Enhanced phenotypes for identifying opioid overdose in emergency department visit electronic health record data.

Ralph C Ward Jihad S ObeidLindsey JenningsElizabeth SzwastWilliam Garrett HayesRoyal PipaliyaCameron BaileySkylar FaulBrianna PolyakGeorge Hamilton BakerJenna L McCauleyLeslie A Lenert

Published in: JAMIA open (2023)

Substantial prediction performance improvements were demonstrated for identifying OODs in EHR data. Our e-phenotypes could be applied in surveillance, retrospective empirical applications, or clinical decision support systems.

Keyphrases

electronic health record
clinical decision support
emergency department
adverse drug
chronic pain
public health
cross sectional
pain management
deep learning