of self-reported drinking: observational verification of ‘last occasion’ drink estimates of young adults. Alcohol Alcohol. 2011;46:709–13.CrossRefPubMed Northcote J, Livingston M. Accuracy of self-reported drinking: observational verification of ‘last occasion’ drink estimates of young adults. Alcohol Alcohol. 2011;46:709–13.CrossRefPubMed
46.
go back to reference Boniface S, Kneale J, Shelton N. Drinking pattern is more strongly associated with under-reporting of alcohol consumption than socio-demographic factors: evidence from a mixed-methods study. BMC Public Health. 2014;14:1297.CrossRefPubMedPubMedCentral Boniface S, Kneale J, Shelton N. Drinking pattern is more strongly associated with under-reporting of alcohol consumption than socio-demographic factors: evidence from a mixed-methods study. BMC Public Health. 2014;14:1297.CrossRefPubMedPubMedCentral
47.
go back to reference Garnett C, Crane D, West R, Michie S, Brown J, Winstock A. Normative misperceptions about alcohol use in the general population of drinkers: a cross-sectional survey. Addict Behav. 2015;42:203–6.CrossRefPubMedPubMedCentral Garnett C, Crane D, West R, Michie S, Brown J, Winstock A. Normative misperceptions about alcohol use in the general population of drinkers: a cross-sectional survey. Addict Behav. 2015;42:203–6.CrossRefPubMedPubMedCentral
48.
go back to reference Makela P, Huhtanen P. The effect of survey sampling frame on coverage: the level of and changes in alcohol-related mortality in Finland as a test case. Addiction. 2010;105:1935–41.CrossRefPubMedPubMedCentral Makela P, Huhtanen P. The effect of survey sampling frame on coverage: the level of and changes in alcohol-related mortality in Finland as a test case. Addiction. 2010;105:1935–41.CrossRefPubMedPubMedCentral
49.
go back to reference Gorman E, Leyland AH, McCartney G, White IR, Katikireddi SV, Rutherford L, et al. Assessing the representativeness of population-sampled health surveys through linkage to administrative data on alcohol-related outcomes. Am J Epidemiol. 2014;180:941–8.CrossRefPubMedPubMedCentral Gorman E, Leyland AH, McCartney G, White IR, Katikireddi SV, Rutherford L, et al. Assessing the representativeness of population-sampled health surveys through linkage to administrative data on alcohol-related outcomes. Am J Epidemiol. 2014;180:941–8.CrossRefPubMedPubMedCentral
50.
go back to reference White AM, Kraus CL, McCracken LA, Swartzwelder HS. Do college students drink more than they think? Use of a free-pour paradigm to determine how college students define standard drinks. Alcohol Clin Exp Res. 2003;27:1750–6.CrossRefPubMed White AM, Kraus CL, McCracken LA, Swartzwelder HS. Do college students drink more than they think? Use of a free-pour paradigm to determine how college students define standard drinks. Alcohol Clin Exp Res. 2003;27:1750–6.CrossRefPubMed
51.
go back to reference Gill JS, Donaghy M. Variation in the alcohol content of a ‘drink’ of wine and spirit poured by a sample of the Scottish population. Health Educ Res. 2004;19:485–91.CrossRefPubMed Gill JS, Donaghy M. Variation in the alcohol content of a ‘drink’ of wine and spirit poured by a sample of the Scottish population. Health Educ Res. 2004;19:485–91.CrossRefPubMed
52.
go back to reference Kerr WC, Patterson D, Koenen MA, Greenfield TK. Alcohol content variation of bar and restaurant drinks in Northern California. Alcohol Clin Exp Res. 2008;32:1623–9.CrossRefPubMedPubMedCentral Kerr WC, Patterson D, Koenen MA, Greenfield TK. Alcohol content variation of bar and restaurant drinks in Northern California. Alcohol Clin Exp Res. 2008;32:1623–9.CrossRefPubMedPubMedCentral
53.
go back to reference Devos-Comby L, Lange JE. “My drink is larger than yours”? A literature review of self-defined drink sizes and standard drinks. Curr Drug Abuse Rev. 2008;1:162–76.CrossRefPubMed Devos-Comby L, Lange JE. “My drink is larger than yours”? A literature review of self-defined drink sizes and standard drinks. Curr Drug Abuse Rev. 2008;1:162–76.CrossRefPubMed
54.
go back to reference Boniface S, Kneale J, Shelton N. Actual and perceived units of alcohol in a self-defined “usual glass” of alcoholic drinks in England. Alcohol Clin Exp Res. 2013;37:978–83.CrossRefPubMed Boniface S, Kneale J, Shelton N. Actual and perceived units of alcohol in a self-defined “usual glass” of alcoholic drinks in England. Alcohol Clin Exp Res. 2013;37:978–83.CrossRefPubMed
55.
