Login / Signup

Transferability Based on Drug Structure Similarity in the Automatic Classification of Noncompliant Drug Use on Social Media: Natural Language Processing Approach.

Tomohiro NishiyamaShuntaro YadaShoko WakamiyaSatoko HoriEiji Aramaki
Published in: Journal of medical Internet research (2023)
The results suggest that structural similarity improves the classification performance of messages about unknown drugs if the drugs in the training corpus are few. On the other hand, this indicates that there is little need to consider the influence of the Tanimoto structural similarity if a sufficient variety of drugs are ensured.
Keyphrases
  • social media
  • deep learning
  • machine learning
  • health information
  • autism spectrum disorder
  • drug induced
  • healthcare
  • emergency department