Generating mathematically grounded feature attributions and counterfactual explanations for every diagnosis.
For every automated chest X-ray diagnosis, Integrated Gradients compute pixel-level importance maps, proving to radiologists that the AI detected true anatomical lesions rather than radiographic marker artifacts.
Feature importance vectors, raw input tensors, and model version identifiers are signed cryptographically and preserved for 10 years to satisfy EU AI Act Article 12 record-keeping requirements.