Generating a Novel Artificial Intelligence-Based Decision-Making Model for Determining Priority Strategies for Improving Community Health
DOI:
https://doi.org/10.31181/jopi21202413Keywords:
Artificial intelligence, Spherical fuzzy sets, AHP, Public healthAbstract
Improving public health affects society in many ways. Improved public health can lead to a longer and healthier life. Policymakers cannot address all these criteria at the same time due to both time and budget constraints. Therefore, priority strategies need to be formulated by determining the importance weights of these criteria. Accordingly, the purpose of this study is to evaluate the significance of the strategies determined for the development of public health. For this purpose, analytic hierarchy process (AHP) method is considered to define the importance of the strategies. Within this scope, artificial intelligence methodology is integrated with the Spherical fuzzy sets. In this framework, the decision matrix of AHP is obtained by artificial intelligence system. Next, the steps of Spherical fuzzy sets are implemented. The main contribution of this manuscript is considering artificial intelligence methodology to create decision matrix. Hence, the weights of the experts can be computed based on their qualifications. By the help of this condition, it may be possible for the opinion of experts with better qualifications to be taken into consideration with a higher coefficient. This situation has a positive contribution to increase the accuracy of the findings. The findings indicate that accessibility is the most important strategy to improve public health. Similarly, vaccination and preventive services also play a significant role for this situation.
Downloads
References
Castiglia, P., & Dettori, M. (2022). of Special Issue “Strategies and Evidence in Health Communication: Evidence and Perspectives”. International Journal of Environmental Research and Public Health, 19(3), 1460. https://doi.org/10.3390/ijerph19031460
Skuban-Eiseler, T., Orzechowski, M., & Steger, F. (2023). Access to healthcare for disabled individuals: An analysis of judgments of the European Court of Human Rights from an ethical perspective. Frontiers in Public Health, 10, 1015401. https://doi.org/10.3389/fpubh.2022.1015401
Arnold, L., Kellermann, L., Fischer, F., Gepp, S., Hommes, F., Jung, L., Mohsenpour, A., Starke, D. & Stratil, J. M. (2022). What Factors Influence the Interest in Working in the Public Health Service in Germany? Part I of the OeGD-Studisurvey. International Journal of Environmental Research and Public Health, 19(18), 11838. https://doi.org/10.3390/ijerph191811838
Bowles, J., Clifford, D., & Mohan, J. (2023). The place of charity in a public health service: inequality and persistence in charitable support for NHS Trusts in England. Social Science & Medicine, 322, 115805. https://doi.org/10.1016/j.socscimed.2023.115805
Fitzpatrick, A. (2022). The impact of public health sector stockouts on private sector prices and access to healthcare: Evidence from the anti-malarial drug market. Journal of Health Economics, 81, 102544. https://doi.org/10.1016/j.jhealeco.2021.102544
Fu, L., Lindenmeyer, A., Phillimore, J., & Lessard-Phillips, L. (2022). Vulnerable migrants’ access to healthcare in the early stages of the COVID-19 pandemic in the UK. Public Health, 203, 36-42. https://doi.org/10.1016/j.puhe.2021.12.008
Tasci, Z., & Ahmed, R. (2023). Equitable access to healthcare: identifying barriers for refugee access to healthcare during the COVID-19 pandemic. Journal of Communication in Healthcare, 16(1), 58-61. https://doi.org/10.1080/17538068.2022.2144975
Gökalp, Y., Yüksel, S., Eti, S., & Dinçer, H. (2023). Bireylerin aşılanmaya teşvik edilmesi strateji geliştirme: Çok kriterli karar verme teknikleriyle yapılan analitik bir çalışma. Türkiye Klinikleri Sağlık Bilimleri Dergisi. https://doi.org/10.5336/healthsci.2022-91760
Taylor, R., Sullivan, D., Reeves, P., Kerr, N., Sawyer, A., Schwartzkoff, E., Bailey, A., Williams, C. & Hure, A. (2023). A Scoping Review of Economic Evaluations to Inform the Reorientation of Preventive Health Services in Australia. International Journal of Environmental Research and Public Health, 20(12), 6139. https://doi.org/10.3390/ijerph20126139
Rimoldi, S. M., & Terzera, L. (2022). The Utilisation of Preventive Health Services among Migrants in Italy. Journal of Immigrant & Refugee Studies, 1-16. https://doi.org/10.1080/15562948.2022.2077504
An, Q., & Zhang, L. (2022). Public Health Service and Migration Destinations among the Labor of Xinjiang Uygur Autonomous Region of China. Sustainability, 14(8), 4718. https://doi.org/10.3390/su14084718
Pangallo, M., Aleta, A., del Rio-Chanona, R. M., Pichler, A., Martín-Corral, D., Chinazzi, M., ... & Farmer, J. D. (2023). The unequal effects of the health–economy trade-off during the COVID-19 pandemic. Nature Human Behaviour, 1-12. https://doi.org/10.1038/s41562-023-01747.
