Login / Signup

Automated Identification of Patients With Immune-Related Adverse Events From Clinical Notes Using Word Embedding and Machine Learning.

Samir GuptaAnas BeloualiNeil J ShahMichael B AtkinsSubha Madhavan
Published in: JCO clinical cancer informatics (2021)
We demonstrate that patient-level annotations combined with a machine learning approach using keywords filtering and word embeddings can achieve promising accuracy in classifying irAEs in clinical notes. This model may facilitate annotation and analysis of large irAEs data sets.
Keyphrases
  • machine learning
  • big data
  • deep learning
  • case report
  • electronic health record
  • rna seq
  • single cell