Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations
Abstract
:1. Introduction
2. Material and Methods
2.1. Sao Paulo Health Survey
2.2. Outcome Variable
2.3. Covariates
2.4. Built Environment Variables
2.5. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Variables | Sample Characteristics (%) * | Prevalence Ratio (95 %CI) ** |
---|---|---|
Sex (n = 3145) | ||
Female | 53.5 | 1.00 |
Male | 46.5 | 4.59 (2.82–7.46) # |
Age group (n = 3145) | ||
18–29 years | 24.5 | 1.00 |
30–39 years | 22.8 | 1.18 (0.74–1.89) |
40–49 years | 18.7 | 1.37 (0.76–2.45) |
50–59 years | 15.8 | 0.66 (0.33–1.34) |
60 years or older | 18.2 | 0.63 (0.29–1.41) |
Education (n = 3145) | ||
Incomplete elementary school | 17.4 | 1.00 |
Elementary to incomplete high school | 24.0 | 0.93 (0.50–1.75) |
Complete high school | 29.0 | 0.89 (0.49–1.59) |
Undergraduate incomplete to complete | 29.6 | 1.00 (0.51–1.98) |
Marital Status (n = 3136) | ||
Married or de facto | 56.9 | 1.00 |
Single | 28.3 | 1.64 (1.04–2.59) # |
Divorced, separated, or widowed | 14.8 | 1.33 (0.74–2.36) |
Physical activity in leisure time (n = 3141) | ||
<150 min per week | 78.0 | 1.00 |
≥150 min per week | 22.0 | 1.59 (1.11–2.28) # |
Obesity (n = 3077) | ||
Body mass index ≥ 30 kg/m2 | 79.0 | 1.00 |
Body mass index < 30 kg/m2 | 21.0 | 1.28 (0.73–2.24) |
Smoking (n = 3142) | ||
No | 82.6 | 1.00 |
Yes | 17.4 | 1.10 (0.68–1.79) |
Self-report of health (n = 3141) | ||
Regular/bad/very bad | 27.2 | 1.00 |
Good/very good/excellent | 72.8 | 1.22 (0.81–1.84) |
Employees (n = 3100) | ||
No | 34.9 | 1.00 |
Yes | 65.1 | 1.50 (0.99–2.27) |
Car or motorcycle ownership (n = 3145) | ||
No | 42.8 | 1.00 |
Yes | 57.2 | 0.77 (0.52–1.15) |
Bicycle ownership (n = 3052) | ||
No | 68.3 | 1.00 |
Yes | 31.7 | 4.48 (2.95–6.79) # |
Time in the same residence (n = 3111) | ||
Up to 1 year | 12.4 | 1.00 |
Between 1 and 5 years | 21.0 | 0.90 (0.49–1.67) |
More than 5 years | 66.6 | 0.73 (0.42–1.28) |
Facilities in 1500-m Buffers | % of People with Bike Paths * | % of People with Train/Subway Stations ** | % of People with Bike Paths and Train/Subway Stations in the Same Buffers *** |
---|---|---|---|
None | 30.9 | 70.9 | 80.8 |
Up to 500 m | 29.3 | 4.7 | 4.4 |
Bewteen 500 m and 1500 m | 39.8 | 24.4 | 14.8 |
Bike Paths | Model 1 | Model 2 |
---|---|---|
OR (95% CI) * | OR (95% CI) ** | |
Bike paths only | ||
None | 1 | 1 |
Up to 500 m | 2.11 (1.04–4.27) # | 2.54 (1.16–5.54) # |
Between 500 m and 1500 m | 1.14 (0.59–2.21) | 1.62 (0.78–3.36) |
Train or subway stations only | ||
None | 1 | 1 |
Up to 500 m | 1.30 (0.36–4.61) | 1.26 (0.33–4.74) |
Between 500 m and 1500 m | 1.87 (1.01–3.45) # | 2.07 (1.10–3.86) # |
Bike paths and train or subway stations *** | ||
None | 1 | 1 |
Up to 500 m | 0.78 (0.20–3.04) | 0.72 (0.17–3.00) |
Between 500 m and 1500 m | 0.88 (0.41–1.88) | 1.15 (0.54–2.48) |
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Florindo, A.A.; Barrozo, L.V.; Turrell, G.; Barbosa, J.P.d.A.S.; Cabral-Miranda, W.; Cesar, C.L.G.; Goldbaum, M. Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations. Int. J. Environ. Res. Public Health 2018, 15, 562. https://doi.org/10.3390/ijerph15040562
Florindo AA, Barrozo LV, Turrell G, Barbosa JPdAS, Cabral-Miranda W, Cesar CLG, Goldbaum M. Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations. International Journal of Environmental Research and Public Health. 2018; 15(4):562. https://doi.org/10.3390/ijerph15040562
Chicago/Turabian StyleFlorindo, Alex Antonio, Ligia Vizeu Barrozo, Gavin Turrell, João Paulo dos Anjos Souza Barbosa, William Cabral-Miranda, Chester Luiz Galvão Cesar, and Moisés Goldbaum. 2018. "Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations" International Journal of Environmental Research and Public Health 15, no. 4: 562. https://doi.org/10.3390/ijerph15040562
APA StyleFlorindo, A. A., Barrozo, L. V., Turrell, G., Barbosa, J. P. d. A. S., Cabral-Miranda, W., Cesar, C. L. G., & Goldbaum, M. (2018). Cycling for Transportation in Sao Paulo City: Associations with Bike Paths, Train and Subway Stations. International Journal of Environmental Research and Public Health, 15(4), 562. https://doi.org/10.3390/ijerph15040562