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Development and validation of a nomogram integrating inflammatory-nutritional-metabolic composite indices for predicting short-term adverse outcomes in hospitalized patients with pneumonia.

Front Med (Lausanne) · 2026 · PMC13265524 · PMID 42305978

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These 11 variables were entered into multivariable logistic regression ( Table 3 ), whereupon COPD ( p = 0.069) and diabetes mellitus ( p = 0.113) failed to reach statistical significance and were excluded.

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