BCHE and acute respiratory distress syndrome: Apart from the requirement for various factors like antithrombin III, cholinesterase, AST, and others to predict an individual's progression group, our RF classifiers suggest that, upon admission, it may be possible to predict the clinical outcome of patients hospitalized with ALI by determining which of the stratified groups a patient belongs to.