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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

L. Marques

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Review Open access Aug 2026

Development and multi-dataset evaluation of a unified single-view deep-learning model for the right heart: four-chamber segmentation, biventricular ejection fraction, deformation, and pulmonary-hypertension prediction from the apical four-chamber echocardiogram

A single, reproducible model provides comprehensive right-heart-focused interpretation from one A4C view that achieves RVEF accuracy competitive with dedicated RV models while simultaneously delivering segmentation, deformation, annular excursion, and PH prediction.

T. Pitre, L. Marques, J. Weatherald et al. · 0 citations

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