Utilize este identificador para referenciar este registo: http://hdl.handle.net/10071/31468
Autoria: Pereira, A. P.
Macedo, J.
Afonso, A.
Laureano, R. M. S.
Neto, F. B. de L.
Data: 2024
Título próprio: The use of social simulation modelling to understand adherence to diabetic retinopathy screening programs
Título da revista: Scientific Reports
Volume: 14
Número: 1
Referência bibliográfica: Pereira, A. P., Macedo, J., Afonso, A., Laureano, R. M. S., & Neto, F. B. de L. (2024). The use of social simulation modelling to understand adherence to diabetic retinopathy screening programs. Scientific Reports, 14(1), Article 4963. https://doi.org/10.1038/s41598-024-55517-4
ISSN: 2045-2322
DOI (Digital Object Identifier): 10.1038/s41598-024-55517-4
Palavras-chave: Computational simulation
Agent-based models
Logistic regression
Fuzzy logic
Diabetic retinopathy
Screening adherence rate
Resumo: The success of screening programs depends to a large extent on the adherence of the target population, so it is therefore of fundamental importance to develop computer simulation models that make it possible to understand the factors that correlate with this adherence, as well as to identify population groups with low adherence to define public health strategies that promote behavioral change. Our aim is to demonstrate that it is possible to simulate screening adherence behavior using computer simulations. Three versions of an agent-based model are presented using different methods to determine the agent’s individual decision to adhere to screening: (a) logistic regression; (b) fuzzy logic components and (c) a combination of the previous. All versions were based on real data from 271,867 calls for diabetic retinopathy screening. The results obtained are statistically very close to the real ones, which allows us to conclude that despite having a high degree of abstraction from the real data, the simulations are very valid and useful as a tool to support decisions in health planning, while evaluating multiple scenarios and accounting for emergent behavior.
Arbitragem científica: yes
Acesso: Acesso Aberto
Aparece nas coleções:BRU-RI - Artigos em revistas científicas internacionais com arbitragem científica
ISTAR-RI - Artigos em revistas científicas internacionais com arbitragem científica

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