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KMID : 0385920160270010022
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Journal of the Korean Society of Emergency Medicine
2016 Volume.27 No. 1 p.22 ~ p.29
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The Relationship between the Number of Community Acquired Pneumonia Patients and the Weather among the Patients Who Visit ER: A Poisson Regression with Variable Selection Via Elastic net
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Choi Han-Jo
Park Sang-Hyun
Kwak Myoung-Kwan
Pyo Chang-Hae
Park Keun-Hong
Kim Hahn-Bom
Shin Seoung-Yul
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Abstract
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Purpose: This study shows the relationship between meteorological factors and the number of community acquired pneumonia (CAP) patients in the emergency room and lag effect of meteorological factors affecting CAP.
Method: A retrospective study was conducted. Patients diagnosed with CAP in the emergency room between January 2012 and December 2014 were enrolled. The patients were over 18 years old and lived in Seoul, Korea. Meteorological factors (highest daily temperature, lowest temperature, mean temperature, diurnal temperature, rainfall, relative humidity, amount of sunshine, and powdery dust under 10 μg/m3 (PM10)) between December 2011 and December 2014 in Seoul were acquired from the Korea Meteorological Administration. Multiple Poisson regression (Generalized Linear Model) was used with daily patient’s number of CAP as the response variable and meteorological factors as the explanatory variable. Variable selection was performed via Elastic net.
Results: A total of 568 CAP patients were checked. Highest temperature (before 6 days), rainfall (before 1 day), relative humidity (before 20, 15, 13, 6, 2, and 1 days), and PM10 (before 27, 24, 17, and 13 days) showed relationship and lag effect with the incidence of CAP.
Conclusion: This study showed that meteorological factors (highest temperature, rainfall, relative humidity, and PM10) had relationship and lag effect with the incidence of CAP. We can make a prediction model with health weather index for prevention of CAP and redistribution of medical facilities and resources.
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KEYWORD
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Pneumonia, Weather, Regression analysis
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