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Author

Parv Venkitasubramaniam

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Open access Jul 2026

Forecasting Regional COPD Outpatient Visits Using Environmental and Meteorological Data in Pennsylvania

A forecasting framework for quarterly age- adjusted COPD outpatient visit rates across 762 regions in Pennsylvania from 2019 to 2023 is developed, using multi-source data including PHC4 outpatient records, satellite-derived environmental pollutant variables, and meteorological variables.

Basema Jarrar, Parv Venkitasubramaniam, Hyunok Choi · 0 citations

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