EGG QUALITY ASSESSMENT: A MODEL COMPARISON APPROACH USING BAYESIAN MIXED LOGIT, MIXED LOGIT, LOGISTIC REGRESSION AND MULTINOMIAL REGRESSION MODELS
DOI:
https://doi.org/10.33003/fjs-2025-0905-3656Keywords:
Bayesian mixed logit, Egg quality, Mixed logit ModelAbstract
This study compares the performance of Bayesian mixed logit, mixed logit, logistic regression, and multinomial regression models in analyzing egg quality. The results show that the Bayesian mixed logit model outperforms traditional models, with egg weights, shell thickness, and shape index emerging as significant determinants of egg quality. The Bayesian mixed logit model's superior performance is evident in its lower AIC, DIC, RMSE, and MAE values. These findings have implications for the poultry industry, highlighting the importance of considering complex relationships between egg quality traits.
References
Abdullahi, A. S., Bello, A. H., & Ibrahim, M. D. (2022). Knowledge gaps in malaria prevention practices among pregnant women in northern Nigeria. Journal of Health Education Research & Development, 40(1), 12-21.
Abdullahi, H. O., Musa, T., & Yahaya, M. (2021). Placental malaria: A second-trimester phenomenon? Journal of Tropical Medicine, 28(3), 67-75.
Adamu, A. H., Sule, I. S., & Sulaimon, O. B. (2022). Social media as a tool for malaria prevention among youth in rural Nigeria. Journal of Health Communication, 35(4), 99-108.
Akinmoladun, S. A., Olawuyi, A. J., & Adeoye, I. O. (2022). Culturally-sensitive malaria prevention: Integration of traditional and modern medicine. Global Health, 49(1), 71-80.
Aliyu, A. A., & Yusuf, A. M. (2022). Patterns of antenatal care utilization in Northern Nigeria: A regional analysis. BMC Pregnancy and Childbirth, 22(1), 45.
Chukwuocha, U. M., Okereke, C., & Ugwu, O. P. (2018). Influence of maternal education on malaria prevention in pregnancy in rural Nigeria. Malaria Journal, 17(1), 123.
Diala, C. C., Osamor, P., & Onyeka, T. C. (2020). Health-seeking behavior among pregnant women in rural Nigeria. African Journal of Reproductive Health, 24(2), 12-22.
Eze, J. N., & Akpan, U. E. (2022). Knowledge and attitudes towards malaria prevention in sub-Saharan Africa: A review. Public Health Reviews, 43(2), 75-92.
Gambo, H. J., Mohammed, A., & Bello, U. (2021). Economic disparities in malaria prevention among pregnant women in Nigeria. Global Health Action, 14(1), 47-55.
Garba, A. A., Hassan, M. U., & Umar, T. I. (2023). Community health workers as drivers of malaria control in underserved areas: Evidence from Nigeria. Health Policy and Planning, 38(2), 112-123.
Hassan, H. K., Adigun, O. A., Manirambona, E., Olaleke, N. O., Abioye, M. S., Lucero-Prisno III, D. E., ... & Okesanya, O. J. (2024). Mitigating the escalating threat of infectious diseases outbreaks in tropical Africa: a perspective examination of challenges and strategies for future preparedness. Beni-Suef University Journal of Basic and Applied Sciences, 13(1), 1-9.
Ibrahim, M. T., Zainab, N. M., & Saad, Z. A. (2023). Womens involvement in malaria prevention: Insights from rural northern Nigeria. Malaria Research and Treatment, 2023, Article 573592.
Jennifer, O. A., & Dogara, M. M. (2016). Prevalence of malaria and risk factors among patients attending Gutse General Hospital, Jigawa State, Nigeria. International Research Journal of Public and Environmental Health.
Kalu, C. A., Obinna, E. C., & Nwankwo, I. N. (2022). The influence of traditional leaders in promoting health interventions in rural Nigeria. Community Health Journal, 34(3), 87-96.
Mehta, J. (2024). Optimizing Malaria Control in Nigeria: A Comprehensive Review of LLIN Effectiveness and Policy Frameworks.
Mohammed, U. J., Salisu, Y., & Ali, S. M. (2023). Integrating traditional medicine and malaria control in rural Nigeria. Journal of Traditional and Complementary Medicine, 19(2), 128-135.
Mustapha, R. B. (2022). Comparative Assessment on the Use of Insecticide Treated Net and Environmental Sanitation as a Measure of Malaria Control in Selected Communities of Makarfi LGA, Kaduna State (Master's thesis, Kwara State University (Nigeria)).
Obeagu, E. I., & Obeagu, G. U. (2024). Maternal Malaria: Implications for Fetal Health. Elite Journal of Nursing and Health Science, 2(6), 69-89.
Obeagu, E. I., & Obeagu, G. U. (2024). Protecting maternal health: Strategies against HIV and malaria in pregnancy. Medicine, 103(36), e39565.
Okoli, S. O., Adebayo, T., & Olaniyan, K. O. (2023). Marital status and healthcare access among Nigerian women. International Journal of Maternal and Child Health, 15(3), 67-81. .
Okoro, C. A., Eze, P. N., & Ogbu, E. A. (2023). Male involvement in malaria prevention during pregnancy: A community-based intervention in Nigeria. BMC Public Health, 23(45), 234-245.
Okumu, F. (2020). The fabric of life: what if mosquito nets were durable and widely available but insecticide-free?. Malaria Journal, 19, 1-29.
Scates, S. S., Finn, T. P., Wisniewski, J., Dadi, D., Mandike, R., Khamis, M., ... & Yukich, J. (2020). Costs of insecticide-treated bed net distribution systems in sub-Saharan Africa. Malaria journal, 19, 1-18.
Usman, F. S., Bello, S. Y., & Lawal, M. U. (2022). Malaria prevalence among pregnant women in Northern Nigeria: A systematic review. Global Public Health, 19(2), 123-134.
World Health Organization (2021). Guidelines for malaria prevention in pregnancy. Geneva: WHO Press. https://www.who.int/publications/guidelines
World Health Organization (WHO). (2023). World malaria report 2023. Geneva, Switzerland: WHO Press.
World Health Organization. (2022). World Malaria Report 2022. Geneva: WHO Press. https://www.who.int/publications/i/item/9789240064898.
Yusuf, A. A., Hassan, H., & Abubakar, M. (2023). Community-based approaches to mosquito vector control in Jigawa State, Nigeria. African Journal of Epidemiology, 16(1), 112-125.
Published
How to Cite
Issue
Section
FUDMA Journal of Sciences
