Table 7 Parameter estimation results of random parameter Logit model.

Choice	Variable	Odd ratio	Coefficient	Std.err	p
σ/Normal	sd(Perceived behavior control )	0.603	0.603*	0.362	< 0.100
σ/Normal	sd(Terrain spatial perception)	0.612	0.612***	0.192	< 0.010
μ	Perceived behavior control	0.144	0.144**	0.064	0.024
μ	Terrain spatial perception	0.163	0.163**	0.068	0.016
Subway	(base alternative)
Taxi	con_	13.206	2.581	1.750	0.140
	Gender	2.833	1.041***	0.268	0.000
	Age	1.163	0.151	0.154	0.327
	Monthly income	2.763	1.016***	0.166	0.000
	Private car ownership	1.682	0.520*	0.271	0.055
	Length of residence/year	0.510	− 0.672**	0.280	0.016
	Work-residence distance/km	0.379	− 0.970***	0.283	0.001
	Road slope between OD/%	0.808	− 0.213**	0.108	0.048
	Grouping characteristic between OD	0.428	− 0.849***	0.273	0.002
	Congestion between OD	0.368	− 0.999***	0.265	0.000
	River-crossing demand between OD	0.641	− 0.445*	0.256	0.082
	Subjective norms	0.681	− 0.384*	0.205	0.061
	Behavior attitude	1.542	0.432**	0.208	0.038
Bus	con_	14,062.330	9.551***	1.694	0.000
	Gender	0.940	− 0.062	0.226	0.783
	Age	1.496	0.403***	0.131	0.002
	Monthly income	0.850	− 0.163	0.125	0.191
	Private car ownership	0.504	− 0.685***	0.246	0.005
	Length of residence/year	0.587	− 0.532**	0.255	0.037
	Work-residence distance/km	0.528	− 0.639**	0.250	0.011
	Road slope between OD/%	0.807	− 0.215**	0.093	0.021
	Grouping characteristic between OD	0.610	− 0.494**	0.244	0.043
	Congestion between OD	0.440	− 0.820***	0.240	0.001
	River-crossing demand between OD	0.564	− 0.572**	0.233	0.014
	Subjective norms	0.786	− 0.241	0.179	0.178
	Behavior attitude	0.523	− 0.649***	0.196	0.001

***p < 0.01, **p < 0.05, *p < 0.1. Data source: Compiled by the author from Stata 26.0 software runs.

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