Clinical Trial: Machine Learning Prediction of Mortality After Prone Positioning in ARDS

U.S., March 4 -- ClinicalTrials.gov registry received information related to the study (NCT07445061) titled 'Machine Learning Prediction of Mortality After Prone Positioning in ARDS' on Feb. 24.

Brief Summary: Acute respiratory distress syndrome (ARDS) is a life-threatening condition with high mortality. Prone position ventilation (PPV) is an evidence-based therapy that improves oxygenation and survival in patients with moderate to severe ARDS; however, outcomes remain heterogeneous. Early identification of patients at high risk of mortality after PPV may improve clinical decision-making and individualized management.

This retrospective observational study aims to develop and validate a machine learning model to predict intensive care uni...