Research Article

Exploring the Behavior-Driven Crash Risk Prediction Model: The Role of Onboard Navigation Data in Road Safety

Table 6

Logit regression and ANOVA results in datasets with rates of 1 : 1.

Interval (min)VariableEstimationStdP valueExp (estimation)

5A_a_up2.3990.850.00511.007
Constant−0.2030.1650.2180.816

15B_a_up2.480.90.00611.943
B_v_up−0.0550.01600.947
B_n_dn0.1140.040.0051.121
Constant−0.210.140.1330.81

30A_a_up2.0640.880.0197.878
A_v_up−0.0310.0120.0110.969
A_v_dn−0.0290.0090.0010.972
B_a_dn1.5490.5270.0034.708
Constant−0.0160.20.9350.984

45A_n_dn−0.0760.0370.040.927
A_a_dn3.1361.0410.00323.016
A_v_dn−0.0350.010.0010.965
B_a_dn2.7940.592016.344
Constant−0.6330.1990.0010.531

60A_a_up2.7570.9180.00315.753
A_v_up−0.0450.0100.956
B_a_dn1.3370.5880.0233.808
Constant−0.2750.2030.1760.759