Towards a Knowledge Graph-Based Explainable Decision Support System in Healthcare

Stud Health Technol Inform. 2021 May 27:281:502-503. doi: 10.3233/SHTI210215.

Abstract

The decisions derived from AI-based clinical decision support systems should be explainable and transparent so that the healthcare professionals can understand the rationale behind the predictions. To improve the explanations, knowledge graphs are a well-suited choice to be integrated into eXplainable AI. In this paper, we introduce a knowledge graph-based explainable framework for AI-based clinical decision support systems to increase their level of explainability.

Keywords: Clinical decision support system; Explainable AI; Knowledge Graph.

MeSH terms

  • Artificial Intelligence*
  • Decision Support Systems, Clinical*
  • Delivery of Health Care
  • Health Facilities
  • Pattern Recognition, Automated