Machine learning models compared with current clinical indices to predict the outcome of high flow nasal cannula therapy in acute hypoxemic respiratory failure.

S3 , S4 , and S5 ) illustrates that the model is well calibrated as evidenced by a clear trend of increasing HFNC failure rates corresponding with higher predicted risk across stratified patient groups.

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