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gjnmid Ghana Journal of Nursing and Midwifery Ghana Registered Nurses and Midwives Association
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Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries

  • Anthony Sopaal 1
  • Evelyn Amoako 2
  • Andrews Ayim 3
  • Zanu Dassah 4
  • George Benneh Mensah 5
  1. 1 Head, In-Service Training, Human Resource Development Division, Ghana Health Service - Accra
  2. 2 Ministry of Health, Accra
  3. 3 Deputy Director, PPME, Policy planning, Monitoring & Evaluation Division, Ghana Health Service – Accra
  4. 4 Deputy Director, Training and Capacity Development, Human Resource Development Division, Ghana Health Service - Accra
  5. 5 Executive Director, Africa Institute For Regulatory Affairs LBG, Accra
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Abstract

Purpose: To analyze relationships between professional oversight, training effectiveness, and implementation outcomes in AI healthcare systems across five African nations, focusing on human resource development dimensions.

Method: Comprehensive analysis of implementation data from 2019-2024, including correlation analysis, effect size computation, and time-series analysis. Visualization techniques included radar charts, correlation heatmaps, and effect analysis plots.

Findings: Strong correlations between doctor oversight and implementation success (r = 0.89), with South African facilities achieving 88% oversight levels corresponding to 84% positive patient outcomes. Professional supervision significantly influences patient trust (r = 0.85) and clinical accuracy (92% in supervised settings).

Recommendations: Implement structured professional oversight protocols, develop comprehensive healthcare worker training programs, establish balanced infrastructure development supporting successful AI healthcare implementation. Address urban-rural implementation disparities through adapted supervision models while maintaining strong professional oversight for optimal clinical outcomes.

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Sopaal, A., Amoako, E., Ayim, A., Dassah, Z., & Mensah, G. B. (2025). Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries. Ghana Journal of Nursing and Midwifery, 1(4), 198-228. https://doi.org/10.69600/gjnmid.2024.v01.i04.198-228

Sopaal, Anthony, et al. “Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries.” Ghana Journal of Nursing and Midwifery, vol. 1, no. 4, 2025, pp. 198-228. https://doi.org/10.69600/gjnmid.2024.v01.i04.198-228.

Sopaal, Anthony, et al. “Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries.” Ghana Journal of Nursing and Midwifery 1(4) (2025): 198-228. https://doi.org/10.69600/gjnmid.2024.v01.i04.198-228

Sopaal, A., Amoako, E., Ayim, A., Dassah, Z. and Mensah, G. B. (2025) ‘Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries’, Ghana Journal of Nursing and Midwifery, 1(4), pp. 198-228. doi:10.69600/gjnmid.2024.v01.i04.198-228.

Sopaal A, Amoako E, Ayim A, Dassah Z, Mensah GB. Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries. GJNMID. 2025;1(4):198-228. doi:10.69600/gjnmid.2024.v01.i04.198-228

A. Sopaal, E. Amoako, A. Ayim, Z. Dassah, and G. B. Mensah, “Human Resource Development Dimensions of Health AI Implementation in Selected Africa Countries,” Ghana Journal of Nursing and Midwifery, vol. 1, no. 4, pp. 198-228, 2025, doi: 10.69600/gjnmid.2024.v01.i04.198-228.

Copyright © 2025 Ghana Journal of Nursing and Midwifery. This work is licensed under a Creative Commons Attribution 4.0 International License.