Prospective, multicenter validation of the deep learning-based cardiac arrest risk management system for predicting in-hospital cardiac arrest or unplanned intensive care unit transfer in patients admitted to general wards

Jones DA(2011)Rapid-response teams N Engl J Med 365 139-146

DeVita MA(2006)Findings of the first consensus conference on medical emergency teams Crit Care Med 34 2463-2478

Bellomo R(2010)‘Identifying the hospitalised patient in crisis’–A consensus conference on the afferent limb of rapid response systems Resuscitation 81 375-382

Devita MA(2008)A review, and performance evaluation, of single-parameter “track and trigger” systems Resuscitation 79 11-21

Bellomo R(2008)Review and performance evaluation of aggregate weighted “track and trigger” systems Resuscitation 77 170-179

Hillman K(2020)Comparison of early warning scoring systems for hospitalized patients with and without infection at risk for in-hospital mortality and transfer to the Intensive Care Unit JAMA Netw Open 3 78-85

Kellum J(2021)A multicentre validation study of the deep learning-based early warning score for predicting in-hospital cardiac arrest in patients admitted to general wards Resuscitation 163 1200-1210

Rotondi A(2019)In-hospital cardiac arrest: a review JAMA 321 21-27

Teres D(2016)Unplanned ICU transfers from inpatient units: examining the prevalence and preventability of adverse events associated with ICU transfer in pediatrics J Pediatr Intensive Care 5 68-72

DeVita MA(2011)Unplanned transfers to a medical intensive care unit: Causes and relationship to preventable errors in care J Hosp Med 6 122-131

Jones DA(2011)Rapid-response teams N Engl J Med 365 139-146

DeVita MA(2006)Findings of the first consensus conference on medical emergency teams Crit Care Med 34 2463-2478

Bellomo R(2010)‘Identifying the hospitalised patient in crisis’–A consensus conference on the afferent limb of rapid response systems Resuscitation 81 375-382

Devita MA(2008)A review, and performance evaluation, of single-parameter “track and trigger” systems Resuscitation 79 11-21

Bellomo R(2008)Review and performance evaluation of aggregate weighted “track and trigger” systems Resuscitation 77 170-179

Hillman K(2020)Comparison of early warning scoring systems for hospitalized patients with and without infection at risk for in-hospital mortality and transfer to the Intensive Care Unit JAMA Netw Open 3 78-85

Kellum J(2021)A multicentre validation study of the deep learning-based early warning score for predicting in-hospital cardiac arrest in patients admitted to general wards Resuscitation 163 1200-1210

Rotondi A(2019)In-hospital cardiac arrest: a review JAMA 321 21-27

Teres D(2016)Unplanned ICU transfers from inpatient units: examining the prevalence and preventability of adverse events associated with ICU transfer in pediatrics J Pediatr Intensive Care 5 68-72

DeVita MA(2011)Unplanned transfers to a medical intensive care unit: Causes and relationship to preventable errors in care J Hosp Med 6 122-131