go back to reference Metzner C, Kraus L. The impact of alcopops on adolescent drinking: a literature review. Alcohol Alcohol. 2008;43:230–9.CrossRefPubMed Metzner C, Kraus L. The impact of alcopops on adolescent drinking: a literature review. Alcohol Alcohol. 2008;43:230–9.CrossRefPubMed
56.
go back to reference Mart SM. Alcohol marketing in the 21st century: new methods, old problems. Subst Use Misuse. 2011;46:889–92.CrossRefPubMed Mart SM. Alcohol marketing in the 21st century: new methods, old problems. Subst Use Misuse. 2011;46:889–92.CrossRefPubMed
57.
go back to reference Fierro I, Ochoa R, Yánez JL, Valderrama JC, Alvarez FJ. [Alcohol-related mortality and premature death in Spain between 1999 and 2004]. Med Clin (Barc). 2008;131:10–3. Alcohol-related mortality and premature death in Spain between 1999 and 2004.CrossRef Fierro I, Ochoa R, Yánez JL, Valderrama JC, Alvarez FJ. [Alcohol-related mortality and premature death in Spain between 1999 and 2004]. Med Clin (Barc). 2008;131:10–3. Alcohol-related mortality and premature death in Spain between 1999 and 2004.CrossRef
58.
go back to reference Regidor E, Gutiérrez-Fisac JL, de los Santos I, Fernández E. Trends in principal cancer risk factors in Spain. Ann Oncol. 2010;21 Suppl 3:iii37–42.PubMed Regidor E, Gutiérrez-Fisac JL, de los Santos I, Fernández E. Trends in principal cancer risk factors in Spain. Ann Oncol. 2010;21 Suppl 3:iii37–42.PubMed
59.
go back to reference Valencia-Martín JL, Galán I, Rodríguez-Artalejo F. Binge drinking in Madrid, Spain. Alcohol Clin Exp Res. 2007;31:1723–30.CrossRefPubMed Valencia-Martín JL, Galán I, Rodríguez-Artalejo F. Binge drinking in Madrid, Spain. Alcohol Clin Exp Res. 2007;31:1723–30.CrossRefPubMed
60.
go back to reference Soler-Vila H, Galán I, Valencia-Martín JL, León-Muñoz LM, Guallar-Castillón P, Rodríguez-Artalejo F. Binge drinking in Spain, 2008–2010. Alcohol Clin Exp Res. 2014;38:810–9.CrossRefPubMed Soler-Vila H, Galán I, Valencia-Martín JL, León-Muñoz LM, Guallar-Castillón P, Rodríguez-Artalejo F. Binge drinking in Spain, 2008–2010. Alcohol Clin Exp Res. 2014;38:810–9.CrossRefPubMed
62.
go back to reference Leifman H. Estimations of unrecorded alcohol consumption levels and trends in 14 European countries. Nordic Studies on Alcohol. 2001;18:54–70. Leifman H. Estimations of unrecorded alcohol consumption levels and trends in 14 European countries. Nordic Studies on Alcohol. 2001;18:54–70.
63.
go back to reference Kerr WC, Greenfield TK, Tujague J. Estimates of the mean alcohol concentration of the spirits, wine, and beer sold in the United States and per capita consumption: 1950 to 2002. Alcohol Clin Exp Res. 2006;30:1583–91.CrossRefPubMed Kerr WC, Greenfield TK, Tujague J. Estimates of the mean alcohol concentration of the spirits, wine, and beer sold in the United States and per capita consumption: 1950 to 2002. Alcohol Clin Exp Res. 2006;30:1583–91.CrossRefPubMed
64.
go back to reference Kerr WC, Greenfield TK, Tujague J, Brown SE. The alcohol content of wine consumed in the US and per capita consumption: new estimates reveal different trends. Alcohol Clin Exp Res. 2006;30:516–22.CrossRefPubMed Kerr WC, Greenfield TK, Tujague J, Brown SE. The alcohol content of wine consumed in the US and per capita consumption: new estimates reveal different trends. Alcohol Clin Exp Res. 2006;30:516–22.CrossRefPubMed
65.
go back to reference Chikritzhs TN, Allsop SJ, Moodie AR, Hall WD. Per capita alcohol consumption in Australia: will the real trend please step forward? Med J Aust. 2010;193:594–7.PubMed Chikritzhs TN, Allsop SJ, Moodie AR, Hall WD. Per capita alcohol consumption in Australia: will the real trend please step forward? Med J Aust. 2010;193:594–7.PubMed
Metadata
Title
Estimating average alcohol consumption in the population using multiple sources: the case of Spain
Authors
Luis Sordo
Gregorio Barrio
María J. Bravo
Joan R. Villalbí
Albert Espelt
Montserrat Neira
Enrique Regidor
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Population Health Metrics / Issue 1/2016
Electronic ISSN: 1478-7954
DOI
https://doi.org/10.1186/s12963-016-0090-4

Other articles of this Issue 1/2016

Population Health Metrics 1/2016 Go to the issue