Background: The use of early warning systems (EWS) to augment clinical care is of increasing interest with recent publications showing EWS algorithm alerts coupled with clinical response actions to have significant morbidity and mortality benefit.1 At Stanford Hospital we are developing an alert and response EWS using a machine learning (ML) model predicting clinical deterioration [...]