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http://hdl.handle.net/10362/172959
Título: | The use of social simulation modelling to understand adherence to diabetic retinopathy screening programs |
Autor: | Pereira, Andreia Penso Macedo, João Afonso, Ana Laureano, Raul M. S. de Lima Neto, Fernando Buarque |
Palavras-chave: | Agent-based models Computational simulation Diabetic retinopathy Fuzzy logic Logistic regression Screening adherence rate General SDG 3 - Good Health and Well-being |
Data: | Dez-2024 |
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. |
Descrição: | Funding Information: This work is partially funded by national funds through the FCT—Fundação para a Ciência e Tecnologia, I.P., under the projects UID/GES/00315/2020 and UIDB/04466/2020, and by the Business Research Unit ISCTE under the project HOPE. We are grateful for the support of ISCTE ISTAR-IUL—Information Sciences, Technologies and Architecture Research Center. We are also grateful to the doctors of the Northern Region Health Administration who provided data, insight and expertise that greatly assisted this research. Publisher Copyright: © The Author(s) 2024. |
Peer review: | yes |
URI: | http://hdl.handle.net/10362/172959 |
DOI: | https://doi.org/10.1038/s41598-024-55517-4 |
ISSN: | 2045-2322 |
Aparece nas colecções: | Home collection (IHMT) |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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The_use_of_social_simulation_modelling_to_understand_adherence_to_diabetic_retinopathy_screening_programs.pdf | 3,46 MB | Adobe PDF | Ver/Abrir |
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