Automated analysis of unstructured clinical assessments improves emergency department triage performance: A retrospective deep learning analysis.

Dana R Sax E Margaret WartonOleg SofryginDustin G Mark Dustin W Ballard Mamata V Kene David R Vinson Mary E Reed

Published in: Journal of the American College of Emergency Physicians open (2023)

Our findings highlight the potential to use advanced predictive analytics to accurately predict key ED triage outcomes. Predictive accuracy was optimized when clinical assessments were added to models using simple structured variables alone.

Keyphrases

emergency department
deep learning
machine learning
big data
artificial intelligence
type diabetes
high throughput
risk assessment
adipose tissue
weight loss
human health
single cell
data analysis
glycemic control