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Finding the best trade-off between performance and interpretability in predicting hospital length of stay using structured and unstructured data.

Franck JaotomboLuca AdorniBadih GhattasLaurent Boyer
Published in: PloS one (2023)
Our results outperform most of the state-of-the-art models in LOS prediction both in terms of performance and of interpretability. Data fusion between structured and unstructured text data may significantly improve performance and interpretability.
Keyphrases
  • electronic health record
  • big data
  • healthcare
  • emergency department
  • data analysis