Skip to main content
. 2024 Jun 6;23:53. doi: 10.1186/s12940-024-01087-x

Table 3.

Simulation experiment results: mean squared error

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 102

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 t=36to47