Pippi, R., Vandoni, M., & Fanelli, C. G. (2023). Physical Activity and Nutrition Survey and Evaluation for Public Health. Nutrients, 15(19), 4139. https://doi.org/10.3390/nu15194139
Tian, H. (2022). Improvement of the Public Health Service Platform System Based on the Big Data-Driven System. Computational Intelligence and Neuroscience, 2022. https://doi.org/10.1155/2022/1476779
Wang, X., Wu, F., Zhao, X., Zhang, X., Wang, J., Niu, L., Liang, W., Leung, K. M. Y., & Giesy, J. P. (2022). Enlightenment from the COVID-19 pandemic: the roles of environmental factors in future public health emergency response. Engineering, 8, 108-115. https://doi.org/10.1016/j.eng.2020.12.019
Bezuidenhout, L., Rhoda, A., Moulaee Conradsson, D., Mothabeng, J., & Joseph, C. (2023). The Role of Environmental Factors on Health Conditions, General Health and Quality of Life in Persons with Spinal Cord Injuries in South Africa. International Journal of Environmental Research and Public Health, 20(9), 5709. https://doi.org/10.3390/ijerph20095709
Tepe, S., & Eti S. (2022). A study on strategy development for e-commerce businesses with clustering and spherical fuzzy analytic hierarchy process. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 11(2), 294-302. https://doi.org/10.28948/ngumuh.1040138
Kutlu Gündoğdu, F., & Kahraman, C. (2020). A novel spherical fuzzy analytic hierarchy process and its renewable energy application. Soft Computing, 24, 4607-4621. https://doi.org/10.1007/s00500-019-04222-w
Liu, Q., Chen, J., Yang, K., Liu, D., He, L., Qin, Q., & Wang, Y. (2023). An integrating spherical fuzzy AHP and axiomatic design approach and its application in human–machine interface design evaluation. Engineering Applications of Artificial Intelligence, 125, 106746. https://doi.org/10.1016/j.engappai.2023.106746.
Vinze, S., Chodosh, J., Lee, M., Wright, J., & Borson, S. (2023). The national public health response to Alzheimer's disease and related dementias: Origins, evolution, and recommendations to improve early detection. Alzheimer's & Dementia, 19(9), 4276-4286. https://doi.org/10.1002/alz.13376
Wu, N., Xie, X., Cai, M., Han, Y., & Wu, S. (2023). Trends in health service needs, utilization, and non-communicable chronic diseases burden of older adults in China: evidence from the 1993 to 2018 National Health Service Survey. International Journal for Equity in Health, 22(1), 169. https://doi.org/10.1186/s12939-023-01983-7
Jin, H., Li, B., & Jakovljevic, M. (2022). How China controls the Covid-19 epidemic through public health expenditure and policy?. Journal of Medical Economics, 25(1), 437-449. https://doi.org/10.1080/13696998.2022.2054202
Stennett, M., & Tsakos, G. (2022). The impact of the COVID-19 pandemic on oral health inequalities and access to oral healthcare in England. British Dental Journal, 232(2), 109-114. https://doi.org/10.1038/s41415-021-3718-0
Vieira, C. M., Diniz, P. H., Dizon, D. S., & Nogueira-Rodrigues, A. (2023). Patient navigation (PN) support to timely access to radiotherapy in the Brazilian public health system. Supportive Care in Cancer, 31(3), 182. https://doi.org/10.1007/s00520-023-07615-8
Sarı, Ö. Y., & Altıntaş, K. H. (2022). What are the “Disaster medicine” curriculum topics for public health medicine specialty training in Türkiye? A Delphi Study. International Journal of Disaster Risk Reduction, 81, 103293. https://doi.org/10.1016/j.ijdrr.2022.103293
Großmann, L. M., Napierala, H., & Herrmann, W. J. (2023). Differences in breast and cervical cancer screening between West and East Germany: a secondary analysis of a german nationwide health survey. BMC Public Health, 23(1), 1931. https://doi.org/10.1186/s12889-023-16849-4
Cantor, A. G., Nelson, H. D., Pappas, M., Atchison, C., Hatch, B., Huguet, N., Flynn, B., & McDonagh, M. (2023). Telehealth for Women’s Preventive Services for Reproductive Health and Intimate Partner Violence: a Comparative Effectiveness Review. Journal of general internal medicine, 1-9. https://doi.org/10.1007/s11606-023-08033-6
Kang, Y., Kang, S., Gibson, D., Rodriguez, A. M., Prochaska, J., & Kaul, S. (2023). Disparities in utilization of preventive health services among Asian young adults in the United States. Preventive Medicine, 175, 107670. https://doi.org/10.1016/j.ypmed.2023.107670
de Oliveira, M. M., Fuller, T. L., Gabaglia, C. R., Cambou, M. C., Brasil, P., de Vasconcelos, Z. F. M., & Nielsen-Saines, K. (2022). Repercussions of the COVID-19 pandemic on preventive health services in Brazil. Preventive medicine, 155, 106914. https://doi.org/10.1016/j.ypmed.2021.106914
Downloads
Published
Issue
Section
License
Copyright (c) 2024 Journal of Operations Intelligence
This work is licensed under a Creative Commons Attribution 4.0 International License.