Machine learning prediction of kangaroo mother care in Sierra Leone: a comparative study of feature selection techniques and classification algorithms

Machine learning models, particularly ensemble methods combined with comprehensive feature selection techniques, demonstrate strong predictive capability for KMC practice, offering valuable insights for maternal and child health interventions in Sierra Leone.

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Publication Details

Journal
International Journal of Medical Informatics
Published
2025-10-26
DOI
https://doi.org/10.1016/j.ijmedinf.2025.106166
Primary Topic
Virology and Viral Diseases
Type
article
Field-Weighted Citation Impact
0.00
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article

Machine learning prediction of kangaroo mother care in Sierra Leone: a comparative study of feature selection techniques and classification algorithms

Ojima Zechariah Wada, Ademola Ezekiel Adekoya, Augustus Osborne, David B. Olawade et al.
International Journal of Medical Informatics
Virology and Viral Diseases
article

Machine learning prediction of kangaroo mother care in Sierra Leone: a comparative study of feature selection techniques and classification algorithms

Ojima Zechariah Wada, Ademola Ezekiel Adekoya, Augustus Osborne, David B. Olawade, Afeez A Soladoye, Kobloobase O Usani
article en

Abstract

Machine learning models, particularly ensemble methods combined with comprehensive feature selection techniques, demonstrate strong predictive capability for KMC practice, offering valuable insights for maternal and child health interventions in Sierra Leone.

International Journal of Medical InformaticsVol. 206
University of Gloucestershire (GB), Birmingham City University (GB), University of Ibadan (NG), Adeleke University (NG), Arden University (GB), Hamad bin Khalifa University (QA), Sierra Leone Urban Research Centre (SL), Sierra Leone Agricultural Research Institute (SL), Federal University Oye Ekiti (NG)
Openalex Percentile: Top 59%
Virology and Viral Diseases
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Machine learning prediction of kangaroo mother care in Sierra Leone: a comparative study of feature selection techniques and classification algorithms — Ojima Zechariah Wada, Ademola Ezekiel Adekoya, et al. · International Journal of Medical Informatics (2025) | TGRS Research Map | TGRS