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Supplementary tables
Table S1. The number observation days with missing values of air pollution in the
11 cities in Shanxi Province, 2017-2019
City PM2.5 SO2 NO2 O3
Datong 6 6 6 7
Jincheng 5 3 3 7
Jinzhong 2 2 2 2
Linfen 10 10 10 12
Lvliang 0 0 0 0
Shuozhou 2 23 23 23
Taiyuan 23 23 23 23
Xinzhou 0 0 0 0
Yangquan 1 1 1 1
Yuncheng 1 1 1 1
Changzhi 2 2 2 2
Table S2. Spearman correlation between air pollutants and meteorological factors
in Shanxi, China, 2017-2019
PM2.5 SO2 NO2 O3 Temperature humidity
PM2.5 1.00 0.59* 0.59* -0.29* -0.31* 0.06*
SO2 1.00 0.65* -0.48* -0.55* -0.37*
NO2 1.00 -0.55* -0.34* -0.16*
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O3 1.00 0.78* 0.12*
Temperature 1.00 0.33*
Humidity 1.00
*p<0.05
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Table S3. The estimated avoidable number of hospital admissions for respiratory diseases in the 11 cities in Shanxi, China
China’s standard (75 μg/m3) WHO’s guideline (25 μg/m3)
Overall Population attributable Population attributable City Avoidable value Avoidable value (in thousand) fraction fraction (95% CI) (95% CI) (%, 95% CI) (%, 95% CI)
Datong 88 196 (60, 346) 0.22 (0.07, 0.39) 1642 (513, 2827) 1.87 (0.59, 3.23)
Jincheng 57 160 (-96, 426) 0.28 (-0.17, 0.75) 514 (-309, 1371) 0.91 (-0.55, 2.42)
Jinzhong 93 379 (-204, 984) 0.41 (-0.22, 1.06) 975 (-525, 2532) 1.05 (-0.56, 2.73)
Linfen 75 688 (371, 1019) 0.92 (0.50, 1.36) 2387 (1289, 3527) 3.19 (1.72, 4.71)
Lvliang 67 110 (-228, 463) 0.17 (-0.34, 0.70) 398 (-824, 1675) 0.60 (-1.24, 2.52)
Shuozhou 29 204 (21, 399) 0.71 (0.07, 1.38) 561 (58, 1092) 1.94 (0.20, 3.77)
Taiyuan 75 225 (-206, 675) 0.30 (-0.27, 0.89) 614 (-565, 1842) 0.81 (-0.75, 2.44)
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Xinzhou 37 181 (-40, 415) 0.48 (-0.11, 1.11) 612 (-136, 1405) 1.64 (-0.36, 3.76)
Yangquan 33 70 (-125, 274) 0.21 (-0.37, 0.82) 271 (-483, 1061) 0.81 (-1.45, 3.19)
Yuncheng 49 511 (179, 859) 1.04 (0.37, 1.75) 644 (226, 1080) 1.31 (0.46, 2.20)
Changzhi 80 93 (-204, 400) 0.12 (-0.26, 0.50) 420 (-923, 1811) 0.53 (-1.16, 2.27)
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Table S4. The estimated avoidable hospital cost for respiratory diseases in the 11 cities in Shanxi, China
China’s standard (75 μg/m3) WHO’s guideline (25 μg/m3)
Overall Population attributable Avoidable value Population attributable City Avoidable value (million RMB) fraction (million RMB, 95% fraction (million RMB, 95% CI) (%, 95% CI) CI) (%, 95% CI)
Datong 696 3.11 (1.52, 4.70) 0.45 (0.22, 0.68) 24.82 (12.15, 37.48) 3.57 (1.75, 5.39)
Jincheng 320 1.39 (-1.27, 4.04) 0.43 (-0.40, 1.26) 5.30 (-4.83, 15.44) 1.66 (-1.51, 4.82)
Jinzhong 559 4.46 (0.53, 8.38) 0.80 (0.10, 1.50) 21.07 (2.52, 39.62) 3.77 (0.45, 7.08)
Linfen 489 9.75 (5.06, 14.43) 2.00 (1.04, 2.95) 29.40 (15.27, 43.53) 6.02 (3.13, 8.91)
Lvliang 414 3.62 (0.49, 6.75) 0.87 (0.12, 1.63) 17.86 (2.40, 33.32) 4.31 (0.58, 8.04)
Shuozhou 154 0.27 (-0.59, 1.13) 0.18 (-0.38, 0.74) 1.48 (-3.24, 6.20) 0.96 (-2.11, 4.03)
Taiyuan 740 6.17 (0.50, 11.84) 0.83 (0.07, 1.60) 24.24 (1.95, 46.52) 3.28 (0.26, 6.29)
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Xinzhou 306 1.93 (-0.79, 4.64) 0.63 (-0.26, 1.51) 8.04 (-3.28, 19.35) 2.63 (-1.07, 6.32)
Yangquan 280 -0.04 (-2.75, 2.67) -0.01 (-0.98, 0.95) -0.17 (-10.90, 10.57) -0.06 (-3.89, 3.78)
Yuncheng 246 4.92 (2.26, 7.58) 2.00 (0.92, 3.08) 15.28 (7.01, 23.55) 6.21 (2.85, 9.57)
