INS and gestational diabetes: 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.