References
Aguh, P. S., Udu, C. E., Chukwumuanya, E. O. and Okpala, C. C. (2025). Machine Learning Applications for Production Scheduling Optimization. Journal of Exploratory Dynamic Problems, vol. 2, iss. 4, https://edp.web.id/index.php/edp/article/view/137 Ahmed, W. S., Habib, A. M., Abbas, M. A., Almalki, R. M., Al-Habeeb, F. A., Alsaleem, Z. H., Alamer, A. M., Al-Duways, A. S., Algaflah, A. M., Algaflah, A. M., and Alsaihati, A. H. (2024). Enhancing efficiency and patient experience in medical clinics: A Systematic review of process improvement approaches. Journal of Ecohumanism, 3(8). https://doi.org/10.62754/joe.v3i8.5521 Akbal, H., and Do?an, N. Ö. (2025). Lean Process Improvement in Healthcare: A Study Using Value Stream Mapping, Theory of Constraints and Simulation. International Journal of Management Studies, 32(1), 164–182. https://doi.org/10.32890/ijms2025.32.1.9 Alduways, K. H., Rukhami, N. M., Alduways, H. S., Shahi, S. M., Alduways, I. M., Mansour, A. H. H., Belharith, A. S., Duways, K. M., Masoud, N. H., and ALagil, I. H. (2024). Patient- Centered Care and Process Improvement: A Systematic review of impacts on satisfaction Outcomes. Journal of Ecohumanism, 3(7). https://doi.org/10.62754/joe.v3i7.4577 ALObaid, S. K., Alzahrani, A. M., Alsharif, F. S., Alomar, A. E., Almustanyir, H. M., Sagr, A. A., Alsomali, S. A., Alkhatib, M. I., Turkistani, N. A., and Alawi, A. A. (2024). Enhancing Patient-Centered Care Through Process Improvement: A Systematic Review of patient Satisfaction Outcomes. Journal of Ecohumanism, 3(8), 975–982. https://doi.org/10.62754/joe.v3i8.4791 Bercaw, R. (2013). Lean Leadership for Healthcare: Approaches to Lean Transformation. http://ci.nii.ac.jp/ncid/BB13697615 Bhaladhare, R., and Rishipathak, P. (2024). Optimizing Quality of Hospital Services and Inpatient Satisfaction through Lean Principles. International Journal of Statistics in Medical Research, 13, 450–455. https://doi.org/10.6000/1929-6029.2024.13.39 Bonamigo, A., Bernardes, P. M., Conrado, L. F., and Calado, R. D. (2023). Optimizing patient flow in emergency care units and lean healthcare. In Advances in business strategy and competitive advantage book series (pp. 167–185). https://doi.org/10.4018/979-8-3693- 0458-7.ch007 Chukwumuanya, E. O., Udu, C. E. and Okpala, C. C. (2025). Lean Principles Integration with Digital Technologies: A Synergistic Approach to Modern Manufacturing. International Journal of Industrial and Production Engineering, vol. 3, iss. 2, https://journals.unizik.edu.ng/ijipe/article/view/6006/5197 Dohan, M. S., Xenodemetropoulos, T., and Tan, J. (2013). Value Stream mapping in Lean Healthcare: A Brief Introduction and application. In Springer eBooks (pp. 463–477). https://doi.org/10.1007/978-1-4614-8036-5_25 Friedman, S. (2018). Can standardizing CABG care with clinical pathways reduce length of stay and hospital acquired infections. Seton Hall University DNP Final Projects. 25. https://scholarship.shu.edu/cgi/viewcontent.cgi?article=1034andcontext=final-projects Groesbeck, K., Whiteman, L. N., and Stewart, R. W. (2015). Reducing readmission rates by improving transitional care. Southern Medical Journal, 108(12), 758–760. https://doi.org/10.14423/smj.0000000000000376 Ihueze C. C. and Okpala C. C. (2014). The Tools and Techniques of Lean Production System of Manufacturing. International Journal of Advanced Engineering Technology, vol.5, iss. 4 http://technicaljournalsonline.com/ijeat/VOL%20V/IJAET%20VOL%20V%20ISSUE%2 0IV%20%20OCTBER%20DECEMBER%202014/Vol%20V%20Issue%20IV%20Article %205.pdf Ihueze C. C., Okpala C. C., and Obiuto, C. C. (2011). Optimal Approaches to Robust Design for Industrial Wastes.bercaw Journal of Engineering and Applied Sciences, www.facultyofengineeringnau.org/archive/3014370929117263037.pdf Ihueze C. C. And Okpala