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Medical-informed machine learning: integrating prior knowledge into medical decision systems.

Christel SirocchiAlessandro BoglioloSara Montagna
Published in: BMC medical informatics and decision making (2024)
By illustrating various integration strategies through a clinical case study, this work provides guidance to inspire and facilitate future integration efforts. Furthermore, the study identifies the need to refine domain knowledge representation and fine-tune its contribution to the ML model as the two main challenges to integration and aims to stimulate further research in this direction.
Keyphrases
  • healthcare
  • machine learning
  • air pollution
  • genome wide
  • current status
  • quality improvement
  • big data
  • deep learning