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I. Akkus

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Open access Oct 2026

Machine learning-based clustering in idiopathic PAH: mortality is driven by hemodynamic severity in vascular phenotype vs. frailty in cardiometabolic co-morbidity group

Idiopathic pulmonary arterial hypertension (IPAH) is characterized by significant clinical heterogeneity. This study aimed to identify distinct patient phenotypes using machine learning-based cluster analysis and to evaluate their differences in therapeutic response and long-term survival. A total of 297 p...

C. Kaymaz, B. Kultursay, H. Tokgoz et al. · 0 citations

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