Machine learning insights into HIV outbreak predictions in Sub-Saharan Africa DOI Creative Commons

Charles Chukwudalu Ebulue,

Ogochukwu Virginia Ekkeh,

Ogochukwu Roseline Ebulue

и другие.

International Medical Science Research Journal, Год журнала: 2024, Номер 4(5), С. 558 - 578

Опубликована: Май 5, 2024

Predicting and preventing HIV outbreaks in Sub-Saharan Africa, a region disproportionately affected by the epidemic remains significant challenge. This review explores effectiveness challenges of using machine learning (ML) for forecasting spread high-risk areas. ML models have shown promise identifying patterns trends data, enabling more accurate predictions targeted interventions. insights into outbreak leverage various data sources, including demographic, epidemiological, behavioural data. By analysing these algorithms can identify populations geographical areas susceptible to transmission. information is crucial public health authorities allocate resources efficiently implement preventive measures effectively. Despite potential benefits, several exist predictions. These include quality issues, such as incomplete or inaccurate which affect reliability Additionally, complexity transmission dynamics need real-time pose models. To address challenges, researchers practitioners are exploring innovative approaches, integrating multiple sources advanced techniques. Collaborations between researchers, officials, technology experts also developing robust In conclusion, while offers valuable addressing model essential its effective use. overcoming has significantly improve prevention efforts ultimately reduce burden region. Keywords: Machine Learning, AI, Outbreaks: Predictions, Insights.

Язык: Английский

AI-enhanced healthcare management during natural disasters: conceptual insights DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

Engineering Science & Technology Journal, Год журнала: 2024, Номер 5(5), С. 1794 - 1816

Опубликована: Май 21, 2024

Natural disasters often lead to significant disruptions in healthcare delivery, exacerbating the already formidable challenges faced by systems. Leveraging artificial intelligence (AI) offers a promising approach mitigate these and enhance management during after natural disasters. This conceptual paper aims propose framework for integration of AI into disaster response efforts, with focus on optimizing resource allocation, improving patient triage, enhancing overall system resilience. Through comprehensive review existing literature, this identifies gaps current practices explores potential address shortcomings. By analyzing case studies examples from previous disasters, highlights transformative impact that technologies such as predictive analytics, machine learning, robotics can have delivery crisis situations. The objectives are twofold: define strategic incorporating protocols outline expected outcomes implementing framework. Expected benefits include expedited triage processes, more accurate improved communication systems, ultimately leading better enhanced efficiency. proposed emphasizes importance interdisciplinary collaboration between professionals, technologists, policymakers, experts. It also addresses ethical considerations associated implementation settings. In conclusion, underscores critical role bolstering capabilities leveraging technologies, systems become adaptive, responsive, resilient face unforeseen challenges, saving lives minimizing communities. Keywords: AI-Enhanced Healthcare Management, Disasters, Conceptual Insights.

Язык: Английский

Процитировано

23

Public-private partnerships in health sector innovation: Lessons from around the world DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

Magna Scientia Advanced Biology and Pharmacy, Год журнала: 2024, Номер 12(1), С. 045 - 059

Опубликована: Май 29, 2024

Public-Private Partnerships (PPPs) have emerged as a crucial mechanism for fostering innovation in the health sector globally. This review encapsulates lessons learned from diverse PPP models worldwide, highlighting their significance and impact. PPPs healthcare entail collaboration between governmental bodies, private enterprises, sometimes non-profit organizations to address challenges, such limited resources, expertise, infrastructure, while leveraging strengths of each sector. The success relies on effective governance structures, clear objectives, mutual accountability. One notable example is United Kingdom's NHS Innovation Accelerator, which partners with industry leaders fast-track adoption innovative technologies within National Health Service (NHS). Through this initiative, pioneering solutions, ranging digital platforms medical devices, been implemented, enhancing patient care operational efficiency. Similarly, low-resource settings like sub-Saharan Africa, played pivotal role improving access essential services. Projects Medicines Malaria Venture (MMV) collaborate pharmaceutical companies, governments, research institutions develop affordable antimalarial drugs tailored region's needs. In realm development, partnerships Coalition Epidemic Preparedness Innovations (CEPI) demonstrated power international addressing global threats. CEPI brings together philanthropic organizations, expedite development vaccines against emerging infectious diseases, witnessed during COVID-19 pandemic. However, challenges persist implementation, including complex regulatory frameworks, funding uncertainties, divergent interests among stakeholders. Lessons successful underscore importance transparent communication, stakeholder engagement, sustained political commitment. conclusion, represent dynamic avenue catalyzing driving transformative change. By drawing insights experiences policymakers practitioners can refine existing frameworks foster sustainable tackle evolving effectively.

