Classifying Characteristics of Opioid Use Disorder From Hospital Discharge Summaries Using Natural Language Processing

Classifying Characteristics of Opioid Use Disorder From Hospital Discharge Summaries Using Natural Language Processing

BackgroundOpioid use disorder (OUD) is underdiagnosed in health system settings, limiting research on OUD using electronic health records (EHRs). Medical encounter notes can enrich structured EHR data with documented signs and symptoms of OUD and social risks and behaviors. To capture this informati...

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Bibliographic Details
Main Authors: Melissa N. Poulsen, Philip J. Freda, Vanessa Troiani, Anahita Davoudi, Danielle L. Mowery
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-05-01
Series:Frontiers in Public Health
Subjects:
machine learning
natural language processing
opioid-related disorders
substance use
supervised learning
deep learning
Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2022.850619/full

Internet

https://www.frontiersin.org/articles/10.3389/fpubh.2022.850619/full

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