A Data-Driven Framework for Early Detection and Prevention of Non-Communicable Diseases in Healthcare Systems

References

[1] Abiola, O.A., Okeke, I.C. and Ajani, O.B., 2024. Integrating taxation, financial controls, and risk management: a comprehensive model for small and medium enterprises to foster economic resilience. International Journal of Management & Entrepreneurship Research. P-ISSN, pp.2664-3588.

[2] Abiola, O.A., Okeke, I.C. and Ajani, O.B., 2024. The role of tax policies in shaping the digital economy Addressing challenges and harnessing opportunities for sustainable growth. International Journal of advanced Economics. P-ISSN, pp.2707-2134.

[3] Adekola, A.D. and Dada, S.A., 2024. Entrepreneurial innovations in digital health: Strategies for pharmacists to expand clinical services. Int J Eng Res Dev, 20(11), pp.1094-1101.

[4] Adekola, A.D. and Dada, S.A., 2024. Pharmacoeconomics and costeffectiveness analysis in medication supply chain optimization. Int J Eng Res Dev, 20(11), pp.1102-1110.

[5] Adekola, A.D., Alli, O.I., Mbata, A.O. and Ogbeta, C.P., 2023. Integrating Multisectoral Strategies for Tobacco Control: Evidence-Based Approaches and Public Health Outcomes.

[6] Adekola, A.D., Kassem, R.G. and Mbata, A.O., 2022. Convergence of AI, blockchain and pharmacoeconomics in building adaptive pharmaceutical supply chains: A novel paradigm shift for equitable global drug access.

[7] Adelodun, M. and Anyanwu, E., 2024. Comprehensive risk management and safety strategies in radiation use in medical imaging. Int J Front Med Surg Res, 6.

[8] Adelodun, M.O. and Anyanwu, E.C., 2024 Integrating radiological technology in environmental health surveillance to enhance public safety.

[9] Adelodun, M.O. and Anyanwu, E.C., 2024. Environmental and patient safety: Advances in radiological techniques to reduce radiation exposure.

[10] Adelodun, M.O. and Anyanwu, E.C., 2024. Health Effects of Radiation: An Epidemiological Study on Populations near Nuclear Medicine Facilities. Health, 13(9), pp.228-239.

[11] Adepoju, P.A., Odionu, C.S., Ikwuanusi, F., Azubuike, C. and Sule, K., 2024. The impact of agile methodologies on IT service management: A study of ITIL framework implementation in banking. Engineering Science & Technology Journal, 5(12), pp.3297-3310.

[12] Adepoju, P.A., Sule, A.K., Ikwuanusi, U.F., Azubuike, C. and Odionu, C.S., 2024. Enterprise architecture principles for higher education: Bridging technology and stakeholder goals. International Journal of Applied Research in Social Sciences, 6(12), pp.2997-3009.

[13] Ajiga, D.I., Ndubuisi, N.L., Asuzu, O.F., Owolabi, O.R., Tubokirifuruar, T.S. and Adeleye, R.A., 2024. AI-driven predictive analytics in retail: a review of emerging trends and customer engagement strategies. International Journal of Management & Entrepreneurship Research, 6(2), pp.307-321.

[14] Akerele, J.I., Uzoka, A., Ojukwu, P.U. and Olamijuwon, O.J., 2024. Minimizing downtime in E-Commerce platforms through containerization and orchestration. International Journal of Multidisciplinary Research Updates, 8(02), pp.079-086.

[15] Akerele, J.I., Uzoka, A., Ojukwu, P.U. and Olamijuwon, O.J., 2024. Data management solutions for real-time analytics in retail cloud environments. Engineering Science & Technology Journal, 5(11), pp.3180-3192.

[16] Akerele, J.I., Uzoka, A., Ojukwu, P.U. and Olamijuwon, O.J., 2024. Data management solutions for real-time analytics in retail cloud environments. Engineering Science & Technology Journal, 5(11), pp.3180-3192.

[17] Akomolafe, O.O., Olorunsogo, T., Anyanwu, E.C., Osasona, F., Ogugua, J.O. and Daraojimba, O.H., 2024. Air quality and public health: A review of urban pollution sources and mitigation measures. Engineering Science & Technology Journal, 5(2), pp.259-271.

[18] Alemede, V., Nwankwo, E.I., Igwama, G.T., Olaboye, J.A. and Anyanwu, E.C., 2024. Designing state-level policies to support independent pharmacies in providing specialty care services in rural regions. Magna Scientia Advanced Biology and Pharmacy, 13(1), pp.19-29.

[19] Alemede, V., Nwankwo, E.I., Igwama, G.T., Olaboye, J.A. and Anyanwu, E.C., 2024. Impact of 340B drug pricing program on specialty medication access: A policy analysis and future directions. Magna Scientia Advanced Biology and Pharmacy, 13(1), pp.10-18.