Язык: Английский

Процитировано

22

Leveraging data analytics and IoT technologies for enhancing oral health programs in schools DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

International Journal of Applied Research in Social Sciences, Год журнала: 2024, Номер 6(5), С. 1005 - 1036

Опубликована: Май 21, 2024

This paper explores the potential of leveraging data analytics and IoT technologies to enhance oral health programs in schools. By analyzing generated from devices such as smart toothbrushes trackers, schools can implement targeted interventions, promote better hygiene practices, prevent dental issues among students. comprehensive approach not only improves outcomes but also contributes overall student academic success. In recent years, integration Internet Things (IoT) has brought about significant transformations across multiple industries, with healthcare being a prominent example. Oral health, fundamental aspect well-being, stands benefit greatly these advancements. delves into harnessing elevate within educational institutions, particularly tapping wealth by devise foster improved preemptively address their yields tangible improvements holds promise enhancing bolstering revolutionized various sectors become driving force reshaping practices. Amidst advancements, often overlooked yet crucial emerges domain ripe for transformation. embarks on an exploration how amalgamation invigorate settings, delving vast pool strategically design interventions tailored individual needs, adoption superior proactively mitigate body. Keywords: Data Analytics, (IoT), Health, Schools, Dental Hygiene, Student Preventive Care.

Язык: Английский

Процитировано

21

A review of the challenges and opportunities in implementing health informatics in rural healthcare settings DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

International Medical Science Research Journal, Год журнала: 2024, Номер 4(5), С. 606 - 631

Опубликована: Май 21, 2024

This paper reviews the challenges and opportunities associated with implementing health informatics in rural healthcare settings. It examines unique barriers communities face, such as infrastructure limitations, workforce shortages, financial constraints, which can impede adoption utilization of solutions. However, it also explores promising afforded by informatics, including telemedicine, electronic records (EHRs), mobile technologies, to overcome these improve access, quality, efficiency areas. By addressing leveraging presented stakeholders work towards achieving equitable outcomes for populations. Health holds immense potential revolutionize delivery, particularly settings where access quality care is often limited limited. Telemedicine, instance, enables remote consultations diagnostic services, breaking down geographic providing patients specialists expertise they may not have locally. Electronic Records (EHRs) streamline administrative processes, coordination, enhance patient safety ensuring that vital information readily accessible providers regardless location. Mobile smartp hone apps wearable devices, empower residents monitor their health, track chronic conditions, engage self-management activities from comfort homes.By embracing innovations overcoming challenges, significantly efficiency. Additionally, help address shortages enabling deliver more effective integrated care, even Ultimately, harnessing while healthcare, Keywords: Informatics, Rural Healthcare, (EHRS), Health, Challenges.

Язык: Английский

Процитировано

21

Mental health management in healthcare organizations: Challenges and strategies - a review DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

International Medical Science Research Journal, Год журнала: 2024, Номер 4(5), С. 585 - 605

Опубликована: Май 21, 2024

This research delves into the nuanced realm of mental health management within healthcare organizations, addressing challenges and unveiling transformative strategies. The study underscores critical importance integrating broader policies by examining multifaceted role training, education, technology, interdisciplinary collaboration. Successful training initiatives empower professionals, reduce stigma, enhance collaboration, contributing to a health-literate workforce. Technology, including telehealth innovative solutions, acts as catalyst, overcoming barriers ushering in new era accessibility. Interdisciplinary collaboration fosters holistic care, while future direction involves comprehensive research, policy integration, technological innovation. In conclusion, proactive inclusive approach is crucial for shaping ecosystem where thrives central patient care. Keywords: Mental Health Management, Healthcare Organizations, Training Education, Policy Integration.

