 Machine learning classifiers to predict mechanical ventilation requirement and mortality were trained and evaluated on 353 baseline CXRstaken from COVID-19 positive patients .
<clarity>  Machine learning classifiers to predict mechanical ventilation requirement and mortality were trained and evaluated on 353 baseline CXRstaken from COVID-19 positive patients .
 Machine learning classifiers to predict mechanical ventilation requirement and mortality were trained and evaluated using patient CXRs .