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Authors
Lu, Xiaolei
Miller, Michael
Pearce, Alex K.
Gupta, Preeti
Pham, Thaidan T.
Ford, James
Malhotra, Atul
Nemati, Shamim
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Funding
Funding for this research was provided by:
National Heart, Lung, and Blood Institute (R01HL157985)
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Article History
Received: 28 July 2025
Accepted: 20 October 2025
First Online: 14 November 2025
Declarations
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: Ethics approval was obtained from the University of California San Diego Institutional Review Board (UC San Diego IRB Protocol \#800258 (“VentNet: A Real-Time Multimodal Data Integration Model for Prediction of Respiratory Failure in Patients with COVID-19”)).
: Not applicable.
: The authors declare no competing interests.
