Optimizing machine learning models for predicting health service access and determinants among pregnant women in rural Ethiopia
Organization, W. H. Primary health care (2023).
Services USDoHaH. Access to Health Services (2023).
Penchansky, R. & Thomas, J. W. The concept of access: definition and relationship to consumer satisfaction. Med. Care. 19(2), 127–140 (1981).
Google Scholar
Organization, W. H. WHO Recommendations on Antenatal Care for a Positive Pregnancy Experience(World Health Organization, 2016).
Csa, I. Central Statistical Agency (CSA)[Ethiopia] and ICF. Ethiopia Demographic and Health Survey(Addis Ababa, Ethiopia and Calverton, 2016).
Tarekegn, S. M., Lieberman, L. S. & Giedraitis, V. Determinants of maternal health service utilization in ethiopia: analysis of the 2011 Ethiopian demographic and health survey. BMC Pregnancy Childbirth. 14(1), 1–13 (2014).
Google Scholar
Organization, W. H. Maternal mortality and child health fact sheet. (2012). 2012.
Addisse, M. Maternal and child health care. Lecture notes for health science students Ethiopian Public Health Training Initiative (2003).
Organization, W. H. Trends in Maternal Mortality: 1990–2015: Estimates from WHO, UNICEF, UNFPA, World Bank Group and the United Nations (World Health Organization, 2015).
Mekonnen, Y. & Mekonnen, A. Factors influencing the use of maternal healthcare services in Ethiopia. J. Health Popul. Nutr. 374–382 (2003).
Tegegne, T. K., Chojenta, C., Getachew, T., Smith, R. & Loxton, D. Antenatal care use in ethiopia: a Spatial and multilevel analysis. BMC Pregnancy Childbirth. 19, 1–16 (2019).
Google Scholar
Program, D. Ethiopia demographic and health survey 2016 (2016).
Belay, D. G. et al. Spatiotemporal distribution and determinants of delayed first antenatal care visit among reproductive age women in ethiopia: a Spatial and multilevel analysis. BMC Public. Health. 21, 1–18 (2021).
Google Scholar
Sisay, D., Ewune, H. A., Muche, T. & Molla, W. Spatial distribution and associated factors of institutional delivery among reproductive-age women in Ethiopia: the case of Ethiopia demographic and health survey. Obstet. Gynecol. Int. (2022).
Sisay, M. M. et al. Spatial patterns and determinants of postnatal care use in ethiopia: findings from the 2016 demographic and health survey. BMJ open. 9(6), e025066 (2019).
Google Scholar
Akunga, D., Menya, D. & Kabue, M. Determinants of postnatal care use in Kenya. Afr. Popul. Stud. 28(3), 1447–1459 (2014).
Dahiru, T. & Oche, O. M. Determinants of antenatal care, institutional delivery and postnatal care services utilization in Nigeria. Pan Afr. Med. J. 22(1) (2015).
Tesfaye, G., Loxton, D., Chojenta, C., Semahegn, A. & Smith, R. Delayed initiation of antenatal care and associated factors in ethiopia: a systematic review and meta-analysis. Reproductive Health. 14, 1–17 (2017).
Google Scholar
Alamneh, T. S. et al. Barriers for health care access affects maternal continuum of care utilization in Ethiopia; Spatial analysis and generalized estimating equation. Plos One. 17(4), e0266490 (2022).
Google Scholar
Banda, C. Barriers to utilization of focused antenatal care among pregnant women in Ntchisi district in Malawi (2013).
Baffour-Awuah, A., Mwini-Nyaledzigbor, P. & Richter, S. Enhancing focused antenatal care in ghana: an exploration into perceptions of practicing midwives. Int. J. Afr. Nurs. Sci. 2, 59–64 (2015).
Alkema, L. et al. Global, regional, and National levels and trends in maternal mortality between 1990 and 2015, with scenario-based projections to 2030: a systematic analysis by the UN maternal mortality Estimation Inter-Agency group. Lancet 387(10017), 462–474 (2016).
Google Scholar
Yeneneh, A., Alemu, K., Dadi, A. F. & Alamirrew, A. Spatial distribution of antenatal care utilization and associated factors in ethiopia: evidence from Ethiopian demographic health surveys. BMC Pregnancy Childbirth. 18(1), 1–12 (2018).