Changzhi 472 1.09 (-1.68, 3.86) 0.23 (-0.36, 0.82) 5.23 (-8.07, 18.53) 1.11 (-1.71, 3.93)
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Table S5. The estimated avoidable length of hospital stays (LOS) for respiratory diseases in the 11 cities in Shanxi, China
China’s standard (75 μg/m3) WHO’s guideline (25 μg/m3) Overall Avoidable value Population attributable Avoidable value Population attributable City (thousand (thousand days, fraction (thousand days, fraction days) 95% CI) (%, 95% CI) 95% CI) (%, 95% CI)
Datong 885 2.53 (0.67, 4.40) 0.29 (0.08, 0.50) 20.20 (5.35, 35.05) 2.28 (0.60, 3.96)
Jincheng 438 2.84 (0.16, 5.52) 0.65 (0.04, 1.26) 10.85 (0.63, 21.08) 2.48 (0.14, 4.81)
Jinzhong 702 3.81 (0.21, 7.41) 0.54 (0.03, 1.06) 18.00 (0.98, 35.02) 2.56 (0.14, 4.99)
Linfen 592 10.62 (6.30, 14.94) 1.80 (1.06, 2.53) 32.03 (18.99, 45.07) 5.41 (3.21, 7.62)
Lvliang 503 1.37 (-1.54, 4.27) 0.27 (-0.31, 0.85) 6.75 (-7.58, 21.08) 1.34 (-1.51, 4.19)
Shuozhou 239 0.98 (-0.16, 2.13) 0.41 (-0.07, 0.89) 5.40 (-0.88, 11.68) 2.26 (-0.37, 4.89)
Taiyuan 680 4.01 (-0.44, 8.46) 0.59 (-0.07, 1.25) 15.75 (-1.74, 33.24) 2.32 (-0.26, 4.89)
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Xinzhou 316 2.67 (0.45, 4.89) 0.85 (0.14, 1.55) 11.16 (1.89, 20.43) 3.53 (0.60, 6.46)
Yangquan 310 1.16 (-0.94, 3.26) 0.37 (-0.30, 1.05) 4.59 (-3.73, 12.90) 1.48 (-1.20, 4.16)
Yuncheng 392 9.93 (5.87, 13.99) 2.53 (1.50, 3.56) 30.88 (18.26, 43.49) 7.87 (4.65, 11.08)
Changzhi 611 0.70 (-2.30, 3.70) 0.11 (-0.38, 0.61) 3.35 (-11.05, 17.74) 0.55 (-1.81, 2.90)
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Table S6. The estimated avoidable hospital cost and hospital stays for each respiratory patient in the 11 Chinese cities
Hospital cost Avoidable cost (RMB, 95% CI) Avoidable hospital stays (days, 95% CI) Hospital stays City per case China’s standard WHO’s guideline China’s standard WHO’s guideline per case (thousand RMB) (75 μg/m3) (25 μg/m3) (75 μg/m3) (25 μg/m3)
Datong 7.94 35.52 (17.39, 283.19 (138.65, 10.10 0.03 (0.01, 0.05) 0.23 (0.06, 0.40)
53.65) 427.72)
Jincheng 5.65 24.53 (-22.37, 93.63 (-85.38, 7.74 0.05 (0.00, 0.10) 0.19 (0.01, 0.37)
71.43) 272.64)
Jinzhong 6.02 47.99 (5.73, 90.25) 226.80 (27.10, 7.56 0.04 (0.00, 0.08) 0.19 (0.01, 0.38)
426.50)
Linfen 6.53 130.31 (67.69, 393.01 (204.15, 7.91 0.14 (0.08, 0.20) 0.43 (0.25, 0.60)
192.93) 581.86)
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Lvliang 6.23 54.42 (7.32, 268.51 (36.09, 7.56 0.02 (-0.02, 0.06) 0.10 (-0.11, 0.32)
101.52) 500.92)
Shuozhou 5.31 9.33 (-20.38, 51.21 (-111.87, 8.26 0.03 (-0.01, 0.07) 0.19 (-0.03, 0.40)
39.05) 214.29)
Taiyuan 9.80 81.75 (6.59, 321.10 (25.88, 9.00 0.05 (-0.01, 0.11) 0.21 (-0.02, 0.44)
156.91) 616.32)
Xinzhou 8.19 51.50 (-21.00, 214.96 (-87.67, 8.46 0.07 (0.01, 0.13) 0.30 (0.05, 0.55)
124.01) 517.59)
Yangquan 8.42 -1.26 (-82.77, -4.98 (-327.98, 9.32 0.03 (-0.03, 0.10) 0.14 (-0.11, 0.39)
80.26) 318.02)
Yuncheng 5.02 100.29 (46.03, 311.84 (143.10, 8.01 0.20 (0.12, 0.29) 0.63 (0.37, 0.89)
154.56) 480.57)
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Changzhi 5.93 13.70 (-21.14, 65.69 (-101.37, 7.68 0.01 (-0.03, 0.05) 0.04 (-0.14, 0.22)
48.54) 232.74)
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Table S7. Sensitivity analyses for the association of daily PM2.5 and hospital
admission, hospital cost and length of hospital stay at lag03 in two-pollutant
models.
