Table 3.
γ=0 | γ=0.975 | γ=0.9999 | |||||||
---|---|---|---|---|---|---|---|---|---|
time | Single | Multi | DLM | Single | Multi | DLM | Single | Multi | DLM |
Scenario 1 | |||||||||
6 | 0.5 | 0.5 | 0.4 | 87.3 | 1.6 | 0.7 | 173.8 | 26.7 | 3.3 |
12 | 0.5 | 0.5 | 0.2 | 95.1 | 2.3 | 0.2 | 174.4 | 37.7 | 1.5 |
18 | 0.5 | 0.5 | 0.2 | 100.5 | 2.4 | 0.2 | 174.9 | 38.8 | 0.8 |
24 | 0.6 | 0.6 | 0.1 | 104.3 | 2.2 | 0.1 | 175.3 | 37.8 | 0.6 |
30 | 0.5 | 0.5 | 0.1 | 106.1 | 2.2 | 0.1 | 175.5 | 36.1 | 0.7 |
36 | 0.5 | 0.5 | 0.1 | 105.8 | 2.2 | 0.2 | 175.5 | 40.4 | 0.9 |
42 | 0.5 | 0.5 | 0.1 | 104.7 | 2.4 | 0.2 | 175.3 | 40.1 | 0.8 |
48 | 0.5 | 0.5 | 0.1 | 100.9 | 2.3 | 0.1 | 174.9 | 35.3 | 0.7 |
54 | 0.5 | 0.5 | 0.1 | 95.7 | 2.4 | 0.1 | 174.5 | 39.2 | 1.0 |
60 | 0.5 | 0.5 | 0.3 | 87.6 | 1.5 | 0.5 | 173.8 | 26.9 | 3.1 |
Scenario 2 | |||||||||
6 | 0.5 | 0.5 | 0.5 | 98.2 | 1.6 | 0.7 | 194.8 | 26.3 | 3.0 |
12 | 0.5 | 0.5 | 0.2 | 98.7 | 2.1 | 0.2 | 182.2 | 38.3 | 1.4 |
18 | 0.5 | 0.5 | 0.2 | 99.8 | 2.2 | 0.2 | 172.8 | 37.2 | 0.8 |
24 | 0.5 | 0.5 | 0.1 | 101.1 | 2.4 | 0.1 | 166.7 | 38.9 | 0.6 |
30 | 0.5 | 0.5 | 0.1 | 101.7 | 2.3 | 0.1 | 163.5 | 38.1 | 0.7 |
36 | 0.5 | 0.5 | 0.1 | 101.8 | 2.3 | 0.1 | 163.3 | 42.1 | 0.9 |
42 | 0.5 | 0.5 | 0.1 | 100.5 | 2.3 | 0.1 | 166.0 | 38.0 | 0.9 |
48 | 0.5 | 0.5 | 0.1 | 99.2 | 2.2 | 0.1 | 171.6 | 40.0 | 0.7 |
54 | 0.6 | 0.6 | 0.2 | 97.9 | 2.3 | 0.1 | 180.2 | 39.1 | 1.0 |
60 | 0.5 | 0.6 | 0.4 | 97.1 | 1.6 | 0.5 | 192.3 | 25.7 | 3.0 |
Scenario 3 | |||||||||
6 | 0.7 | 0.7 | 0.6 | 11.8 | 2.1 | 1.0 | 25.0 | 32.4 | 4.7 |
12 | 0.6 | 0.6 | 0.4 | 12.9 | 2.8 | 0.4 | 25.1 | 46.1 | 2.2 |
18 | 0.7 | 0.7 | 0.2 | 13.9 | 3.0 | 0.3 | 25.2 | 45.1 | 1.2 |
24 | 0.6 | 0.6 | 0.4 | 15.5 | 3.0 | 0.4 | 25.3 | 48.2 | 1.2 |
30 | 0.6 | 0.6 | 1.0 | 17.6 | 3.1 | 1.1 | 25.5 | 47.5 | 2.0 |
36 | 1.0 | 1.0 | 1.7 | 4.8 | 3.4 | 1.8 | 6.9 | 47.0 | 3.1 |
42 | 0.6 | 0.6 | 1.5 | 5.3 | 3.1 | 1.6 | 6.9 | 46.6 | 2.9 |
48 | 1.1 | 1.1 | 1.5 | 19.1 | 3.5 | 1.4 | 25.6 | 46.6 | 2.1 |
54 | 0.6 | 0.6 | 0.6 | 16.5 | 2.8 | 0.5 | 25.5 | 45.6 | 2.0 |
60 | 0.7 | 0.7 | 0.5 | 14.8 | 2.1 | 0.8 | 25.3 | 31.9 | 4.9 |
MSE rounded to the fourth decimal place and multiplied by
Single, the exposure at each time point is used in a separate regression model; Multi, the exposures at each time point are simultaneously entered into a single regression model; DLM, the Distributed Lag Model
γ represents the correlation used to generate data between exposures
Scenario 1: Exposure effects are constant regardless of time point. Scenario 2: Exposure effects’ magnitude is an upward convex quadratic curve. Scenario 3: Exposure effects exist only from