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Association between fine particulate matter (PM2.5) and violence cases in South Korea: A nationwide time-stratified care-crossover study

Author

Listed:
  • Jiwoo Park
  • Jieun Oh
  • Hyewon Yoon
  • Ayoung Kim
  • Cinoo Kang
  • Dohoon Kwon
  • Jinah Park
  • Ho Kim
  • Whanhee Lee

Abstract

Several studies reported the roles of short-term exposure to fine particulate matter (PM2.5) on violent behaviors; however, existing findings had a limitation in assessing the population-representative association between violence and PM2.5 due to the limited data availability: most studies have been based on homicides in monitored urban areas. This study collected violence data from the National Hospital Discharge In-depth Injury Survey in South Korea (2015–2019), based on population-representative samples. To cover unmonitored areas, we used the daily modeled PM2.5, the predicted result driven by a machine-learning ensemble model covering all inland districts in South Korea (R2>0.94). We evaluated the national association between short-term exposure to PM2.5 and violence cases with a time-stratified case-crossover design. A total of 2,867 violence cases were included. We found an approximately linear association between short-term exposure to PM2.5 (lag 0–2 days) and an increased risk of violence, with an estimated odd ratio (OR) per 10 μg/m3 of PM2.5 of 1.07 with 95% CI: 1.02–1.12. This relationship was more prominent in males and individuals aged 64 years or less than in females and individuals aged 65 years or older for the most part. The estimated excess fraction of violence cases attributable to PM2.5 was 14.53% (95% CI: 4.54%–22.92%), and 6.42% (95% CI: 1.97%–10.26%) of the excess violence was attributable to non-compliance with the WHO guidelines (daily PM2.5 > 15 μg/m3). Our findings might be evidence of the need to establish elaborate action plans and stricter air quality guidelines to reduce the hazardous impacts of PM2.5 on violence in South Korea.

Suggested Citation

  • Jiwoo Park & Jieun Oh & Hyewon Yoon & Ayoung Kim & Cinoo Kang & Dohoon Kwon & Jinah Park & Ho Kim & Whanhee Lee, 2024. "Association between fine particulate matter (PM2.5) and violence cases in South Korea: A nationwide time-stratified care-crossover study," PLOS ONE, Public Library of Science, vol. 19(12), pages 1-16, December.
  • Handle: RePEc:plo:pone00:0315914
    DOI: 10.1371/journal.pone.0315914
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    References listed on IDEAS

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    1. Cai, Yong & Rafi, Ahnaf, 2024. "On the performance of the Neyman Allocation with small pilots," Journal of Econometrics, Elsevier, vol. 242(1).
    2. Yong Cai & Ahnaf Rafi, 2022. "On the Performance of the Neyman Allocation with Small Pilots," Papers 2206.04643, arXiv.org, revised Jun 2024.
    3. Cinoo Kang & Chaerin Park & Whanhee Lee & Nazife Pehlivan & Munjeong Choi & Jeongju Jang & Ho Kim, 2020. "Heatwave-Related Mortality Risk and the Risk-Based Definition of Heat Wave in South Korea: A Nationwide Time-Series Study for 2011–2017," IJERPH, MDPI, vol. 17(16), pages 1-12, August.
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