Development and validation of an electronic health records-based opioid use disorder algorithm by expert clinical adjudication among patients with prescribed opioids.

Shabbar I RanapurwalaIshrat Z AlamBrian W PenceTimothy S CareySean ChristensenMarshall ClarkPaul R ChelminskiLi-Tzy WuLawrence H GreenblattJeffrey E KorteMark WolfsonHeather E DouglasLynn A BowlbyMichael CapataStephen W Marshall

Published in: Pharmacoepidemiology and drug safety (2022)

This is the first study to estimate the validity of OUD ICD codes and develop validated EHR-based OUD identification algorithms. This work will inform future research on early intervention and prevention of OUD.

Keyphrases

electronic health record
machine learning
clinical decision support
deep learning
randomized controlled trial
adverse drug
chronic pain
clinical practice
bioinformatics analysis
neural network