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Association between the nutritional inflammation index and mortality among patients with sepsis: insights from traditional methods and machine learning-based mortality prediction | BMC Infectious Diseases

Baseline characteristicsBoxplots grouped by ANLR quartiles (Fig. 2) show that NLR levels progressively decreased, while albumin levels gradually increased across quartiles....

A stacking ensemble machine learning model for predicting postoperative axial pain intensity in patients with degenerative cervical myelopathy

This study identified three key findings: (1) Classifier performance was significantly improved by applying an ensemble learning approach that integrated...