Язык: Английский

Процитировано

20

Supply chain integrating sustainability and ethics: Strategies for modern supply chain management DOI Creative Commons

Oluwafunmilayo Janet Esan,

Funmilayo Aribidesi Ajayi,

Olufunke Olawale

и другие.

World Journal of Advanced Research and Reviews, Год журнала: 2024, Номер 22(1), С. 1930 - 1953

Опубликована: Апрель 30, 2024

This review paper explores the integration of sustainability and ethics in modern supply chain management, emphasizing need for organizations to align their operations with environmental social responsibilities. The objective is synthesize existing research practices propose a comprehensive strategy sustainable ethical management. employs systematic literature review, analyzing over 150 peer-reviewed articles industry reports assess evolution within chains. focuses on identifying core themes, challenges, successful documented body knowledge. Key findings indicate that hinges organizational commitment, regulatory compliance, stakeholder involvement. identifies transparency, traceability, collaboration as pivotal elements drive practices. Furthermore, it discusses role technological advancements such block AI enhancing these conclusion posits integrating not only mitigates risks enhances compliance but also provides competitive advantages terms innovation market positioning. recommends strategic framework includes policy development, training programs, technology adoption foster culture sustainability. By providing current methodologies outcomes, this contributes discourse improving through practices, offering valuable insights academics practitioners alike.

Язык: Английский

Процитировано

19

Managing global supply chain teams: human resource strategies for effective collaboration and performance DOI Creative Commons

Oluwafunmilayo Janet Esan,

Funmilayo Aribidesi Ajayi,

Olufunke Olawale

и другие.

GSC Advanced Research and Reviews, Год журнала: 2024, Номер 19(2), С. 013 - 031

Опубликована: Май 6, 2024

This study examines the role of human resource (HR) strategies in enhancing collaboration and performance within global supply chains, an area increasing importance context globalized business operations. The primary objective is to identify analyze current trends HR practices that contribute effective chain management, focusing on adaptability, technological integration, sustainability, ethical practices. Employing a systematic literature review content analysis as its methodology, draws academic journals, conference proceedings, industry reports from databases such Scopus, Web Science, Google Scholar. Key findings reveal adaptability flexible work arrangements, supported by digital technologies, are essential for operational resilience employee engagement. integration sustainability considerations into identified crucial maintaining competitive advantage ensuring regulatory compliance. Furthermore, development cultural intelligence inclusive leadership teams highlighted vital fostering across diverse landscapes. concludes strategic management plays pivotal navigating challenges leveraging opportunities chains. Recommendations practitioners emphasize continuous learning, embracing transformation, integrating also outlines areas further research, including impact emerging technologies long-term effects sustainable organizational performance. research contributes valuable insights optimizing enhance

Язык: Английский

Процитировано

16

Promoting health and educational equity: Cross-disciplinary strategies for enhancing public health and educational outcomes DOI Creative Commons

Samira Abdul,

Ehizogie Paul Adeghe,

Bisola Oluwafadekemi Adegoke

и другие.

