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Abstract Background: To evaluate podoplanin (PDPN) as a circulating biomarker for early necrotizing enterocolitis (NEC) risk stratification and to determine whether an interpretable machine-learning framework integrating PDPN with prediagnostic clinical and inflammatory variables could improve individualized risk estimation. Methods: PDPN expression was examined in two public NEC intestinal transcriptomic datasets.
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