Natural Language Processing Algorithm to Extract Multiple Myeloma Stage From Oncology Notes in the Veterans Affairs Healthcare System.

Sergey D GoryachevCenk YildirimClark Dumontier Jennifer LaMayuri DharneJ Michael GazianoMary T Brophy Nikhil C MunshiJane A DriverNhan V Do Nathanael R Fillmore

Published in: JCO clinical cancer informatics (2024)

Our MM stage extraction algorithm uses rule-based NLP and data aggregation to accurately measure MM stage documented in oncology notes and pathology reports in VA's national EHR system. It may be adapted to other systems where MM stage is recorded in clinical notes.

Keyphrases

machine learning
multiple myeloma
palliative care
deep learning
autism spectrum disorder
emergency department
oxidative stress
anti inflammatory
drug induced