Google Scholar
Tesema, G. A., Mekonnen, T. H. & Teshale, A. B. Individual and community-level determinants, and Spatial distribution of institutional delivery in Ethiopia, 2016: Spatial and multilevel analysis. PloS One. 15(11), e0242242 (2020).
Google Scholar
Assefa, Y., Van Damme, W., Williams, O. D. & Hill, P. S. Successes and challenges of the millennium development goals in ethiopia: lessons for the sustainable development goals. BMJ Global Health. 2(2), e000318 (2017).
Google Scholar
Organization, W. H. Standards for improving quality of maternal and newborn care in health facilities (2016).
Demsash, A. W. et al. Spatial and multilevel analysis of sanitation service access and related factors among households in ethiopia: using 2019 Ethiopian National dataset. PLOS Global Public. Health. 3(4), e0001752 (2023).
Google Scholar
Csa, I. Central statistical agency (CSA)[Ethiopia] and ICF. Ethiopia demographic and health survey, Addis Ababa, Ethiopia and Calverton, Maryland, USA (Central statistical agency (CSA), 2016).
Demsash, A. W. & Walle, A. D. Women’s health service access and associated factors in ethiopia: application of geographical information system and multilevel analysis. BMJ Health Care Inf. 30(1) (2023).
Demsash, A. W. et al. Spatial distribution of vitamin A rich foods intake and associated factors among children aged 6–23 months in ethiopia: Spatial and multilevel analysis of 2019 Ethiopian mini demographic and health survey. BMC Nutr. 8(1), 1–14 (2022).
Google Scholar
Lantz, B. Machine learning with R: Packt publishing ltd (2013).
Revathy, R. & Lawrance, R. Comparative analysis of C4. 5 and C5. 0 algorithms on crop pest data. Int. J. Innovative Res. Comput. Communication Eng. 5(1), 50–58 (2017).
Yildirim, P. Filter based feature selection methods for prediction of risks in hepatitis disease. Int. J. Mach. Learn. Comput. 5(4), 258 (2015).
Google Scholar
Stańczyk, U. & Jain, L. C. Feature Selection for Data and Pattern Recognition(Springer, 2015).
Duchesnay, E. & Löfstedt, T. Statistics and Machine Learning in Python. Release 0.1(Springer, 2018).
Zheng, Z., Cai, Y. & Li, Y. Oversampling method for imbalanced classification. Comput. Inform. 34(5), 1017–1037 (2015).
Khadge, M. R. & Kulkarni, M. V. (eds) Machine learning approach for predicting end price of online auction. 2016 International Conference on Inventive Computation Technologies (ICICT) (IEEE, 2016).
Raschka, S. Python machine learning: Packt publishing ltd (2015).
Uddin, S., Khan, A., Hossain, M. E. & Moni, M. A. Comparing different supervised machine learning algorithms for disease prediction. BMC Med. Inf. Decis. Mak. 19(1), 281 (2019).
Google Scholar
Berry, M. W., Mohamed, A. & Yap, B. W. Supervised and unsupervised learning for data science (Springer, 2019).
Prajapati, D. J., Garg, S. & Chauhan, N. Interesting association rule mining with consistent and inconsistent rule detection from big sales data in distributed environment. Future Comput. Inf. J. 2(1), 19–30 (2017).
Google Scholar
Ju, C., Bao, F., Xu, C. & Fu, X. A novel method of interestingness measures for association rules mining based on profit (Discrete Dynamics in Nature and Society, 2015).
Brownlee, J. Machine Learning Mastery with Python: Understand your data, Create Accurate models, and Work Projects end-to-end (Machine Learning Mastery, 2016).
Akiba, T., Sano, S., Yanase, T., Ohta, T. & Koyama, M. (eds) Optuna: A next-generation hyperparameter optimization framework. Proceedings of the 25th ACM SIGKDD international conference on knowledge discovery & data mining (2019).
Lundberg, S. M. & Lee, S-I. A unified approach to interpreting model predictions. Adv. Neural. Inf. Process. Syst. 30 (2017).
Gebreyesus, Y., Dalton, D., Nixon, S., De Chiara, D. & Chinnici, M. Machine learning for data center optimizations: feature selection using Shapley additive explanation (SHAP). Future Internet. 15(3), 88 (2023).
