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Table 3 The independent validation diagnostic performance of the machine learning models for moderate-to-severe liver injury using different SMOTE techniques (mean SD)

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Helpful approach: Before starting treatment, record a personal baseline that may include sleep patterns, energy, exercise recovery, body measurements, weight, and other goals discussed with your provider

7.2 Biomarker translation: from association to utility The journey of circulating IGFBPs into clinical tools demands a rigorous, multi-stage process: Analytical Validation: The initial step requires developing standardized, reproducible assays for candidates (e.g., IGFBP-2, -4, -7) that meet regulatory guidelines for precision, accuracy, and specificity

Furthermore, we will elucidate the STAT3-mediated processes associated with the inflammaging process and age-related diseases