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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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H. Na

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Open access Oct 2026

Predicting Demographic Contraction as an Upstream Signal for Health-System Planning: A Persistence-Corrected Machine-Learning Framework

Background/Objectives: Demographic contraction changes the scale and geography of healthcare demand while weakening the fiscal and workforce base that sustains services. The general objective was to evaluate a persistence-corrected one-year-ahead demographic forecasting framework and to determine whether it can provide...

D. Kim, H. Na · 0 citations

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