Two different mixed models of plant-specific determinants of thoracic aerosol exposure a (Model 4 and 6) with corresponding random effects models (Model 3 and 5) for cement production workers
Factor . | Model 3 . | Model 4 . | Model 5 . | Model 6 . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 3624 . | N = 3624 . | N = 4949 . | N = 4949 . | |||||||||
B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | |
Fixed effects | −0.27 | −0.24 | ||||||||||
Intercept | −0.50 | 0.12 | −0.38 | 0.11 | ||||||||
Number employed | <0.001 | <0.001 | ||||||||||
69–138 | REF | |||||||||||
144–204 | −0.15 | 0.087 | −0.048 | 0.064 | ||||||||
212–483 | 0.30 | 0.10 | 0.32 | 0.056 | ||||||||
Maximum annual cement production, 106 ton year-1 | <0.001 | <0.001 | ||||||||||
0.43–1.1 | ||||||||||||
1.2–1.8 | 0.13 | 0.081 | −0.049 | 0.058 | ||||||||
1.9–4.0 | −0.14 | 0.062 | −0.21 | 0.056 | ||||||||
Maximum cement production/employee, 103 ton year-1 | 0.5 | <0.001 | ||||||||||
2.7–6.3 | REF | |||||||||||
6.4–8.5 | 0.15 | 0.096 | 0.27 | 0.027 | ||||||||
8.7–12.4 | 0.048 | 0.070 | 0.053 | 0.033 | ||||||||
Tidiness | <0.001 | |||||||||||
Clean | REF | |||||||||||
Less clean | 0.061 | 0.056 | 0.095 | 0.020 | ||||||||
Bag filling | 0.01 | |||||||||||
0–4% | REF | |||||||||||
6–17% | 0.14 | 0.056 | ||||||||||
18–40% | 0.14 | 0.046 | ||||||||||
Annual cement production | 0.05 | |||||||||||
38–86% | −0.024 | 0.018 | ||||||||||
86–98% | 0.036 | 0.020 | ||||||||||
100% | REF | |||||||||||
Random effects | Variance | SE | Variance | SE | Variance | SE | Variance | SE | ||||
Plant | n. i. | n. i. | n. i. | n. i. | ||||||||
Job type | 0.135 | 0.070 | 0.094 | 0.044 | 0.128 | 0.066 | 0.091 | 0.050 | ||||
Workers | 0.153 | 0.013 | 0.107 | 0.011 | 0.138 | 0.010 | 0.094 | 0.0089 | ||||
Season | 0.020 | 0.011 | 0.016 | 0.011 | 0.027 | 0.0090 | 0.025 | 0.0088 | ||||
Error | 0.173 | 0.0067 | 0.174 | 0.0069 | 0.171 | 0.0057 | 0.173 | 0.0059 | ||||
Sum | 0.451 | 0.391 | 0.464 | 0.383 |
Factor . | Model 3 . | Model 4 . | Model 5 . | Model 6 . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 3624 . | N = 3624 . | N = 4949 . | N = 4949 . | |||||||||
B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | |
Fixed effects | −0.27 | −0.24 | ||||||||||
Intercept | −0.50 | 0.12 | −0.38 | 0.11 | ||||||||
Number employed | <0.001 | <0.001 | ||||||||||
69–138 | REF | |||||||||||
144–204 | −0.15 | 0.087 | −0.048 | 0.064 | ||||||||
212–483 | 0.30 | 0.10 | 0.32 | 0.056 | ||||||||
Maximum annual cement production, 106 ton year-1 | <0.001 | <0.001 | ||||||||||
0.43–1.1 | ||||||||||||
1.2–1.8 | 0.13 | 0.081 | −0.049 | 0.058 | ||||||||
1.9–4.0 | −0.14 | 0.062 | −0.21 | 0.056 | ||||||||
Maximum cement production/employee, 103 ton year-1 | 0.5 | <0.001 | ||||||||||
2.7–6.3 | REF | |||||||||||
6.4–8.5 | 0.15 | 0.096 | 0.27 | 0.027 | ||||||||
8.7–12.4 | 0.048 | 0.070 | 0.053 | 0.033 | ||||||||
Tidiness | <0.001 | |||||||||||
Clean | REF | |||||||||||
Less clean | 0.061 | 0.056 | 0.095 | 0.020 | ||||||||
Bag filling | 0.01 | |||||||||||
0–4% | REF | |||||||||||
6–17% | 0.14 | 0.056 | ||||||||||
18–40% | 0.14 | 0.046 | ||||||||||
Annual cement production | 0.05 | |||||||||||
38–86% | −0.024 | 0.018 | ||||||||||
86–98% | 0.036 | 0.020 | ||||||||||
100% | REF | |||||||||||
Random effects | Variance | SE | Variance | SE | Variance | SE | Variance | SE | ||||
Plant | n. i. | n. i. | n. i. | n. i. | ||||||||
Job type | 0.135 | 0.070 | 0.094 | 0.044 | 0.128 | 0.066 | 0.091 | 0.050 | ||||
Workers | 0.153 | 0.013 | 0.107 | 0.011 | 0.138 | 0.010 | 0.094 | 0.0089 | ||||
Season | 0.020 | 0.011 | 0.016 | 0.011 | 0.027 | 0.0090 | 0.025 | 0.0088 | ||||
Error | 0.173 | 0.0067 | 0.174 | 0.0069 | 0.171 | 0.0057 | 0.173 | 0.0059 | ||||
Sum | 0.451 | 0.391 | 0.464 | 0.383 |
B , regression coefficient; LR test, likelihood ratio test between full model and model without the fixed effect; n. i., not included in the model.
a Log 10 -transformed exposure in mg m −3 .
