External validation of a machine learning classifier to identify unhealthy alcohol use in hospitalized patients.

Yiqi LinBrihat Sharma Hale M Thompson Randy A BoleyKathryn PerticoneNeeraj Chhabra Majid Afshar Niranjan S Karnik

Published in: Addiction (Abingdon, England) (2021)

External validation of a publicly available alcohol misuse classifier demonstrates adequate sensitivity and specificity for routine clinical use as an automated screening tool for identifying at-risk patients.

Keyphrases

machine learning
end stage renal disease
newly diagnosed
chronic kidney disease
ejection fraction
peritoneal dialysis
chronic pain
prognostic factors
artificial intelligence
deep learning
big data
patient reported outcomes
neural network