📚 Research Publications

Published Papers

  • Effects of AI in Medical Diagnosis: A Systematic Review

    This paper explores the integration of AI technologies within medical diagnostic practices, analyzing 15 recent studies on machine learning applications in clinical settings. Results indicate a 23% average improvement in diagnostic accuracy when AI tools augment traditional methods.

    AI/ML Medical Diagnostics Systematic Review
    Published: March 2024 Published
    View Paper
  • Cybersecurity Challenges in Healthcare Information Systems

    A comprehensive analysis of security vulnerabilities in electronic health record (EHR) systems, with particular focus on XSS and SQL injection threats. The paper proposes a novel framework for security assessment in medical software.

    Cybersecurity Healthcare IT XSS
    Published: June 2024 Published
    View Paper

Ongoing Research

  • Innovative AI Tools for Diabetic Retinopathy Detection

    Developing machine learning algorithms to improve diagnostic accuracy in retinal imaging. This research focuses on creating low-resource models that can function effectively in settings with limited computational capabilities, making advanced diagnostics accessible in underserved regions.

    Computer Vision Ophthalmology Low-Resource ML
    Expected completion: December 2025 In Progress
  • Medical Image Classification Using Federated Learning

    Investigating privacy-preserving machine learning techniques for medical image analysis across distributed healthcare facilities. This approach allows model training without centralizing sensitive patient data.

    Federated Learning Privacy Medical Imaging
    Expected completion: August 2025 In Progress

Systematic Reviews

  • Vitamin D's Impact on COVID-19 Outcomes: A Meta-Analysis

    A comprehensive review using PRISMA methodologies analyzing 27 randomized controlled trials to understand Vitamin D's effects on COVID-19 severity and recovery rates. Results suggest a significant protective effect against severe disease progression in patients with adequate Vitamin D levels.

    COVID-19 Vitamin D Meta-Analysis
    Published: April 2024 Published
    View Paper
  • Efficacy of Telemedicine Interventions in Rural Healthcare Settings

    Systematic review of 18 studies examining the effectiveness of telemedicine programs in rural and underserved communities. The analysis reveals significant improvements in access to specialty care but highlights challenges in technology adoption and infrastructure limitations.

    Telemedicine Rural Health Healthcare Access
    Submitted: May 2025 Preprint
    View Preprint

Research Methodologies

Experience with PRISMA, meta-analysis, and systematic review methodologies across various medical research domains.

  • A Guide to Conducting Rigorous Medical Systematic Reviews

    A comprehensive methodological guide for medical students and researchers on implementing PRISMA guidelines, JBI critical appraisal tools, and statistical methods for meta-analysis. Includes practical examples and common pitfalls to avoid.

    PRISMA Research Methods JBI Tools
    Published: January 2025 Published
    View Guide