Before revision:  Machine learning classifiers to predict mechanical ventilation requirement and mortality were trained and evaluated on 353 baseline CXRstaken from COVID-19 positive patients .
After revision:  Machine learning classifiers to predict mechanical ventilation requirement and mortality were trained and evaluated using patient CXRs .