Are the complications a result of being transferred to ICU or an artifact of the underlying reason for transfer?
Nice modeling strategy
Seems like it doesn't quite tackle the more important question. Who should be transferred to ICU, rather than who was transferred to ICU? The target variable is still based on actual transfers based on the old model.