[20] Alli, O.I. and Dada, S.A., 2024. Global advances in tobacco control policies: A review of evidence, implementation models, and public health outcomes.

[21] Alozie, C.E., Collins, A., Abieba, O.A., Akerele, J.I. and Ajayi, O.O., 2024. International Journal of Management and Organizational Research.

[22] Atandero, M.O., Fasipe, O.J., Famakin, S.M. and Ogunboye, I., (2024). A cross-sectional survey of comorbidity profile among adult Human Immunodeficiency Virus-infected patients attending a Nigeria medical university teaching hospital campus located in Akure, Ondo State. Archives of Medicine and Health Sciences, [online] Available at: https://doi.org/10.4103/amhs.amhs_94_24.

[23] Ayanbode, N., Abieba, O.A., Chukwurah, N., Ajayi, O.O. and Ifesinachi, A., 2024. Human Factors in Fintech Cybersecurity: Addressing Insider Threats and Behavioral Risks.

[24] Babatunde, G.O., AMOO, O.O., IKE, C.C. and IGE, A.B., 2022. A Penetration Testing and Security Controls Framework to Mitigate Cybersecurity Gaps in North American Enterprises.

[25] Balogun, O.D., Mustapha, A.Y., Tomoh, B.O., Soyege, O.S., Nwokedi, C.N., Mbata, A.O. & Iguma, D.R. (2024). Patient-Centered Care Models: A Review of Their Influence on Healthcare Management Practices. Journal of Frontiers in Multidisciplinary Research, 5(2), pp.28-35. doi: https://doi.org/10.54660/.IJFMR.2024.5.2.28-35

[26] Chintoh, G.A., Segun-Falade, O.D., Odionu, C.S. and Ekeh, A.H., 2024. Challenges and conceptualizing ai-powered privacy risk assessments: Legal models for US data protection compliance.

[27] Chukwurah, N., Adebayo, A.S. and Ajayi, O.O., 2024. Sim-to-Real Transfer in Robotics: Addressing the Gap between Simulation and Real-World Performance.

[28] Chukwurah, N., Ige, A.B., Idemudia, C. and Eyieyien, O.G., 2024. Integrating agile methodologies into data governance: Achieving flexibility and control simultaneously. Open Access Research Journal of Multidisciplinary Studies, 8(01), pp.045-056.

[29] Ezeigweneme, C.A., Umoh, A.A., Ilojianya, V.I. and Adegbite, A.O., 2024. Review of telecommunication regulation and policy: comparative analysis USA and Africa. Computer Science & IT Research Journal, 5(1), pp.81-99.

[30] Fasipe, O.J. & Ogunboye, I., (2024). Elucidating and unravelling the novel antidepressant mechanism of action for atypical antipsychotics: repurposing the atypical antipsychotics for more comprehensive therapeutic usage. RPS Pharmacy and Pharmacology Reports, 3(3), p. rqae017. Available at: https://doi.org/10.1093/rpsppr/rqae017

[31] Hassan, Y.G., Collins, A., Babatunde, G.O., Alabi, A.A. and Mustapha, S.D., 2024. Secure smart home IoT ecosystem for public safety and privacy protection. International Journal of Multidisciplinary Research and Growth Evaluation, 5(1), pp.1151-1157.

[32] Ige, A.B., Kupa, E. and Ilori, O., 2024. Best practices in cybersecurity for green building management systems: Protecting sustainable infrastructure from cyber threats. International Journal of Science and Research Archive, 12(1), pp.2960-2977.

[33] Kelvin-Agwu, M.C., Adelodun, M.O., Igwama, G.T. and Anyanwu, E.C., 2024. Advancements in biomedical device implants: A comprehensive review of current technologies. Int. J. Front. Med. Surg. Res, 6, pp.19-28.

[34] Kokogho, E., Odio, P.E., Ogunsola, O.Y. and Nwaozomudoh, M.O., 2024. Transforming Public Sector Accountability: The Critical Role of Integrated Financial and Inventory Management Systems in Ensuring Transparency and Efficiency.

[35] Majebi, N.L., Adelodun, M.O. and Chinyere, E., 2024. Community-Based Interventions to Prevent Child Abuse and Neglect: A Policy Perspective.

[36] Matthew, K.A., Getz, K.R., Jeon, M.S., Luo, C., Luo, J. and Toriola, A.T., 2024. Associations of vitamins and related cofactor metabolites with mammographic breast density in premenopausal women. The Journal of Nutrition, 154(2), pp.424-434.

[37] Mbata, A.O., Ogbewele, E.G. and Nwosu, N.T., 2024. Innovative healthcare solutions for resource-limited settings expanding pharmaceutical care to remote populations. International Journal of Frontiers in Medicine and Surgery Research, 6(02), pp.029-037.

