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Article

Emergency Medical Interventions in Areas with High Air Pollution: A Case Study from Małopolska Voivodeship, Poland

1
Faculty of Geology, Geophysics and Environmental Protection, AGH University of Krakow, 30-059 Kraków, Poland
2
Faculty of Space Technologies, AGH University of Krakow, 30-059 Kraków, Poland
3
Division of Computer engineering and computer science, University West, 461 32 Trollhättan, Sweden
*
Author to whom correspondence should be addressed.
Atmosphere 2025, 16(8), 983; https://doi.org/10.3390/atmos16080983
Submission received: 3 July 2025 / Revised: 14 August 2025 / Accepted: 16 August 2025 / Published: 18 August 2025

Abstract

Air pollution poses a significant threat to public health, particularly in urban and industrialized regions. This study investigates the relationship between air quality and the frequency of Emergency Medical Service (EMS) calls in the Małopolska Voivodeship of Poland between 2020 and 2023. Data from over 190 air quality sensors (PM10) were spatially aggregated using both hexagonal grids and administrative boundaries, while EMS call records were filtered to focus on cardiovascular and respiratory incidents. During 2020–2023, a total of 305,142 EMS calls were analyzed, and months with PM10 exceedances showed an average of 1.50 respiratory calls per 1000 residents compared to 1.19 in months without exceedances. Statistical analyses, including Kolmogorov-Smirnov tests and Pearson correlation, were applied to explore temporal and spatial associations. Results indicate a statistically significant increase in EMS calls during periods of elevated air pollution, with the strongest correlation observed for respiratory-related incidents. Comparative analyses between high- and low-pollution municipalities supported the observed relationships. Further analysis indicated that the COVID-19 pandemic may have partially confounded these associations, particularly for respiratory cases, though significant patterns remained even after accounting for pandemic peaks. While limitations related to data gaps and seasonal biases exist, the findings suggest that real-time air pollution data could inform better EMS resource allocation. This research highlights the potential of integrating environmental data into public health strategies to improve emergency response and reduce health risks in polluted regions.
Keywords: air pollution; emergency medical services; respiratory diseases; cardiovascular health; spatial analysis; public health; PM10; COVID-19 air pollution; emergency medical services; respiratory diseases; cardiovascular health; spatial analysis; public health; PM10; COVID-19

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MDPI and ACS Style

Szewczyk, E.; Lupa, M.; Zaręba, M.; Węglińska, E.; Danek, T.; Mishra, A.K. Emergency Medical Interventions in Areas with High Air Pollution: A Case Study from Małopolska Voivodeship, Poland. Atmosphere 2025, 16, 983. https://doi.org/10.3390/atmos16080983

AMA Style

Szewczyk E, Lupa M, Zaręba M, Węglińska E, Danek T, Mishra AK. Emergency Medical Interventions in Areas with High Air Pollution: A Case Study from Małopolska Voivodeship, Poland. Atmosphere. 2025; 16(8):983. https://doi.org/10.3390/atmos16080983

Chicago/Turabian Style

Szewczyk, Ewa, Michał Lupa, Mateusz Zaręba, Elżbieta Węglińska, Tomasz Danek, and Amit Kumar Mishra. 2025. "Emergency Medical Interventions in Areas with High Air Pollution: A Case Study from Małopolska Voivodeship, Poland" Atmosphere 16, no. 8: 983. https://doi.org/10.3390/atmos16080983

APA Style

Szewczyk, E., Lupa, M., Zaręba, M., Węglińska, E., Danek, T., & Mishra, A. K. (2025). Emergency Medical Interventions in Areas with High Air Pollution: A Case Study from Małopolska Voivodeship, Poland. Atmosphere, 16(8), 983. https://doi.org/10.3390/atmos16080983

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