Gajic et al developed a model for predicting an adverse outcome in patients with acute lung injury. This can help identify a patient who may require more aggressive management based on parameters measured soon after admission to the Intensive Care Unit (ICU). The authors are from the Second International Study of Mechanical Ventilation and ARDS-net Investigators from the United States and Europe.