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. 2019 Dec 1;16(23):4833. doi: 10.3390/ijerph16234833
Variable Si-Level Model Gu-Level Model Cell-Level Model
OLS OLS OLS
Coef. t Coef. t Coef. t
Constant 5.062 *** 7.937 4.314 *** 6.521 4.839 *** 7.499
Weather and atmosphere condition
log_ PM10 concentration −0.169 *** −2.912 −0.247 *** −4.339 −0.149 *** −2.609
log_lowest temperature 0.076 0.713 0.419 3.217 0.102 0.803
log_precipitation −0.059 *** −3.151 −0.051 *** −2.872 −0.058 *** −3.188
Population
log_population density −0.194 *** −3.734 −0.178 *** −3.423 −0.186 *** −3.592
log_job density 0.076 *** 2.753 0.081 2.922 0.078 2.821
log_bus ridership 0.330 *** 17.500 0.329 *** 17.440 0.330 *** 17.436
log_subway ridership 0.047 *** 13.558 0.047 *** 13.566 0.047 *** 13.540
Land use
Residential 0.309 *** 3.214 0.304 *** 3.169 0.307 *** 3.192
Commercial 0.538 *** 5.070 0.542 *** 5.113 0.536 *** 5.046
Industrial 0.319 *** 2.636 0.318 *** 2.627 0.321 *** 2.646
Street type
With a sidewalk 0.685 *** 11.468 0.683 *** 11.452 0.683 *** 11.427
Without a sidewalk (shared with pedestrians and vehicles) 0.579 *** 7.449 0.579 *** 7.456 0.574 *** 7.377
Street condition
Sidewalk width 0.083 *** 9.929 0.082 *** 9.935 0.083 *** 9.913
# of traffic lanes 0.017 * 1.941 0.018 ** 2.038 0.017 * 1.938
Presence of centerline −0.223 *** −3.660 −0.228 *** −3.749 −0.223 *** −3.656
Presence of street furniture −0.026 −0.417 −0.026 −0.419 −0.025 −0.395
Presence of obstacle 0.487 *** 6.975 0.482 *** 6.906 0.487 *** 6.976
Presence of braille block 0.004 0.107 0.004 0.111 0.003 0.099
Presence of street slope −0.239 *** −5.740 −0.240 *** −5.783 −0.240 *** −5.779
Presence of fence 0.132 *** 3.162 0.132 *** 3.155 0.133 *** 3.168
Presence of crosswalk 0.176 *** 4.371 0.179 *** 4.437 0.178 *** 4.409
Day of the week
Friday 0.007 0.163 0.019 0.449 0.004 0.098
Saturday 0.076 1.586 0.030 0.646 0.084 1.786
Summary
N 2,990
Adjusted R-square 0.417 0.418 0.416
Log likelihood −3946.19 −3943.49 −3948.17
Akaike info criterion 7940.39 7934.98 7944.34
Schwarz criterion 8084.46 8079.05 8088.41
Statistics
Moran’s I 35.616 *** 35.362 *** 35.737 ***
Note: The reference group of Land use, Street type and Day of the week are “Green,” “With sidewalk, but shared with bicycles” and “Tuesday,” respectively. * Significant at p < 0.1; ** Significant at p < 0.05; *** Significant at p < 0.01.