Furthermore, it shows a clear rela- tionship between the history of diabetes, insulin levels, and HOMA-IR, discovered as the most dominant biomarkers when we applied the Shapley additive explanations (SHAP) method to clarify features’ contribution and importance to the predicted GDM risk. This evidence concerns the gene INS and diabetes mellitus.