Explainable machine learning framework for biomarker discovery by combining biological age and frailty prediction.

It is highly significant that in the BA predictors, cystatin C, mean corpuscular volume, and glucose rank among the top three in both the traditional feature importance ranking (Fig. 3 A) and SHAP analysis (Fig. 3 C).

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