Both junior and senior clinicians reported increased confidence when using the STII-DIL system.<h4>Conclusions</h4>We present an explainable deep learning framework that combines post-hoc XAI and expert domain knowledge to provide transparent and expert-aligned explanations for insulin titration in type 2 diabetes management. This evidence concerns the gene INS and type 2 diabetes mellitus.