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Authors
Islayem, Ruba
Gebreab, Senay
AlKhader, Walaa
Musamih, Ahmad
Salah, Khaled
Jayaraman, Raja
Khan, Muhammad Khurram
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Funding
Funding for this research was provided by:
Khalifa University of Science, Technology and Research (RIG- 2023-049)
Khalifa University of Science, Technology and Research (RIG- 2023-049)
Khalifa University of Science, Technology and Research (RIG- 2023-049)
Khalifa University of Science, Technology and Research (RIG- 2023-049)
Khalifa University of Science, Technology and Research (RIG- 2023-049)
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Article History
Received: 1 June 2025
Accepted: 11 August 2025
First Online: 13 August 2025
Declarations
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: The authors declare no competing interests.
: This manuscript includes analysis of a publicly available clinical dataset (COVID-19 ICU dataset from Kaggle). The dataset is fully anonymized and does not contain any personally identifiable or protected health information. No permission or approval from an Ethics Committee was required.
