Proof-Grounded Patient-Specific Clinical Explanations from Knowledge-Graph Reasoning

Excerpt

arXiv:2610.06549v1 Announce Type: new Abstract: Clinical decision-support outputs can lack an au- ditable link between patient observations, encoded knowledge, conclusions, and recommendations. We present the CKG Clinical Explanation Engine, a downstream layer for a frozen, training-free clinical knowledge-graph reasoner that converts patient inference states and disease knowledge into typed facts, explicit rule-application traces, provenance-linked conclusions, and policy-licensed recommendatio