A Machine Learning Prediction Model of Respiratory Failure Within 48 Hours of Patient Admission for COVID-19: Model Development and Validation

Siavash Bolourani   ¹ , MD ;   Max Brenner   ¹ , MD, PhD ;   Ping Wang   ¹ , MD ;   Thomas McGinn   ¹ , MD, MPH ;   Jamie S Hirsch   ¹ , MD ;   Douglas Barnaby   ^{1 *} , MD ;   Theodoros P Zanos   ^{1 *} , PhD, MSc, BEng ;   Northwell COVID-19 Research Consortium   ^{2 *}

¹ Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States

² See Acknowledgments, Manhasset, NY, United States

*these authors contributed equally