Fig. 3

Machine learning-based metabolic biomarker identification and validation for asthenozoospermia (A) and teratozoospermia (B), showing ROC curves, SHAP summary plots of metabolite contributions, black-box interpretation of key metabolites, and ROC curves of identified metabolic signatures.