CORDIS Project
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CONVEYTab is developing a framework for interpretable artificial intelligence in healthcare, focusing on generating concept-based explanations for automated decisions. This project aims to enhance the transparency and usability of AI models for medical professionals.
The EU's GDPR and the new EU AI Act impose strict requirements on AI systems, especially in high-risk domains like healthcare.
These regulations demand transparency and meaningful explanations for automated decisions to ensure adequate human oversight.
State-of-the-art eXplainable AI (XAI) methods, such as LIME and SHAP, attempt to meet these demands with low-level explanations.
However, these methods often yield inconsistent and decoupled results from high-level concepts that domain experts lik…
UNIVERSITEIT UTRECHT
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