Appropriate machine learning algorithms with carefully selected features and balanced data can accurately predict mortality, ICU requirement, and ventilation support for COVID-19 patients.
Deep learning models, particularly deep neural decision forests, can effectively predict COVID-19 patient recovery or death, with clinical assessments demonstrating greater reliability than RT-PCR testing in this context.