Predicting Unplanned Transfers to the Intensive Care Unit: A Machine Learning Approach Leveraging Diverse Clinical Elements
Predicting Unplanned Transfers to the Intensive Care Unit: A Machine Learning Approach Leveraging Diverse Clinical Elements
Ben Wellner
1
, MSc, PhD
;
Joan Grand
1
, RN
;
Elizabeth Canzone
1
, PhD
;
Matt Coarr
1
, M Sc
;
Patrick W Brady
2
, MSc, MD
;
Jeffrey Simmons
2
, MSc, MD
;
Eric Kirkendall
2
, MBI, MD, FAAP
;
Nathan Dean
3
, MD
;
Monica Kleinman
4
, MD
;
Peter Sylvester
1
, BS
1
The MITRE Corporation
,
Bedford
,
MA
,
US
2
Cincinnati Children's Hospital
,
Cincinnati
,
OH
,
US
3
Children's National Health System
,
Washington
,
DC
,
US
4
Center on Media and Child Health
,
Boston Children's Hospital
,
Boston
,
MA
,
US