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Author

Karol Pierzchała

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Open access Oct 2026

Risk factors for pulmonary mortality in patients with obstructive sleep apnea: a competing risk analysis integrating Cox regression, random survival forests, and unsupervised clustering.

INTRODUCTION Obstructive sleep apnea (OSA) is associated with increased all-cause mortality, yet the specific determinants of pulmonary mortality in this population remain poorly characterized. OBJECTIVES To identify independent risk factors for pulmonary-specific death in OSA patients using complementary statistical...

W. Kuczyński, Karol Pierzchała, Zuzanna Boczar et al. · 0 citations

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