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Using indication embeddings to represent patient health for drug safety studies.

Rachel D Melamed
Published in: JAMIA open (2020)
Unlike other embeddings inspired by word2vec, indication embeddings are specifically designed to capture the medical history leading to the prescription of a new drug. For retrospective cohort studies, our low-dimensional representation helps in finding comparator drugs and constructing comparator cohorts.
Keyphrases
  • healthcare
  • public health
  • drug induced
  • mental health
  • case report
  • adverse drug
  • cross sectional
  • health information
  • case control
  • climate change
  • social media
  • human health