Collective Risk Ranking of Highway Segments on the Basis of Severity-Weighted Crash Rates

Table 3

F1-score for models and each severity class.

Dataset	With random features				Without random features
	Random forest		Ordered logit		Random forest		Ordered logit
	Class	Model	Class	Model	Class	Model	Class	Model
No Injury/PDO	0.72	0.54	0.79	0.55	0.77	0.54	0.80	0.54
Possible injury	0.19		0.06		0.09		0.00
Non-incapacitating injury	0.12		0.00		0.07		0.00
Fatal/Incapacitating injury	0.06		0.00		0.02		0.00