Skip to main content
Top
Published in: Human Resources for Health 1/2021

Open Access 01-12-2021 | Care | Research

Brazil’s more doctors programme and infant health outcomes: a longitudinal analysis

Authors: Charlotte Bexson, Christopher Millett, Leonor Maria Pacheco Santos, Ricardo de Sousa Soares, Felipe Proenço de Oliveira, Thomas Hone

Published in: Human Resources for Health | Issue 1/2021

Login to get access

Abstract

Background

Providing sufficient numbers of human resources for health is essential for effective and accessible health services. Between 2013 and 2018, the Brazilian Ministry of Health implemented the Programa Mais Médicos (PMM) (More Doctors Programme) to increase the supply of primary care doctors in underserved areas of the country. This study investigated the association between PMM and infant health outcomes and assessed if heterogeneity in the impact of PMM varied by municipal socio-economic factors and health indicators.

Methods

An ecological longitudinal (panel) study design was employed to analyse data from 5565 Brazilian municipalities over a 12-year period between 2007 and 2018. A differences-in-differences approach was implemented using longitudinal fixed effect regression models to compare infant health outcomes in municipalities receiving a PMM doctor with those that did not receive a PMM doctor. The impact of PMM was assessed on aggregate and in municipality subgroups.

Results

On aggregate, the PMM was not significantly associated with changes in infant or neonatal mortality, but the PMM was associated with reductions in infant mortality rate (IMR) (of − 0.21; 95% CI: − 0.38, − 0.03) in municipalities with highest IMR prior to the programme’s implementation (where (IMR) > 25.2 infant deaths per 1000 live births). The PMM was also associated with an increase in the proportion of expectant mothers receiving seven or more prenatal care visits but only in municipalities with a lower IMR at baseline and high density of non-PMM doctors and community health workers before the PMM.

