Respiratory Failure

Continuously predicting the risk of respiratory failure in patients over the next 12 hours is a critical task. Respiratory failure refers to a condition where the lungs are unable to provide sufficient oxygen or remove enough carbon dioxide, leading to impaired bodily functions. The goal of this task is to identify potential risks of respiratory failure early by real-time monitoring of physiological parameters, thereby providing important evidence for clinical decision-making, improving rescue efficiency, and patient outcomes.