Figure 1.

Illustration of the data flow model for artificial intelligence–assisted prediction. Our deep learning model was developed in two stages to ensure robust performance: (1) backbone training and (2) model training. ARDS: acute respiratory distress syndrome. Conv2D: Convolution 2D.