Table 6 Regression results of ordered probit models to estimate crash severity for single-vehicle and multi-vehicle crashes by roadway class.
From: The internal and external cost of motor vehicle crashes
Primary arterial | Minor arterial | Collector | Local roads | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Est. | S.E. | Est. | S.E. | Est. | S.E. | Est. | S.E. | |||||||
Single-vehicle crashes | Coef. | log(Q) | 0.007 | 0.004 | . | − 0.034 | 0.007 | *** | − 0.049 | 0.011 | *** | − 0.029 | 0.013 | * |
log(L) | − 0.002 | 0.007 | 0.005 | 0.009 | 0.004 | 0.013 | 0.049 | 0.018 | * | |||||
VVar | − 0.000 | 0.000 | 0.001 | 0.001 | * | − 0.002 | 0.001 | − 0.001 | 0.004 | |||||
U | − 0.036 | 0.023 | − 0.121 | 0.021 | *** | − 0.062 | 0.036 | . | − 0.054 | 0.048 | ||||
WWet | − 0.270 | 0.018 | *** | − 0.146 | 0.023 | *** | − 0.204 | 0.039 | *** | − 0.152 | 0.051 | *** | ||
WSnow | − 0.503 | 0.021 | *** | − 0.388 | 0.027 | *** | − 0.383 | 0.044 | *** | − 0.345 | 0.058 | *** | ||
WIced | − 0.339 | 0.019 | *** | − 0.375 | 0.024 | *** | − 0.482 | 0.039 | *** | − 0.441 | 0.051 | *** | ||
WOthers | − 0.330 | 0.032 | *** | − 0.083 | 0.036 | * | − 0.100 | 0.059 | . | − 0.122 | 0.075 | |||
Dlight-on | − 0.059 | 0.014 | *** | − 0.088 | 0.018 | *** | − 0.102 | 0.029 | *** | − 0.066 | 0.036 | . | ||
Dlight-off | − 0.167 | 0.023 | *** | − 0.253 | 0.021 | *** | − 0.112 | 0.037 | *** | − 0.009 | 0.054 | |||
Const. | 1|2 | 0.377 | 0.046 | *** | 0.013 | 0.059 | − 0.210 | 0.091 | * | 0.018 | 0.112 | |||
2|3 | 1.081 | 0.047 | *** | 0.597 | 0.059 | *** | 0.348 | 0.091 | *** | 0.572 | 0.112 | *** | ||
3|4 | 1.984 | 0.049 | *** | 1.282 | 0.060 | *** | 1.021 | 0.091 | *** | 1.210 | 0.114 | *** | ||
4|5 | 2.411 | 0.052 | *** | 1.705 | 0.061 | *** | 1.420 | 0.094 | *** | 1.565 | 0.116 | *** | ||
AIC | 64,572 | 52,530 | 19,534 | 11,185 | ||||||||||
R2 | 0.014 | 0.012 | 0.014 | 0.011 | ||||||||||
Multi-vehicle crashes | Coef. | log(Q) | − 0.035 | 0.002 | *** | − 0.044 | 0.003 | *** | − 0.010 | 0.006 | . | − 0.012 | 0.006 | . |
log(L) | 0.043 | 0.004 | *** | 0.053 | 0.003 | *** | 0.044 | 0.006 | *** | 0.028 | 0.008 | *** | ||
VVar | − 0.001 | 0.000 | *** | 0.001 | 0.000 | *** | 0.000 | 0.000 | 0.000 | 0.001 | ||||
U | − 0.088 | 0.016 | *** | − 0.129 | 0.013 | *** | − 0.155 | 0.026 | *** | 0.091 | 0.029 | *** | ||
WWet | − 0.041 | 0.010 | *** | − 0.069 | 0.008 | *** | − 0.099 | 0.014 | *** | − 0.105 | 0.021 | *** | ||
WSnow | − 0.245 | 0.017 | *** | − 0.370 | 0.013 | *** | − 0.452 | 0.023 | *** | − 0.439 | 0.030 | *** | ||
WIced | − 0.145 | 0.016 | *** | − 0.424 | 0.013 | *** | − 0.442 | 0.021 | *** | − 0.469 | 0.027 | *** | ||
WOthers | − 0.119 | 0.027 | *** | − 0.270 | 0.019 | *** | − 0.306 | 0.031 | *** | − 0.358 | 0.046 | *** | ||
Dlight-on | 0.071 | 0.009 | *** | 0.066 | 0.007 | *** | − 0.029 | 0.013 | * | − 0.051 | 0.018 | *** | ||
Dlight-off | 0.199 | 0.022 | *** | − 0.003 | 0.018 | − 0.288 | 0.031 | *** | − 0.315 | 0.042 | *** | |||
Const. | 1|2 | 0.074 | 0.028 | * | − 0.129 | 0.028 | *** | 0.130 | 0.051 | * | 0.440 | 0.062 | *** | |
2|3 | 0.991 | 0.029 | *** | 0.704 | 0.028 | *** | 0.938 | 0.052 | *** | 1.225 | 0.062 | *** | ||
3|4 | 1.858 | 0.030 | *** | 1.539 | 0.029 | *** | 1.781 | 0.052 | *** | 2.049 | 0.064 | *** | ||
4|5 | 2.330 | 0.034 | *** | 2.181 | 0.031 | *** | 2.438 | 0.057 | *** | 2.786 | 0.074 | *** | ||
AIC | 193,076 | 337,992 | 104,853 | 52,308 | ||||||||||
R2 | 0.004 | 0.008 | 0.011 | 0.012 | ||||||||||