Two different mixed models of plant-specific determinants of thoracic aerosol exposure a (Model 4 and 6) with corresponding random effects models (Model 3 and 5) for cement production workers
Factor . | Model 3 . | Model 4 . | Model 5 . | Model 6 . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 3624 . | N = 3624 . | N = 4949 . | N = 4949 . | |||||||||
B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | |
Fixed effects | −0.27 | −0.24 | ||||||||||
Intercept | −0.50 | 0.12 | −0.38 | 0.11 | ||||||||
Number employed | <0.001 | <0.001 | ||||||||||
69–138 | REF | |||||||||||
144–204 | −0.15 | 0.087 | −0.048 | 0.064 | ||||||||
212–483 | 0.30 | 0.10 | 0.32 | 0.056 | ||||||||
Maximum annual cement production, 106 ton year-1 | <0.001 | <0.001 | ||||||||||
0.43–1.1 | ||||||||||||
1.2–1.8 | 0.13 | 0.081 | −0.049 | 0.058 | ||||||||
1.9–4.0 | −0.14 | 0.062 | −0.21 | 0.056 | ||||||||
Maximum cement production/employee, 103 ton year-1 | 0.5 | <0.001 | ||||||||||
2.7–6.3 | REF | |||||||||||
6.4–8.5 | 0.15 | 0.096 | 0.27 | 0.027 | ||||||||
8.7–12.4 | 0.048 | 0.070 | 0.053 | 0.033 | ||||||||
Tidiness | <0.001 | |||||||||||
Clean | REF | |||||||||||
Less clean | 0.061 | 0.056 | 0.095 | 0.020 | ||||||||
Bag filling | 0.01 | |||||||||||
0–4% | REF | |||||||||||
6–17% | 0.14 | 0.056 | ||||||||||
18–40% | 0.14 | 0.046 | ||||||||||
Annual cement production | 0.05 | |||||||||||
38–86% | −0.024 | 0.018 | ||||||||||
86–98% | 0.036 | 0.020 | ||||||||||
100% | REF | |||||||||||
Random effects | Variance | SE | Variance | SE | Variance | SE | Variance | SE | ||||
Plant | n. i. | n. i. | n. i. | n. i. | ||||||||
Job type | 0.135 | 0.070 | 0.094 | 0.044 | 0.128 | 0.066 | 0.091 | 0.050 | ||||
Workers | 0.153 | 0.013 | 0.107 | 0.011 | 0.138 | 0.010 | 0.094 | 0.0089 | ||||
Season | 0.020 | 0.011 | 0.016 | 0.011 | 0.027 | 0.0090 | 0.025 | 0.0088 | ||||
Error | 0.173 | 0.0067 | 0.174 | 0.0069 | 0.171 | 0.0057 | 0.173 | 0.0059 | ||||
Sum | 0.451 | 0.391 | 0.464 | 0.383 |
Factor . | Model 3 . | Model 4 . | Model 5 . | Model 6 . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
N = 3624 . | N = 3624 . | N = 4949 . | N = 4949 . | |||||||||
B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | B . | SE . | LR test . | |
Fixed effects | −0.27 | −0.24 | ||||||||||
Intercept | −0.50 | 0.12 | −0.38 | 0.11 | ||||||||
Number employed | <0.001 | <0.001 | ||||||||||
69–138 | REF | |||||||||||
144–204 | −0.15 | 0.087 | −0.048 | 0.064 | ||||||||
212–483 | 0.30 | 0.10 | 0.32 | 0.056 | ||||||||
Maximum annual cement production, 106 ton year-1 | <0.001 | <0.001 | ||||||||||
0.43–1.1 | ||||||||||||
1.2–1.8 | 0.13 | 0.081 | −0.049 | 0.058 | ||||||||
1.9–4.0 | −0.14 | 0.062 | −0.21 | 0.056 | ||||||||
Maximum cement production/employee, 103 ton year-1 | 0.5 | <0.001 | ||||||||||
2.7–6.3 | REF | |||||||||||
6.4–8.5 | 0.15 | 0.096 | 0.27 | 0.027 | ||||||||
8.7–12.4 | 0.048 | 0.070 | 0.053 | 0.033 | ||||||||
Tidiness | <0.001 | |||||||||||
Clean | REF | |||||||||||
Less clean | 0.061 | 0.056 | 0.095 | 0.020 | ||||||||
Bag filling | 0.01 | |||||||||||
0–4% | REF | |||||||||||
6–17% | 0.14 | 0.056 | ||||||||||
18–40% | 0.14 | 0.046 | ||||||||||
Annual cement production | 0.05 | |||||||||||
38–86% | −0.024 | 0.018 | ||||||||||
86–98% | 0.036 | 0.020 | ||||||||||
100% | REF | |||||||||||
Random effects | Variance | SE | Variance | SE | Variance | SE | Variance | SE | ||||
Plant | n. i. | n. i. | n. i. | n. i. | ||||||||
Job type | 0.135 | 0.070 | 0.094 | 0.044 | 0.128 | 0.066 | 0.091 | 0.050 | ||||
Workers | 0.153 | 0.013 | 0.107 | 0.011 | 0.138 | 0.010 | 0.094 | 0.0089 | ||||
Season | 0.020 | 0.011 | 0.016 | 0.011 | 0.027 | 0.0090 | 0.025 | 0.0088 | ||||
Error | 0.173 | 0.0067 | 0.174 | 0.0069 | 0.171 | 0.0057 | 0.173 | 0.0059 | ||||
Sum | 0.451 | 0.391 | 0.464 | 0.383 |
B , regression coefficient; LR test, likelihood ratio test between full model and model without the fixed effect; n. i., not included in the model.
a Log 10 -transformed exposure in mg m −3 .
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