Comprehensive insights into COVID-19: advanced technologies for multi-dimensional understanding and combating the pandemic

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Authors: Hossam Magdy Balaha, Francesca Ferretti, Ahmed Alksas, Ahmed Aboudessouki, Mohamed T. Azam, Mohamed Khudri, Israa Sharaby, Walid Mohamed, Mostafa Abdelrahim, Magdy Hassan Balaha
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Abstract

The emergence of the novel coronavirus disease (COVID-19) has presented unprecedented challenges to global healthcare systems, necessitating rapid advancements in diagnostic and therapeutic approaches. This comprehensive review examines the multifaceted role of artificial intelligence (AI) and advanced imaging technologies in addressing the complexities of the pandemic. This chapter demonstrates that AI-driven frameworks, particularly those utilizing deep learning architectures and genetic algorithms, have achieved remarkable accuracy in diagnosing COVID-19 from medical images, with sensitivity rates exceeding 95% in some implementations. These systems have proven invaluable in early detection, disease progression monitoring, and resource allocation optimization across healthcare facilities. Advanced imaging modalities, especially chest CT scans, have emerged as crucial diagnostic tools, revealing characteristic pulmonary manifestations even before laboratory confirmation of infection. The integration of AI with radiomics has further enhanced our understanding of disease mechanisms and treatment responses, enabling personalized medicine approaches. Furthermore, the study highlights significant developments in vaccine technology and therapeutic interventions, while addressing persistent challenges such as equitable access to medical resources and AI system explainability. The findings underscore the critical importance of international collaboration, robust data-sharing protocols, and investment in healthcare infrastructure to enhance preparedness for future pandemics. This comprehensive analysis provides valuable insights into the complex interplay between viral pathogenesis, host immune response, and technological innovations in managing respiratory virus infections, offering a foundation for improved pandemic preparedness strategies and innovative diagnostic tools development.

Fields of Study & Subjects

COVID-19 diagnosis using AI Artificial Intelligence in Healthcare and Education COVID-19 Clinical Research Studies

Publication details

Journal / source
Institute of Physics eBooks
Pages
8–1
Publication date
1 March 2026
Language
EN
Document type
Book chapter