C. C. (2011). A Survey of Optimum Manufacturing Strategy as a Tool for Enhanced Industrial Revenue. Australian Journal of Basic and Applied Sciences http://ajbasweb.com/old/ajbas/2011/December-2011/1321-1329.pdf Karim, E. M. A., and Islam, T. (2022). Studying the application of VSM as a lean tool in a healthcare facility. Proceedings of the 5th International Conference on Industrial and Mechanical Engineering and Operations Management, Dhaka, Bangladesh. https://doi.org/10.46254/bd05.20220043 Marin-Garcia, J. A., Vidal-Carreras, P. I., and Garcia-Sabater, J. J. (2021). The Role of value stream mapping in Healthcare Services: A scoping review. International Journal of Environmental Research and Public Health, 18(3), https://doi.org/10.3390/ijerph18030951 Nwamekwe, C. O. and Okpala, C. C. (2025a). Machine Learning-Augmented Digital Twin Systems for Predictive Maintenance in High-Speed Rail Networks. International Journal of Multidisciplinary Research and Growth Evaluation, vol. 6, iss. 1, https://www.allmultidisciplinaryjournal.com/uploads/archives/ 20250212104201_MGE- 2025-1-306.1.pdf Nwamekwe, C. O. and Okpala, C. C. (2025b). Circular Economy Strategies in Industrial Engineering: From Theory to Practice. International Journal of Multidisciplinary Researchand Growth Evaluation, vol. 6, iss. 1, https://www.allmultidisciplinaryjournal.com/uploads/archives/20250212103754_MGE- 2025-1-288.1.pdf Nwamekwe, C. O., Ewuzie, N. V. Okpala, C. C., Ezeanyim, O. C., Nwabueze, C. V. and Nwabunwanne, E. C. (2025). Optimizing Machine Learning Models for Soil Fertility Analysis: Insights from Feature Engineering and Data Localization. Gazi University Journal of Science, vol. 12, iss. 1, https://dergipark.org.tr/en/pub/gujsa/issue/90827/1605587 Nwankwo, C. O., Okpala, C. C. and Igbokwe, N. C. (2024). Enhancing Smart Manufacturing Supply Chains Through Cybersecurity Measures. International Journal of Engineering Inventions, vol. 13, iss. 12, https://www.ijeijournal.com/papers/Vol13- Issue12/13120106.pdf Onukwuli, S. K., Okpala, C. C. and Udu, C. E. (2025). The Role of Additive Manufacturing in Advancing Lean Production System. International Journal of Latest Technology in Engineering, Management and Applied Science, vol. 14, iss. 3, https://doi.org/10.51583/IJLTEMAS.2025.140300022 Okpala, C. C. and Udu, C. E. (2025a). Autonomous Drones and Artificial Intelligence: A New Era of Surveillance and Security Applications. International Journal of Science, Engineering and Technology, vol. 13, iss. 2, https://www.ijset.in/wp- content/uploads/IJSET_V13_issue2_520.pdf Okpala, C. C. and Udu, C. E. (2025b). Artificial Intelligence Applications for Customized Products Design in Manufacturing. International Journal of Multidisciplinary Research and Growth Evaluation, vol. 6, iss. 1, https://www.allmultidisciplinaryjournal.com/uploads/archives/20250212104938_MGE- 2025-1-307.1.pdf Okpala, C. C., Udu, C. E. and Chukwumuanya, E. O. (2025a). Lean 4.0: The Enhancement of Lean Practices with Smart Technologies. International Journal of Engineering and Modern Technology, vol. 11, iss. 6, DOI: 10.56201/ijemt.vol.11.no6.2025.pg160.173 Okpala, C. C., Udu, C. E. and Nwankwo, C. O. (2025b). Digital Twin Applications for Predicting and Controlling Vibrations in Manufacturing Systems. World Journal of Advanced Research and Reviews, vol. 25, iss. 01, https://doi.org/10.30574/wjarr.2025.25.1.3821 Okpala, C. C., Udu, C. E. and Okpala, S. C. (2025c). Big Data and Artificial Intelligence Implementation for Sustainable HSE Practices in FMCG. International Journal of Engineering Inventions, vol. 14, iss. 5, file:///C:/Users/Admin/Downloads/14050107-1.pdf Okpala, S. C. and Okpala, C. C. (2024). The Application of Artificial Intelligence to Digital Healthcare in the Nigerian Tertiary Hospitals: Mitigating the Chall