Model predictors | Model 1†| Model 2†| Model 3†|
---|---|---|---|
O.R. (95% C.I.) p-value | O.R. (95% C.I.) p-value | O.R. (95% C.I.) p-value | |
Built environment morphometrics | Â | Â | Â |
Dwelling level variables | Â | Â | Â |
Dwelling centred density | 1.02 (−0.02, 0.06) p = 0.20 |  | 1.01 (−0.03, 0.05) p = 0.32 |
Plot exposure (none vs. one bldg face) | 0.92 (−0.78, 0.57) p = 0.40 |  | 0.94 (−0.78, 0.61) p = 0.43 |
Plot exposure (more than one faces vs. one bldg face) | 0.78 (−0.79, 0.27) p = 0.18 |  | 0.79 (−0.81, 0.30) p = 0.20 |
Dwelling type (semi-detached vs. detached) | 0.72 (−0.89, 0.23) p = 0.12 |  | 0.76 (−0.86, 0.30) p = 0.18 |
Dwelling type (terraced vs. detached) | 0.55 (−1.35, 0.15) p = 0.06* |  | 0.48 (−1.51, 0.02) p = 0.03** |
Dwelling type (flat vs. detached) | 0.72 (−1.34, 0.64) p = 0.25 |  | 0.82 (−1.19, 0.79) p = 0.35 |
Land use configuration | Â | Â | Â |
Land use mix (z-score) | Â | Â | Â |
T2 vs. T1 | 0.72 (−0.93, 0.27) p = 0.14 |  | 0.63 (−1.10, 0.18) p = 0.08* |
T3 vs. T1 | 0.51 (−1.51, 0.19) p = 0.06* |  | 0.42 (−1.77, 0.04) p = 0.03** |
Density of bus stops | 1.04 (−0.01, 0.10) p = 0.07* |  | 1.04 (−0.02, 0.10) p = 0.07* |
Density of retail | 0.99 (−0.04, 0.02) p = 0.31 |  | 1.00 (−0.04, 0.03) p = 0.45 |
Density of community services | 1.01 (−0.04, 0.06) p = 0.42 |  | 1.00 (−0.06, 0.06) p = 0.47 |
Density of recreation & leisure facilities | 0.98 (−0.08, 0.04) p = 0.24 |  | 0.98 (−0.08, 0.05) p = 0.33 |
Density of business & offices | 1.02 (0.00, 0.03) p = 0.06* |  | 1.02 (−0.01, 0.04) p = 0.08* |
Topological accessibility of streets (z-score) | Â | Â | Â |
Street movement potential R1200 m | 0.56 (−1.13, -0.01) p = 0.02** |  | 0.54 (−1.28, 0.03) p = 0.03** |
Street movement potential R3000 m | 0.95 (−0.61, 0.47) p = 0.43 |  | 1.14 (−0.69, 0.94) p = 0.38 |
Street movement potential RN m | 1.53 (0.04, 0.81) p = 0.02** |  | 1.24 (−0.39, 0.83) p = 0.25 |
Connectivity | 1.10 (−0.20, 0.39) p = 0.25 |  | 1.18 (−0.17, 0.49) p = 0.16 |
Natural environment | Â | Â | Â |
Topography (Standard deviation in slope) |  | 1.24 (−0.03, 0.47)p = 0.04** | 1.38 (−0.07, 0.71) p = 0.05** |
Greenness (Mean NDVI within 500 m) |  | 0.82 (−0.51, 0.10) p = 0.10* | 0.79 (−0.66, 0.21) p = 0.14 |
Neighbourhood deprivation | Â | Â | Â |
WIMD domains | Â | Â | Â |
Income deprivation |  | 1.03 (0.00, 0.07) p = 0.04** | 1.03 (−0.02, 0.07) p = 0.11 |
Employment deprivation |  | 0.97 (−0.07, 0.00) p = 0.03** | 0.96 (−0.08, 0.00) p = 0.02** |
Health deprivation |  | 0.99 (−0.03, 0.01) p = 0.13 | 0.99 (−0.03, 0.02) p = 0.31 |
Education deprivation |  | 1.00 (−0.04, 0.03) p = 0.42 | 1.02 (−0.03, 0.06) p = 0.21 |
Housing deprivation |  | 1.00 (−0.04, 0.04) p = 0.47 | 1.00 (−0.05, 0.04) p = 0.46 |
Physical environment |  | 1.02 (0.00, 0.04) p = 0.01** | 1.02 (0.00, 0.04) p = 0.04** |
Random effects | Â | Â | Â |
Between LSOA variance (S.E.) | 0.054 (0.083) | 0.025 (0.039) | 0.042 (0.079) |
Model fit | Â | Â | Â |
Bayesian DIC | 690.02 | 675.53 | 695.05 |