Conclusions

The PMM was associated with reduced infant mortality in municipalities with the highest infant mortality rate prior to the programme. This suggests effectiveness of the PMM was limited only to the areas of greatest need. New programmes to improve the equitable provision of human resources for health should employ comprehensive targeting approaches balancing health needs and socio-economic factors to maximize effectiveness.
Appendix
Available only for authorised users
Literature
1.
go back to reference Campbell J, Buchan J, Cometto G, David B, Dussault G, Fogstad H, Fronteira I, Lozano R, Nyonator F, Pablos-Méndez A. Human resources for health and universal health coverage: fostering equity and effective coverage. Bull World Health Organ. 2013;91(11):853–63.CrossRef Campbell J, Buchan J, Cometto G, David B, Dussault G, Fogstad H, Fronteira I, Lozano R, Nyonator F, Pablos-Méndez A. Human resources for health and universal health coverage: fostering equity and effective coverage. Bull World Health Organ. 2013;91(11):853–63.CrossRef
3.
go back to reference World Health Organization. Health workforce requirements for universal health coverage and the sustainable development goals: Background paper No.1 to the Global Strategy of Human Resources for Health. Geneva: World Health Organisation (WHO); 2016. World Health Organization. Health workforce requirements for universal health coverage and the sustainable development goals: Background paper No.1 to the Global Strategy of Human Resources for Health. Geneva: World Health Organisation (WHO); 2016.
4.
go back to reference Lozano R, Fullman N, Abate D, Abay SM, Abbafati C, Abbasi N, et al. Measuring progress from 1990 to 2017 and projecting attainment to 2030 of the health-related Sustainable Development Goals for 195 countries and territories: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392(10159):2091–138.CrossRef Lozano R, Fullman N, Abate D, Abay SM, Abbafati C, Abbasi N, et al. Measuring progress from 1990 to 2017 and projecting attainment to 2030 of the health-related Sustainable Development Goals for 195 countries and territories: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392(10159):2091–138.CrossRef
6.
go back to reference Macinko J, de Souza Mde F, Guanais FC, da Simoes CC. Going to scale with community-based primary care: an analysis of the family health program and infant mortality in Brazil, 1999–2004. Soc Sci Med. 2007;65(10):2070–80.CrossRef Macinko J, de Souza Mde F, Guanais FC, da Simoes CC. Going to scale with community-based primary care: an analysis of the family health program and infant mortality in Brazil, 1999–2004. Soc Sci Med. 2007;65(10):2070–80.CrossRef
7.
go back to reference Macinko J, Harris MJ. Brazil’s family health strategy — delivering community-based primary care in a universal health system. N Engl J Med. 2015;372(23):2177–81.CrossRef Macinko J, Harris MJ. Brazil’s family health strategy — delivering community-based primary care in a universal health system. N Engl J Med. 2015;372(23):2177–81.CrossRef
8.
go back to reference Hone T, Rasella D, Barreto ML, Majeed A, Millett C. Association between expansion of primary healthcare and racial inequalities in mortality amenable to primary care in Brazil: a national longitudinal analysis. PLoS Med. 2017;14(5):e1002306.CrossRef Hone T, Rasella D, Barreto ML, Majeed A, Millett C. Association between expansion of primary healthcare and racial inequalities in mortality amenable to primary care in Brazil: a national longitudinal analysis. PLoS Med. 2017;14(5):e1002306.CrossRef
9.
go back to reference Aquino R, de Oliveira NF, Barreto ML. Impact of the Family Health Program on infant mortality in Brazilian municipalities. Am J Public Health. 2009;99(1):87–93.CrossRef Aquino R, de Oliveira NF, Barreto ML. Impact of the Family Health Program on infant mortality in Brazilian municipalities. Am J Public Health. 2009;99(1):87–93.CrossRef
10.
go back to reference Russo LX, Scott A, Sivey P, Dias J. Primary care physicians and infant mortality: Evidence from Brazil. PLOS ONE. 2019;14(5):e0217614.CrossRef Russo LX, Scott A, Sivey P, Dias J. Primary care physicians and infant mortality: Evidence from Brazil. PLOS ONE. 2019;14(5):e0217614.CrossRef
11.
go back to reference Santos LMP, Oliveira A, Trindade JS, Barreto IC, Palmeira PA, Comes Y, Santos FO, Santos W, Oliveira JPA, Pessoa VM. Implementation research: towards universal health coverage with more doctors in Brazil. Bull World Health Organ. 2017;95(2):103–12.CrossRef Santos LMP, Oliveira A, Trindade JS, Barreto IC, Palmeira PA, Comes Y, Santos FO, Santos W, Oliveira JPA, Pessoa VM. Implementation research: towards universal health coverage with more doctors in Brazil. Bull World Health Organ. 2017;95(2):103–12.CrossRef
12.
