Development and Validation of a Natural Language Processing Algorithm to Pseudonymize Documents in the Context of a Clinical Data Warehouse.

Xavier TannierPerceval WajsbürtAlice Calliger Basile DuraAlexandre MouchetMartin HilkaRomain Bey

Published in: Methods of information in medicine (2024)

Our results show an overall performance of 0.99 of F1-score. We discuss implementation choices and present experiments to better understand the effort involved in such a task, including dataset size, document types, language models, or rule addition. We share guidelines and code under a 3-Clause BSD license.

Keyphrases

autism spectrum disorder
primary care
machine learning
healthcare
electronic health record
deep learning
big data
quality improvement
artificial intelligence