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Author

Felipe Montalva-Valenzuela

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Review Open access Sep 2026

Age, Sex, and Waist-to-Height Ratio Approach the Discrimination of Fifty-Four Model Inputs for Prevalent Hypertension: An Explainable Machine Learning Analysis of the Chilean National Health Survey

Background/Objectives: Machine learning is increasingly applied to identify hypertension from broad predictor panels, but whether it outperforms a few routine measurements is unclear. We compared machine learning pipelines against three readily obtained variables in a national Chilean survey. Methods: We analysed 5516...

Rodrigo Yáñez-Sepúlveda, Boryi A. Becerra-Patiño, Felipe Montalva-Valenzuela et al. · 0 citations

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