Beyond headcounts: a new risk-weighted model to qualify work in Primary Health Care – A computational simulation study

Authors

DOI:

https://doi.org/10.33448/rsd-v14i10.49656

Keywords:

Community Health Workers, Primary Health Care, Risk Stratification, Workload, Health Equity.

Abstract

The dimensioning of the Community Health Agent's (CHA) territory, based on a quantitative ceiling, generates overload and inequities by ignoring the complexity of different social and health realities. This article proposes and evaluates the ÍCARO (Operational Risk-Load Index), an innovative theoretical model aimed at replacing headcounts with a metric of actual workload. Through a theoretical essay with computational simulation, two calibrations of the model (ÍCARO-1 and ÍCARO-2) were tested, both integrated with the Coelho & Savassi family risk classification and set to a 750-point target. A total of 10,000 micro-areas with demographic profiles from Porto Velho-RO (IBGE) were simulated, revealing that a CHA's coverage capacity can vary drastically from 455 to 964 people to maintain an equitable workload. It is concluded that the ÍCARO model is not just a fairer alternative, but a strategic management tool that allows managers to make evidence-based decisions, qualify the work in Primary Health Care, and effectively operationalize the principle of equity.

References

Anand, S., & Bärnighausen, T. (2004). Human resources and health outcomes: cross-country econometric study. The Lancet, 364(9445), 1603–1609.

Buss, P. M., & Pellegrini Filho, A. (2007). A saúde e seus determinantes sociais. Physis: Revista de Saúde Coletiva, 17(1), 77–93.

Coelho, F. L. G., & Savassi, L. C. M. (2004). Aplicação de escala de risco familiar como instrumento de priorização das visitas domiciliares. Revista Brasileira de Medicina de Família e Comunidade, 1(2), 19–25.

Conselho Nacional de Saúde (CNS). (2016). Resolução nº 510, de 7 de abril de 2016. Diário Oficial da União.

Dyrbye, L. N., Shanafelt, T. D., Sinsky, C. A., Cipriano, P. F., Bhatt, J., Ommaya, A., West, C. P., & Meyers, D. (2017). Burnout Among Health Care Professionals: A Call to Explore and Address This Underrecognized Threat to Safe, High-Quality Care. NAM Perspectives. National Academy of Medicine.

Giugliani, C., Harzheim, E., Duncan, M. S., & Duncan, B. B. (2015). Community health workers in Brazil: strengthening primary care. The Lancet, 385(9962), 23–25.

Instituto Brasileiro de Geografia e Estatística (IBGE). (2023). Censo Demográfico 2022: Panorama para Porto Velho (RO). IBGE.

Kruk, M. E., Gage, A. D., Arsenault, C., Jordan, K., Leslie, H. H., Roder-DeWan, S., Adeyi, O., Barker, P., Daelmans, B., Doubova, S. V., English, M., El-Jardali, F., Guanais, F., Gureje, O., Hirschhorn, L. R., Lwanga, S. K., Atun, R., & Pate, M. A. (2018). High-quality health systems in the Sustainable Development Goals era: time for a revolution. The Lancet Global Health, 6(11), e1196–e1252.

Law, A. M. (2015). Simulation modeling and analysis (5th ed.). McGraw-Hill.

Levy, F. M., Matos, P. E. S., & Tomita, N. E. (2012). O Agente Comunitário de Saúde: o ser, o saber e o fazer. Ciência & Saúde Coletiva, 17(2), 11–23.

Marmot, M. (2015). The Health Gap: The Challenge of an Unequal World. Bloomsbury.

Maslach, C., & Leiter, M. P. (2016). Understanding the burnout experience: recent research and its implications for psychiatry. World Psychiatry, 15(2), 103–111.

Ministério da Saúde (Brasil). (1990). Lei nº 8.080, de 19 de setembro de 1990. Diário Oficial da União.

Ministério da Saúde (Brasil). (2017). Portaria de Consolidação nº 2, de 28 de setembro de 2017. Diário Oficial da União.

Pereira, A. S. et al. (2018). Metodologia da pesquisa científica. [free book]. Santa Maria. Editora da UFSM.

Perry, H. B., & Zulliger, R. (2012). How effective are community health workers? Johns Hopkins Bloomberg School of Public Health.

Rutter, C. M., Zaslavsky, A. M., & Hoch, D. B. (2009). A framework for advancing the science of simulation in health care. Medical Care, 47(3), 303–308.

Starfield, B. (2002). Atenção primária: equilíbrio entre necessidades de saúde, serviços e tecnologia. UNESCO, Ministério da Saúde.

Tjoa, A., Kapur, A., & van Olmen, J. (2021). Needs-based health workforce planning: review of the literature and steps for implementation. Human Resources for Health, 19(1), 10.

Wadge, H., Bhatti, Y., Carter, A., Harris, M., Parston, G., & Darzi, A. (2016). Brazil’s Family Health Strategy: a model of universal primary care. The BMJ, 355, i5727.

World Health Organization (WHO). (2018). Declaration of Astana. Global Conference on Primary Health Care. WHO.

Published

2025-10-09

Issue

Section

Health Sciences

How to Cite

Beyond headcounts: a new risk-weighted model to qualify work in Primary Health Care – A computational simulation study. Research, Society and Development, [S. l.], v. 14, n. 10, p. e39141049656, 2025. DOI: 10.33448/rsd-v14i10.49656. Disponível em: https://www.rsdjournal.org/rsd/article/view/49656. Acesso em: 9 dec. 2025.