Hospitalization Daily respiratory Length of Hospital Models cost (thousand hospitalization stay (days) RMB)
Two-pollutant model
+SO2 0.47 (0.29, 0.65) 3.47 (1.86, 5.09) 3.87 (2.43, 5.32)
+NO2 0.47 (0.33, 0.61) 2.18(0.79, 3.56) 2.35 (1.08, 3.62)
+O3 0.53 (0.33, 0.73) 3.83 (1.90, 5.76) 4.18 (2.56, 5.81)
Note: Percentage change for daily hospital admission count and absolute change for
hospital cost and hospital stays.
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Table S8. Sensitivity analyses for the association of daily PM2.5 and hospital
admission, hospital cost and length of hospital stay by changing the degree of
freedom in the smoothing functions
Daily respiratory Hospitalization cost Length of Hospital Models hospitalization (thousand RMB) stay (days)
Varying df for temporal trend
df=5 0.57 (0.34, 0.81) 4.22 (2.35, 6.10) 4.31 (2.48, 6.14)
df=7 0.38 (0.20, 0.57) 3.90 (1.92, 5.88) 4.32 (2.51, 6.12)
df=8 0.39 (0.21, 0.56) 3.19 (1.38, 5.00) 3.27 (1.99, 4.55)
Varying df for temperature
df=5 0.56 (0.35, 0.78) 3.91 (1.94, 5.88) 4.31 (2.52, 6.09)
df=7 0.57 (0.35, 0.79) 2.30 (0.90, 3.70) 2.67 (1.40, 3.95)
df=8 0.57 (0.35, 0.79) 3.91 (1.91, 5.90) 4.36 (2.53, 6.19)
Varying df for relative humidity
df=4 0.56 (0.37, 0.76) 3.87 (1.89, 5.85) 4.27 (2.50, 6.04)
df=5 0.56 (0.37, 0.75) 3.82 (1.89, 5.75) 4.31 (2.56, 6.07)
Note: Percentage change for daily hospital admission count and absolute change for
hospital cost and hospital stays.
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Table S9. Sensitivity analyses for the association of daily PM2.5 and hospital
admission, hospital cost and length of hospital stay by controlling for the
longitude and latitude of the cities in the smoothing functions
Outcome Estimate 95% CI
Hospital admissions 0.54 0.32, 0.76
Hospital cost (thousand RMB) 3.11 1.74, 4.49
Hospital stays (days) 4.47 3.10, 5.85
Note: Percentage change for daily hospital admission count and absolute change for
hospital cost and hospital stays.
Table S10. Avoidable and attributable fraction of respiratory hospitalization,
hospital cost and length of hospital stay by improving ambient PM2.5 to the
background concentration (15 μg/m3) level in Shanxi Province, 2017-2019
Avoidable value Population attributable fraction Variable (95% CI) (%, 95% CI)
Hospitalization 12.08 (7.53, 16.70) 1.77 (1.10, 2.45) count (thousand)
Hospital cost 172 (84, 260) 3.68 (1.80, 5.55) (million RMB)
Hospital stay 189 (115, 263) 3.34(2.03, 4.65) (thousand days)
Based on the effects of moving averaged concentration of lag 0 to lag 3 (lag03) of
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daily PM2.5;
Abbreviations: PM2.5=particulate matter with an aerodynamic diameter smaller than or
equal to 2.5 μm;
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