Reducing diagnostic delays in acute hepatic porphyria using health records data and machine learning.

Balu Bhasuran Katharina SchmollyYuvraaj KapoorNanditha Lakshmi JayakumarRaymond DoanJigar AminStephen MeningerNathan ChengRobert DeeringKarl E Anderson Simon W Beaven Bruce Wang Vivek Ashok Rudrapatna

Published in: Journal of the American Medical Informatics Association : JAMIA (2024)

ML can reduce diagnostic delays in AHP and other rare diseases. Robust recruitment strategies and multicenter coordination will be needed to validate these models before they can be deployed.

Keyphrases

machine learning
liver failure
public health
healthcare
big data
mental health
electronic health record
artificial intelligence
drug induced
cross sectional
aortic dissection
risk assessment
intensive care unit
hepatitis b virus
double blind
deep learning