Project

From Standardization to Personalization: Advancing Healthcare personalized therapy planning and decision support with Decision Modeling and Machine Learning

Code
01CD10824
Duration
01 October 2024 → 31 March 2025
Funding
Regional and community funding: Special Research Fund
Research disciplines
  • Natural sciences
    • Health informatics
    • Decision support and group support systems
  • Social sciences
    • Business information management
  • Medical and health sciences
    • Health information systems of medical informatics
Keywords
Decision model and notation Machine learning Patient-specific decision making
 
Project description
This thesis explores improving healthcare decision-making by integrating decision modelling and machine learning. Part 1 evaluates the use of process and decision modeling in healthcare processes. Part 2 demonstrates by means of the diabetes diagnosis process, the use of DMN and machine learning for personalized decisionmaking. Part 3 explores the impact of using these technologies on transparency, explainability, and validation of the decision-making process.