The advanced machine learner XGBoost did not reduce prehospital trauma mistriage compared with logistic regression: a simulation study

Artificial intelligence algorithm to predict the need for critical care in prehospital emergency medical services

(2020) Da-Young Kang et al.   Scandinavian Journal of Trauma Resuscitation & Emergency Medicine

Logistic regression was as good as machine learning for predicting major chronic diseases

(2020) Simon Nusinovici et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

(2019) Evangelia Christodoulou et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Mortality prediction models in the general trauma population: A systematic review

(2017) Leonie de Munter et al.   INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED

Accuracy of prehospital triage protocols in selecting severely injured patients

(2017) Eveline A.J. van Rein et al.   Journal of Trauma and Acute Care Surgery

Machine Learning for Predicting Outcomes in Trauma

(2017) Nehemiah T. Liu et al.   SHOCK

The new trauma score (NTS): a modification of the revised trauma score for better trauma mortality prediction

(2017) Jin Hee Jeong et al.   BMC Surgery

Accuracy of prehospital triage protocols in selecting severely injured patients

(2017) Eveline A.J. van Rein et al.   Journal of Trauma and Acute Care Surgery

Comparison of Mortality and Costs at Trauma and Nontrauma Centers for Minor and Moderately Severe Injuries in California

(2016) Mark S. Zocchi et al.   ANNALS OF EMERGENCY MEDICINE

Traumatic transfers: calibration is adversely affected when prediction models are transferred between trauma care contexts in India and the United States

(2016) Martin Gerdin et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Prospective Validation of the National Field Triage Guidelines for Identifying Seriously Injured Persons

(2016) Craig D. Newgard et al.   JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS

Trauma center care is associated with reduced readmissions after injury

(2016) Kristan Staudenmayer et al.   Journal of Trauma and Acute Care Surgery

Not all prehospital time is equal

(2016) Joshua B. Brown et al.   Journal of Trauma and Acute Care Surgery

Trauma center care is associated with reduced readmissions after injury

(2016) Kristan Staudenmayer et al.   Journal of Trauma and Acute Care Surgery

Not all prehospital time is equal

(2016) Joshua B. Brown et al.   Journal of Trauma and Acute Care Surgery

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

The influence of prehospital time on trauma patients outcome: A systematic review

(2015) A.M.K. Harmsen et al.   INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED

Considerations for a Successful Clinical Decision Support System

(2013) RANIELLE S. CASTILLO et al.   CIN-COMPUTERS INFORMATICS NURSING

Defining geriatric trauma: When does age make a difference?

(2012) Nicholas W. Goodmanson et al.   SURGERY

A Multisite Assessment of the American College of Surgeons Committee on Trauma Field Triage Decision Scheme for Identifying Seriously Injured Children and Adults

(2011) Craig D. Newgard et al.   JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS

Vital Signs in Older Patients: Age-Related Changes

(2010) Jennifer Gonik Chester et al.   Journal of the American Medical Directors Association