[38] Mbata, A.O., Soyege, O.S., Nwokedi, C.N., Tomoh, B.O., Mustapha, A.Y., Balogun, O.D., Forkuo, A.Y. & Iguma, D.R. (2024). Preventative Medicine and Chronic Disease Management: Reducing Healthcare Costs and Improving Long-Term Public Health. International Journal of Multidisciplinary Research and Growth Evaluation, 5(6), pp.1584-1600. doi: https://doi.org/10.54660/.IJMRGE.2024.5.6.1584-1600

[39] Nwokedi, C.N., Soyege, O.S., Balogun, O.D., Mustapha, A.Y., Tomoh, B.O., Mbata, A.O. & Iguma, D.R. (2024). Virtual Reality (VR) and Augmented Reality (AR) in Medicine: A Review of Clinical Applications. International Journal of Scientific Research in Science, Engineering and Technology, 11(6), pp.438-449. doi: https://doi.org/10.32628/IJSERSET242435

[40] Odionu, C.S., Adepoju, P.A., Ikwuanusi, U.F., Azubuike, C. and Sule, A.K., 2024. The role of enterprise architecture in enhancing digital integration and security in higher education. International Journal of Engineering Research and Development, 20(12), pp.392-398.

[41] Ogbonna, P.C., Oparaocha, E.T., Anyanwu, E.C. and Innocent, D.C., 2024. Physico-chemical analysis of hospital water in selected secondary health facilities in Bayelsa state.

[42] Ogunboye, I., Momah, R., Myla, A., Davis, A. and Adebayo, S. (2024) ‘HIV screening uptake and disparities across socio-demographic characteristics among Mississippi adults: Behavioral Risk Factor Surveillance System (BRFSS), 2022’, HPHR, 88. Available at: https://doi.org/10.54111/0001/JJJJ3.

[43] Ogunboye, I., Zhang, Z. & Hollins, A., (2024). The predictive socio-demographic factors for HIV testing among the adult population in Mississippi. HPHR, 88. Available at: https://doi.org/10.54111/0001/JJJJ1.

[44] Ogundairo, O., Ayo-Farai, O., Maduka, C.P., Okongwu, C.C., Babarinde, A.O. and Sodamade, O.T., 2024. Review on MALDI Imaging for Direct Tissue Imaging and its Application in Pharmaceutical Research. International Journal of Research and Scientific Innovation, 10(12), pp.130-141.

[45] Olorunsogo, T.O., Balogun, O.D., Ayo-Farai, O., Ogundairo, O., Maduka, C.P., Okongwu, C.C. and Onwumere, C., 2024. Reviewing the evolution of US telemedicine post-pandemic by analyzing its growth, acceptability, and challenges in remote healthcare delivery during Global Health Crises. World Journal of Biology Pharmacy and Health Sciences, 17(1), pp.75-90.

[46] Olorunsogo, T.O., Balogun, O.D., Ayo-Farai, O., Ogundairo, O., Maduka, C.P., Okongwu, C.C. and Onwumere, C., 2024. Mental health and social media in the US: a review: investigating the potential links between online platforms and mental well-being among different age groups. World J. Advanced Res. Rev, 21, pp.321-334.

[47] Olorunsogo, T.O., Balogun, O.D., Ayo-Farai, O., Ogundairo, O., Maduka, C.P., Okongwu, C.C. and Onwumere, C., 2024. Bioinformatics and personalized medicine in the US: A comprehensive review: Scrutinizing the advancements in genomics and their potential to revolutionize healthcare delivery. World Journal of Advanced Research and Reviews, 21(1), pp.335-351.

[48] Olorunsogo, T.O., Ogugua, J.O., Muonde, M., Maduka, C.P. and Omotayo, O., 2024. Environmental factors in public health: A review of global challenges and solutions. World Journal of Advanced Research and Reviews, 21(1), pp.1453-1466.

[49] Oluokun, O.A., Akinsooto, O., Ogundipe, O.B. and Ikemba, S., 2024. Optimizing Demand Side Management (DSM) in industrial sectors: A policy-driven approach.

[50] Omaghomi, T.T., Elufioye, O.A., Akomolafe, O., Anyanwu, E.C. and Odilibe, I.P., 2024. A comprehensive review of telemedicine technologies: past, present, and future prospects. International Medical Science Research Journal, 4(2), pp.183-193.

[51] Onyebuchi, U., Onyedikachi, O.K. and Emuobosa, E.A., 2024. Conceptual framework for data-driven reservoir characterization: Integrating machine learning in petrophysical analysis. Compr Res Rev Multidiscip Stud, 2(2), pp.1-13.

[52] Osundare, O.S. and Ige, A.B., 2024. Optimizing network performance in large financial enterprises using BGP and VRF-lite. International Journal of Scholarly Research in Science and Technology, 5(1).

