Development of an Architecture to Implement Machine Learning Based Risk Prediction in Clinical Routine: A Service-Oriented Approach.

Journal: Studies in health technology and informatics
Published Date:

Abstract

BACKGROUND: Patients at risk of developing a disease have to be identified at an early stage to enable prevention. One way of early detection is the use of machine learning based prediction models trained on electronic health records.

Authors

  • Michael Schrempf
    Steiermärkische Krankenanstaltengesellschaft m. b. H., Graz, Austria.
  • Seda Polat Erdeniz
    Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria.
  • Diether Kramer
    Steiermärkische Krankenanstaltengesellschaft m.b.H. (KAGes), Graz, Austria.
  • Stefanie Jauk
    CBmed, Graz, Austria.
  • Sai P K Veeranki
    Steiermärkische Krankenanstaltengesellschaft m. b. H., Graz, Austria.
  • Werner Ribitsch
    Steiermärkische Krankenanstaltengesellschaft m.b.H., Graz, Austria.
  • Werner Leodolter
    Steiermärkische Krankenanstaltengesellschaft m.b.H. (KAGes), Graz, Austria.
  • Peter P Rainer
    Medical University of Graz, Graz, Austria.