Can AI help improving the diagnostic reasoning of physicians to make them arrive at diagnoses that are better justifiable? We present “ASCODI”, an XAI-based interactive reasoning support system for this, in a paper at the MAI-XAI Workshop at the ECAI 2024 conference. This is work done in Project C05 of the TRR 318 Constructing Explainability.