go back to reference Pereira L, Santos L, Santos W, Oliveira A, Rattner D. Mais Médicos program: provision of medical doctors in rural, remote and socially vulnerable areas of Brazil, 2013–2014. Rural Remote Health. 2016;16(1):3616.PubMed Pereira L, Santos L, Santos W, Oliveira A, Rattner D. Mais Médicos program: provision of medical doctors in rural, remote and socially vulnerable areas of Brazil, 2013–2014. Rural Remote Health. 2016;16(1):3616.PubMed
13.
go back to reference Maffioli EM, Hernandes Rocha TA, Vivas G, Rosales C, Staton C, Nickenig Vissoci JR. Addressing inequalities in medical workforce distribution: evidence from a quasi-experimental study in Brazil. BMJ Glob Health. 2019;4(6):e001827.CrossRef Maffioli EM, Hernandes Rocha TA, Vivas G, Rosales C, Staton C, Nickenig Vissoci JR. Addressing inequalities in medical workforce distribution: evidence from a quasi-experimental study in Brazil. BMJ Glob Health. 2019;4(6):e001827.CrossRef
14.
go back to reference Hone T, Powell-Jackson T, Santos LMP, de Sousa SR, de Oliveira FP, Sanchez MN, et al. Impact of the Programa Mais médicos (more doctors Programme) on primary care doctor supply and amenable mortality: quasi-experimental study of 5565 Brazilian municipalities. BMC Health Serv Res. 2020;20(1):1–11.CrossRef Hone T, Powell-Jackson T, Santos LMP, de Sousa SR, de Oliveira FP, Sanchez MN, et al. Impact of the Programa Mais médicos (more doctors Programme) on primary care doctor supply and amenable mortality: quasi-experimental study of 5565 Brazilian municipalities. BMC Health Serv Res. 2020;20(1):1–11.CrossRef
15.
go back to reference Özçelik EA, Massuda A, McConnell M, Castro MC. Assessing the performance of beneficiary targeting in Brazil’s More Doctors Programme. Health Policy Plan. 2021;36(2):149–61.CrossRef Özçelik EA, Massuda A, McConnell M, Castro MC. Assessing the performance of beneficiary targeting in Brazil’s More Doctors Programme. Health Policy Plan. 2021;36(2):149–61.CrossRef
16.
go back to reference Comes Y, Trindade S, Pessoa VM, Barreto IC, Shimizu HE, Dewes D, et al. The implementation of the mais médicos (More doctors) program and comprehensiveness of care in the family health strategy. Ciencia e Saude Coletiva. 2016;21(9):2729–38.CrossRef Comes Y, Trindade S, Pessoa VM, Barreto IC, Shimizu HE, Dewes D, et al. The implementation of the mais médicos (More doctors) program and comprehensiveness of care in the family health strategy. Ciencia e Saude Coletiva. 2016;21(9):2729–38.CrossRef
17.
go back to reference Mattos E, Mazetto D. Assessing the impact of more doctors’ program on healthcare indicators in Brazil. World Dev. 2019;123:104617.CrossRef Mattos E, Mazetto D. Assessing the impact of more doctors’ program on healthcare indicators in Brazil. World Dev. 2019;123:104617.CrossRef
18.
go back to reference Carrillo B, Feres J. Provider supply, utilization, and infant health: Evidence from a physician distribution policy. Am Econ J Econ Pol. 2019;11(3):156–96.CrossRef Carrillo B, Feres J. Provider supply, utilization, and infant health: Evidence from a physician distribution policy. Am Econ J Econ Pol. 2019;11(3):156–96.CrossRef
19.
go back to reference dos Santos J, dos Santos H, Dias C, Filho A. Assessing the impact of a doctor in remote areas of Brazil. Int J Public Health. 2020;65(3):267–72.CrossRef dos Santos J, dos Santos H, Dias C, Filho A. Assessing the impact of a doctor in remote areas of Brazil. Int J Public Health. 2020;65(3):267–72.CrossRef
20.
go back to reference Austin PC, Stuart EA. Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies. Stat Med. 2015;34(28):3661–79.CrossRef Austin PC, Stuart EA. Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies. Stat Med. 2015;34(28):3661–79.CrossRef
21.
go back to reference Hone T, Saraceni V, Coeli CM, Trajman A, Rasella D, Millett C, et al. Primary healthcare expansion and mortality in Brazil’s urban poor: A cohort analysis of 1.2 million adults. PLoS Med. 2020;17(10):e1003357.CrossRef Hone T, Saraceni V, Coeli CM, Trajman A, Rasella D, Millett C, et al. Primary healthcare expansion and mortality in Brazil’s urban poor: A cohort analysis of 1.2 million adults. PLoS Med. 2020;17(10):e1003357.CrossRef
22.
go back to reference Rasella D, Aquino R, Barreto ML. Impact of the Family Health Program on the quality of vital information and reduction of child unattended deaths in Brazil: an ecological longitudinal study. BMC Public Health. 2010;10(1):1–8.CrossRef Rasella D, Aquino R, Barreto ML. Impact of the Family Health Program on the quality of vital information and reduction of child unattended deaths in Brazil: an ecological longitudinal study. BMC Public Health. 2010;10(1):1–8.CrossRef
Metadata
Title
Brazil’s more doctors programme and infant health outcomes: a longitudinal analysis
Authors
Charlotte Bexson
Christopher Millett
Leonor Maria Pacheco Santos
Ricardo de Sousa Soares
Felipe Proenço de Oliveira
Thomas Hone
Publication date
01-12-2021
Publisher
BioMed Central
Published in
Human Resources for Health / Issue 1/2021
Electronic ISSN: 1478-4491
DOI
https://doi.org/10.1186/s12960-021-00639-3

Other articles of this Issue 1/2021

Human Resources for Health 1/2021 Go to the issue