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Table 4 Performance of regression models between walkability index and ACS for urban and rural children, controlling for gender, age, and SES

From: Different neighborhood walkability indexes for active commuting to school are necessary for urban and rural children and adolescents

No. variables

Urban children

   

Rural children

Walkability indexa

MSE

RMSE

r-value

Walkability indexb

MSE

RMSE

r-value

2

[Positive streetscape characteristics + Distance to school]

8.25

2.87

0.51

[No. traffic lanes + Crossing quality]

8.83

2.97

0.64

3

[Residential density + Distance to school + Intersection density]

8.2

2.86

0.51

[No. traffic lanes + Crossing quality+ Distance to school]

8.76

2.96

0.64

4

[Crossing quality + Distance to school + No. crossings

+ Positive streetscape characteristics]

8.2

2.86

0.51

[Intersection density + Positive streetscape characteristics

+ Distance to school + Parking street buffer]

8.72

2.95

0.65

5

[Residential density + Distance to school + Intersection density + Positive streetscape characteristics + Crossing quality]

8.16

2.86

0.52

[No. four-way intersections + crossing quality + Distance to school + No. crossings + Traffic calming]

8.74

2.96

0.64

6

[Residential density + Distance to school + No. crossings

+ Intersection density + Crossing quality + Positive streetscape characteristics]

8.16

2.86

0.52

[No. four-way intersections + crossing quality + Distance to school + No. crossings + Positive streetscape characteristics + Parking street buffer]

8.77

2.96

0.64

  1. Notes. Normalized values (range normalization) of the variables were used. MSE Mean square error, RMSE Root mean square error. aThe value of the variable Distance to school has been inverted according to the Beta values found in Table 2. bThe value of the variables No. traffic lanes, Distance to school, Intersection density, Positive streetscape characteristics, Parking street buffer, No. four-way intersections, No. crossings and Traffic calming have been inverted according to the Beta values found in Table 2