External validation of an opioid misuse machine learning classifier in hospitalized adult patients.

Majid AfsharBrihat SharmaSameer BhallaHale M ThompsonDmitriy DligachRandy A BoleyEkta KishenAlan SimmonsKathryn PerticoneNiranjan S Karnik

Published in: Addiction science & clinical practice (2021)

Our opioid misuse classifier had good discrimination during external validation. Our model may provide a comprehensive and automated approach to opioid misuse identification that augments current workflows and overcomes manual screening barriers.

Keyphrases

chronic pain
machine learning
pain management
deep learning
high throughput
big data