Evaluation of Structured, Semi-Structured, and Free-Text Electronic Health Record Data to Classify Hepatitis C Virus (HCV) Infection

Evaluation of Structured, Semi-Structured, and Free-Text Electronic Health Record Data to Classify Hepatitis C Virus (HCV) Infection

Evaluation of the United States Centers for Disease Control and Prevention (CDC)-defined HCV-related risk factors are not consistently performed as part of routine care, rendering risk-based testing susceptible to clinician bias and missed diagnoses. This work uses natural language processing (NLP)...

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Bibliographic Details
Main Authors: Allan Fong, Justin Hughes, Sravya Gundapenini, Benjamin Hack, Mahdi Barkhordar, Sean Shenghsiu Huang, Adam Visconti, Stephen Fernandez, Dawn Fishbein
Format: Article
Language:English
Published: MDPI AG 2023-03-01
Series:Gastrointestinal Disorders
Subjects:
machine learning
XGBoost
natural language processing
text mining
hepatitis C virus
HCV
Online Access:https://www.mdpi.com/2624-5647/5/2/12

Internet

https://www.mdpi.com/2624-5647/5/2/12

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