[53] Osundare, O.S. and Ige, A.B., 2024. Transforming financial data centers for Fintech: Implementing Cisco ACI in modern infrastructure. Computer Science & IT Research Journal, 5(8), pp.1806-1816.

[54] Oyedokun, O., Ewim, S.E. and Oyeyemi, O.P., 2024. Leveraging advanced financial analytics for predictive risk management and strategic decision-making in global markets. Global Journal of Research in Multidisciplinary Studies, 2(02), pp.016-026.

[55] Sam-Bulya, N.J., Mbanefo, J.V., Ewim, C.P.M. and Ofodile, O.C., 2024. Ensuring privacy and security in sustainable supply chains through distributed ledger technologies. International Journal of Engineering Research and Development, 20(11), pp.691-702.

[56] Soyege, O.S., Nwokedi, C.N., Tomoh, B.O., Mustapha, A.Y., Mbata, A.O., Balogun, O.D. & Forkuo, A.Y. (2024). Comprehensive Review of Healthcare Innovations in Enhancing Patient Outcomes through Advanced Pharmacy Practices. International Journal of Scientific Research in Science, Engineering and Technology, 11(6), pp.425-437. doi: https://doi.org/10.32628/IJSERSET242434

[57] Temedie-Asogwa, T., Atta, J.A., Al Zoubi, M.A.M. and Amafah, J., 2024. Economic Impact of Early Detection Programs for Cardiovascular Disease.

[58] Tomoh, B.O., Soyege, O.S., Nwokedi, C.N., Mustapha, A.Y., Mbata, A.O., Balogun, O.D. & Iguma, D.R. (2024). Innovative Programs for Community Health: A Model for Addressing Healthcare Needs Through Collaborative Relationships. International Journal of Multidisciplinary Research and Growth Evaluation, 5(6), pp.1267-1273. doi: https://doi.org/10.54660/.IJMRGE.2024.5.6.1267-1273.

[59] Udegbe, F.C., Nwankwo, E.I., Igwama, G.T. and Olaboye, J.A., 2024. Integration of blockchain technology in biomedical diagnostics: Ensuring data security and privacy in infectious disease surveillance. Engineering Science & Technology Journal, 3(2).

[60] Uzoka, A., Cadet, E. and Ojukwu, P.U., 2024. The role of telecommunications in enabling Internet of Things (IoT) connectivity and applications. Comprehensive Research and Reviews in Science and Technology, 2(02), pp.055-073.

@article{1706043,
      author = {Bamidele Samuel Adelusi, Damilola Osamika, MariaTheresa Chinyeaka Kelvin-Agwu, Ashiata Yetunde Mustapha, Nura Ikhalea},
      title = {A Data-Driven Framework for Early Detection and Prevention of Non-Communicable Diseases in Healthcare Systems},
      journal = {Iconic Research And Engineering Journals},
      year = {2024},
      volume = {8},
      number = {1},
      pages = {700-712},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1706043.pdf},
      abstract = {Non-Communicable Diseases (NCDs), such as cardiovascular diseases, diabetes, chronic respiratory diseases, and cancer, pose a significant global health challenge, accounting for the majority of deaths worldwide. Early detection and prevention are critical to reducing the burden of NCDs, improving patient outcomes, and optimizing healthcare resources. A data-driven framework leveraging advanced technologies, including Electronic Health Records (EHRs), wearable sensors, genomic data, and environmental factors, can enhance predictive capabilities for early intervention. Machine learning (ML) and artificial intelligence (AI) play a pivotal role in analyzing large-scale, multi-source health data to identify patterns, assess risk factors, and develop personalized prevention strategies. Supervised learning models, deep learning techniques, and federated learning approaches enable robust prediction and decision-making while ensuring data privacy and security. Integration with telemedicine and remote monitoring further strengthens continuous patient tracking and proactive care. Despite the promise of AI-driven healthcare, several challenges remain, including data privacy and regulatory compliance (HIPAA, GDPR), standardization of health data, clinician trust in AI-based decisions, and computational scalability. Addressing these limitations through advancements in Explainable AI (XAI), blockchain for secure data exchange, and real-time analytics can improve AI adoption in clinical settings. This presents a comprehensive framework for implementing data-driven methodologies to enhance early detection and prevention of NCDs. By leveraging AI, multi-modal data fusion, and innovative healthcare technologies, this framework can support clinicians in making informed decisions, enable personalized preventive interventions, and reduce the global burden of NCDs. Future research should focus on improving AI transparency, ensuring ethical data usage, and developing policy frameworks for large-scale adoption of AI-driven NCD prevention strategies in healthcare systems.},
      keywords = {Data-driven, Early detection, Non-communicable diseases, Healthcare systems},
      month = {July},
  }