PREDICTIVE MODEL FOR CHILD DELIVERY
DOI:
https://doi.org/10.33003/fjs-2022-0601-885Keywords:
Safe delivery, Caesarian section, Neural network, Random forest, Naïve BayesAbstract
Antenatal care is an essential period in which medical experts examines pregnant women to prepare them for proper child delivery. Choosing or knowing the likely mode of child delivery is essential both for the mother and the medical team. It helps in proper preparation for labour and any possible complication that could arise. There are also chances of reducing maternal or child mortality. However, the decision on which of the options is appropriate is sometimes difficult due to several parameters and variable. Analyzing Obstetric and mode of delivery for pregnant woman is tedious, therefore, this work used data from three medical facilities in Katsina State and apply three machine leaning algorithms to predict the most appropriate mode of child delivery. The work was implemented using python programming language software. The result of the work has shown that random forest algorithm performs better with accuracy result as precision was 0.918, recall of 0.715 and 0.896 for Spontaneous Vagina delivery and 0.716 for precision, 0.929 for recall and 0.896 for Caesarian section mode
References
Abubakar L. G (1994). A Multicrop Rotary Jab Planter for Sandy Loam Soils. A Msc Thesis Submitted to the Department of Agricultural Engineering, Ahmadu Bello University; Unpublished: Pp 168.
FMARD (2006). Cassava development in Nigeria country: case study towards a global strategy forCassava development pp.16
FAO. (2000). Draught Animal power: An over view. AGSE Report Agriculture 21 spotlight. www.fao./ag/ags/chapter1- e.htm
Gambari, A. B, Bello, K. I and Soyemi, Y. W. (2017). Development and performance evaluation of a manually operated two-row maize planter, International Conference of Science, Engineering and Environmental Technology, 2(11): 78-86
Hailu, Z. (1990). The adoption of modern farm practices in Africa Agriculture empirical evidence about impact of household characteristics and input supply system in the Northern region of Ghana. Nyankpala Agricultural Research Report (7) GTZ.W, Germeny.
Hall S. A. and Holowenko, R. A., (1982). Machine Agricultural Mechanization in Asia, Africa and Latin America. Design scheme outline series pp 112.
Ibukun, B. I., Agidi, G. and Ugwuoke, I. C. (2014). Design and fabrication of a single row maize planter for garden use. Journal of advancement in engineering and technology, 1(2): pp 1-7
Isiaka M., El-Okene A.M.I. and Suleiman M. L. (2001). Comparative Study of Three Planting Methods for Small and Medium Scale Farm. Savanna Journal of Agricultural Mechanization, Vol. 3(1) Pp 49-53.
Isiaka, M., Suleiman, M. L. El-Okene, M. I. and Muhammad, U. S. (2000). Development of two-row animal drawn seed planter. Savanna Journal of Agricultural Mechanization, Vol. 2(1) Pp 29-32
Khurmi, R. S. and Gupta, J. K., (2005). A Textbook of Machine Design. 14th edition. Chapters 2, 14 and 18,
Kyada, A. R. and Patel, D. B. (2014). Design and Development of Manually Operated Seed Planter Machine. 5thInternational and 26th All India Manufacturing Technology, Design and Research Conference (AIMTDR). Pp 591 – 597.
Mandal, S. Kr., Sutar, S. M., Sensharma, S. and Shamrao, P., (2013). Development of Animal Drawn Planting Equipment, Journal of Mechanical Engineering. Pp 2451-8372.
Murray, J. R., Tullberg, N. J., and Basnet, B. B. (2006). Planters and their components, types, attributes, functional requirements, classification and description. School of Agronomy and Horticulture, University of Queensland, Australia. Pp 135-137.
Oduma O., Ede J. C., Igwe J. E., (2014) Development and performance evaluation of a manually operated cowpea precision planter, International journal of engineering and technology, 4(12):693-699
Phillip, D. O. A., Abalu, G. O. I. and Ingawa, S. A. (1988). Economic implications of animal power at the small-scale level in the savanna zone of Northern Nigeria: a linear programming simulation of farmer circumstances. In: B. Starkey and F. N. Dianme (eds). Power in farming systems. Proc 2nd West African animal traction net workshop.17-26-9, 1986, Freetown, Sierra Leone.
Soyoye B. O., Ademosun O. C., and Olu-Ojo E. O., (2016) manually operated vertical seed- plate maize planter. Agricultural Engineering International: CIGR Journal, 18(14):70-80
Upahi, E. J. (2017). Development and Performance Optimization of a Two – Row Engine – Propelled Seed Ridge Planter; A Phd Thesis submitted to the Department of Agric and Bio – Resources Engineering, Ahmadu Bello University; Unpublished; Pp 209.
Wondwosen W.A (2021). Development and Performance Evaluation of a Two-Row Animal Drawn Sorghum Planter. An Msc Thesis Submitted to the Postgraduate Program Directorate through the Department of Agricultural Engineering, Haramaya Institute of Technology, Haramaya University; Published; Pp 100
Published
How to Cite
Issue
Section
FUDMA Journal of Sciences