World Journal of Biology Pharmacy and Health Sciences, Год журнала: 2024, Номер 18(2), С. 416 - 433

Опубликована: Май 29, 2024

Promoting health and educational equity is a multifaceted challenge that requires cross-disciplinary strategies collaborative efforts. This review explores various approaches aimed at enhancing public outcomes through integration synergy between education disciplines. Addressing disparities crucial for ensuring equitable opportunities all individuals. highlights the importance of interdisciplinary collaboration sectors in tackling complex issues such as socio-economic inequality, access to quality healthcare, attainment. Key include early childhood interventions focus on nutrition, healthcare access, learning programs support cognitive physical development. Additionally, school-based initiatives, including comprehensive wellness mental services, play vital role promoting student well-being academic success. Furthermore, community engagement partnerships schools, providers, local organizations are essential creating supportive environments foster equity. By working together, stakeholders can address underlying social determinants disparities, poverty, discrimination, inadequate resources. underscores evidence-based practices, data-driven decision-making, policy advocacy drive systemic change improve underserved populations. adopting leveraging collective expertise, we create healthier, more communities where everyone has opportunity thrive.

Язык: Английский

Процитировано

16

The public health benefits of implementing environmental policies: A comprehensive review of recent studies DOI Creative Commons

Uwaga Monica Adanma,

Emmanuel Olurotimi Ogunbiyi

International Journal of Applied Research in Social Sciences, Год журнала: 2024, Номер 6(5), С. 978 - 1004

Опубликована: Май 21, 2024

This comprehensive review explores the public health benefits of implementing environmental policies, focusing on recent studies from 2018 to 2024. The study aimed systematically and analyze impact regulations outcomes, identifying key benefits, challenges, future directions. Utilizing a systematic literature content analysis methodology, research involved detailed examination peer-reviewed articles reports academic databases reputable organizations. inclusion criteria targeted explicitly evaluating policies health, published in English within specified timeframe. Key findings reveal significant associated with particularly those targeting air water quality improvements. These have led notable reductions morbidity mortality rates pollution-related diseases. also highlights critical role governance regulatory frameworks facilitating effective policy implementation stakeholder engagement. However, challenges such as evolving nature threats complexity interests pose obstacles effectiveness. concludes strategic recommendations for policymakers practitioners, emphasizing need interdisciplinary collaboration, strengthened governance, leveraging technology, community engagement, investment education. Future directions include longitudinal assess long-term impacts, exploration emerging threats, evaluation innovative interventions. underscores importance promoting outlines roadmap policy-making at intersection sustainability health. Keywords: Environmental Policies, Public Health, Governance Regulatory Frameworks, Systematic Literature Review.

Язык: Английский

Процитировано

13

Developing predictive models for HIV Drug resistance: A genomic and AI approach DOI Creative Commons

Charles Chukwudalu Ebulue,

Ogochukwu Virginia Ekkeh,

Ogochukwu Roseline Ebulue

и другие.

International Medical Science Research Journal, Год журнала: 2024, Номер 4(5), С. 521 - 543

Опубликована: Май 5, 2024

This paper proposes a novel approach to combating HIV drug resistance through the development of predictive models leveraging genomic data and artificial intelligence (AI). With increasing prevalence drug-resistant strains HIV, there is critical need for innovative strategies predict manage mutations, thereby optimizing treatment outcomes prolonging efficacy antiretroviral therapy (ART). Drawing on advances in genomics AI, this study outlines conceptual framework that can identify potential drug-resistance mutations genomes inform clinical decision-making. The proposed integrates from HIV-infected individuals with AI algorithms capable learning complex patterns within data. By analyzing sequences obtained HIV-positive patients, aim genetic variations associated resistance, likelihood development, guide selection appropriate regimens. holds promise personalized medicine care, enabling clinicians tailor based an individual's profile risk resistance. Key components include preprocessing extract relevant features, model training using machine techniques such as deep ensemble methods, validation performance cross-validation independent testing. Furthermore, integration data, history viral load measurements, enhances accuracy provides valuable insights into response dynamics.The represents paradigm shift offering proactive management surveillance. technologies, healthcare providers anticipate address emerging before they compromise efficacy. Ultimately, implementation improve patient outcomes, reduce transmission strains, advance global fight against HIV/AIDS. Keywords: Developing, Predictive Models, Drug Resistance, Genomic, Approach.

Язык: Английский

Процитировано

2