Google Scholar
Liu, Y., Liu, Z., Luo, X. & Zhao, H. Diagnosis of parkinson’s disease based on SHAP value feature selection. Biocybernetics Biomedical Eng. 42(3), 856–869 (2022).
Google Scholar
Tarekegn, S. M., Lieberman, L. S. & Giedraitis, V. Determinants of maternal health service utilization in ethiopia: analysis of the 2011 Ethiopian demographic and health survey. BMC Pregnancy Childbirth. 14, 1–13 (2014).
Google Scholar
Negero, M. G., Sibbritt, D. & Dawson, A. Access to quality maternal healthcare services in Ethiopia: A multilevel analysis (2022).
Demsash, A. W. & Walle, A. D. Women’s health service access and associated factors in ethiopia: application of geographical information system and multilevel analysis. BMJ Health Care Inf. 30(1), e100720 (2023).
Google Scholar
Tessema, Z. T., Yazachew, L., Tesema, G. A. & Teshale, A. B. Determinants of postnatal care utilization in sub-Saharan africa: a meta and multilevel analysis of data from 36 sub-Saharan countries. Ital. J. Pediatr. 46, 1–11 (2020).
Google Scholar
Yaya, S., Bishwajit, G. & Ekholuenetale, M. Factors associated with the utilization of institutional delivery services in Bangladesh. PloS One. 12(2), e0171573 (2017).
Google Scholar
Arthur, E. Wealth and antenatal care use: implications for maternal health care utilisation in Ghana. Health Econ. Rev. 2, 1–8 (2012).
Google Scholar
Yaya, S., Bishwajit, G. & Shah, V. Wealth, education and urban–rural inequality and maternal healthcare service usage in Malawi. BMJ Global Health. 1(2), e000085 (2016).
Google Scholar
Mekonen, A. M., Kebede, N., Dessie, A., Mihret, S. & Tsega, Y. Wealth disparities in maternal health service utilization among women of reproductive age in ethiopia: findings from the mini-EDHS 2019. BMC Health Serv. Res. 24(1), 1034 (2024).
Google Scholar
Minyihun, A. & Tessema, Z. T. Determinants of access to health care among women in East African countries: a multilevel analysis of recent demographic and health surveys from 2008 to 2017. Risk Manage. Healthc. Policy 1803–1813 (2020).
Mwangakala, H. A. Pregnant women’s access to maternal health information and its impact on healthcare utilization behaviour in rural Tanzania (Loughborough University, 2016).
Parvin, R. A., Faisal-E-Alam, M. & Hossain, M. B. Role of mass media in using antenatal care services among pregnant women in Bangladesh. Indonesian J. Innov. Appl. Sci. (IJIAS). 2(2), 143–149 (2022).
Singh, R. et al. Utilization of maternal health services and its determinants: a cross-sectional study among women in rural Uttar Pradesh, India. J. Health Popul. Nutr. 38, 1–12 (2019).
Google Scholar
Ghosh, D. Effect of mothers’ exposure to electronic mass media on knowledge and use of prenatal care services: a comparative analysis of Indian States. Prof. Geogr. 58(3), 278–293 (2006).
Google Scholar
Acharya, D., Khanal, V., Singh, J. K., Adhikari, M. & Gautam, S. Impact of mass media on the utilization of antenatal care services among women of rural community in Nepal. BMC Res. Notes. 8, 1–6 (2015).
Google Scholar
Zamawe, C. O., Banda, M. & Dube, A. N. The impact of a community driven mass media campaign on the utilisation of maternal health care services in rural Malawi. BMC Pregnancy Childbirth. 16, 1–8 (2016).
Google Scholar
Sisay, D., Ewune, H. A., Muche, T. & Molla, W. Spatial distribution and associated factors of institutional delivery among Reproductive-Age women in ethiopia: the case of Ethiopia demographic and health survey. Obstet. Gynecol. Int. 2022(1), 4480568 (2022).
Google Scholar
Lange, A. E. et al. Antenatal care and health behavior of pregnant Women—An evaluation of the survey of neonates in Pomerania. Children 10(4), 678 (2023).
Google Scholar
Debessai, Y., Costanian, C., Roy, M., El-Sayed, M. & Tamim, H. Inadequate prenatal care use among Canadian mothers: findings from the maternity experiences survey. J. Perinatol. 36(6), 420–426 (2016).
Google Scholar
link
