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N. Al-Ansary

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Open access Oct 2026

Developing a predictive model to evaluate the effectiveness of population health management to reduce healthcare costs: Evidence from a Saudi health insurance database

Population health management (PHM) programs aim to identify members who may benefit from proactive care, but inefficient targeting can limit clinical and financial value. This study developed a hybrid fuzzy logic and machine learning framework for PHM prioritization and examined healthcare cost trends in enrolled...

N. Al-Ansary, F. Albagmi, Mohamed Abdelhaleem · 0 citations

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