Urban area disadvantage and physical activity: a multilevel study in Melbourne, Australia
Open accessAbstract
Objective: To estimate variation between small areas in the levels of walking, cycling, jogging, and swimming and overall physical activity and the importance of area level socioeconomic disadvantage in predicting physical activity participation. Methods: All census collector districts (CCDs) in the 20 innermost local government areas in metropolitan Melbourne, Australia, were identified and ranked by the percentage of low income households (<$400/week) living in the CCD. Fifty CCDs were randomly selected from the least, middle, and most disadvantaged septiles of the ranked CCDs and 2349 residents (58.7% participation rate) participated in a cross sectional postal survey about physical activity. Multilevel logistic regression (adjusted for extrabinomial variation) was used to estimate area level variation in walking, cycling, jogging, and swimming and in overall physical activity participation, and the importance of area level socioeconomic disadvantage in predicting physical activity participation. Results: There were significant variations between CCDs in all activities and in overall physical participation in age and sex adjusted models; however, after adjustment for individual SES (income, occupation, education) and area level socioeconomic disadvantage, significant differences remained only for walking (p = 0.004), cycling (p = 0.003), and swimming (p = 0.024). Living in the most socioeconomically disadvantaged areas was associated with a decreased likelihood of jogging and of having overall physical activity levels that were sufficiently active for health; these effects remained after adjustment for individual socioeconomic status (sufficiently active: OR 0.70, 95% CI 0.55 to 0.90 and jogging: OR = 0.69, 95% CI 0.51 to 0.94). Conclusion: These research findings support the need to focus on improving local environments to increase physical activity participation.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The sample had physical activity rates comparable to other Australian studies of older adults measured using the AAS.
“and physical activity rates comparable to other Australian studies of older adults measured using the AAS [31-33].”
From A Physical Activity and Diet Program Delivered by Artificially Intelligent Virtual Health Coach: Proof-of-Concept Study (2020) · cites this paper as [33]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Mail and internet surveys : the tailored design method
Dillman, D. A. (2007) · Cited by 9,587 · see citing works
Goldstein, H. (2006) · Technometrics · doi:10.1198/tech.2006.s417 · Cited by 4,960 · see citing works
Saelens, B. E., Sallis, J. F., & Frank, L. D. (2003) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2502_03 · Cited by 2,285 · see citing works
Linking objectively measured physical activity with objectively measured urban form
Frank, L. D., Schmid, T. L., Sallis, J. F., Chapman, J. E., & Saelens, B. E. (2005) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2004.11.001 · Cited by 1,553 · see citing works
Giles‐Corti, B., Broomhall, M. H., Knuiman, M. W., Collins, C. G., Douglas, K., Ng, K., Lange, A., & Donovan, R. J. (2005) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2004.10.018 · Cited by 1,523 · see citing works
Bringing context back into epidemiology: variables and fallacies in multilevel analysis
Diez-Roux, A. V. (1998) · American Journal of Public Health · doi:10.2105/ajph.88.2.216 · Cited by 1,317 · see citing works
Understanding environmental influences on walking
Owen, N. G., Humpel, N., Leslie, E. R., Bauman, A. E., & Sallis, J. F. (2004) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2004.03.006 · Cited by 1,307 · see citing works
Giles‐Corti, B. (2002) · Preventive Medicine · doi:10.1006/pmed.2002.1115 · Cited by 860 · see citing works
The burden of disease and injury in Australia
Mathers, C. D., Vos, T., & Stevenson, C. (2000) · Australian Health Review · doi:10.1071/ah000216 · Cited by 745 · see citing works
Giles‐Corti, B., & Donovan, R. J. (2003) · American Journal of Public Health · doi:10.2105/ajph.93.9.1583 · Cited by 607 · see citing works
Ball, K., Bauman, A., Leslie, E., & Owen, N. (2001) · Preventive Medicine · doi:10.1006/pmed.2001.0912 · Cited by 552 · see citing works
Environmental determinants of physical activity and sedentary behavior.
Owen, N. G., Leslie, E. R., Salmon, J., & Fotheringham, M. J. (2000) · PubMed · Cited by 515 · see citing works
Promoting walking and cycling as an alternative to using cars: systematic review
Ogilvie, D., Egan, M., Hamilton, V., & Petticrew, M. (2004) · British medical journal · doi:10.1136/bmj.38216.714560.55 · Cited by 467 · see citing works
A User's Guide to MLwiN version 2.0
Rasbash, J., Steele, F., Browne, W. J., & Goldstein, H. (2004) · Bristol Research (University of Bristol) · Cited by 457 · see citing works
Walking, exercising, and smoking: does neighborhood matter?
Ross, C. E. (2000) · Social Science & Medicine · doi:10.1016/s0277-9536(99)00451-7 · Cited by 395 · see citing works
Addy, C. L., Wilson, D. K., Kirtland, K. A., Ainsworth, B. E., Sharpe, P. A., & Kimsey, D. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.3.440 · Cited by 390 · see citing works
Estimating neighborhood health effects: the challenges of causal inference in a complex world
Roux, A. V. D. (2004) · Social Science & Medicine · doi:10.1016/s0277-9536(03)00414-3 · Cited by 387 · see citing works
Ecological effects in multi-level studies
Blakely, T. A., & Woodward, A. J. (2000) · Journal of Epidemiology and Community Health · doi:10.1136/jech.54.5.367 · Cited by 385 · see citing works
van Lenthe, F. J., Brug, J., & Mackenbach, J. P. (2005) · Social Science & Medicine · doi:10.1016/j.socscimed.2004.06.013 · Cited by 344 · see citing works
Occupation, Hours Worked, and Leisure-Time Physical Activity
Burton, N. W., & Turrell, G. (2000) · Preventive Medicine · doi:10.1006/pmed.2000.0763 · Cited by 312 · see citing works
Self-citationHuston, S. L., Evenson, K. R., Bors, P., & Gizlice, Z. (2003) · American Journal of Health Promotion · doi:10.4278/0890-1171-18.1.58 · Cited by 308 · see citing works
Cardiovascular risk factors and the neighbourhood environment: a multilevel analysis
Sundquist, J., Malmstrom, M., & Johansson, S. (1999) · International Journal of Epidemiology · doi:10.1093/ije/28.5.841 · Cited by 290 · see citing works
Yen, I. H., & Kaplan, G. A. (1998) · American Journal of Public Health · doi:10.2105/ajph.88.11.1709 · Cited by 280 · see citing works
Factors of the Physical Environment Associated with Walking and Bicycling
Wendel‐Vos, W., Schuit, A. J., NIET, R. D., Boshuizen, H. C., Saris, W. H. M., & Kromhout, D. (2004) · Medicine & Science in Sports & Exercise · doi:10.1249/01.mss.0000121955.03461.0a · Cited by 208 · see citing works
Geographical influences upon physical activity participation: evidence of a ‘coastal effect’
Bauman, A. E., Smith, B. J., Stoker, L., Bellew, B., & Booth, M. L. (1999) · Australian and New Zealand Journal of Public Health · doi:10.1111/j.1467-842x.1999.tb01265.x · Cited by 188 · see citing works
CRESPO, C. J., AINSWORTH, B. E., KETEYIAN, S. J., HEATH, G. W., & SMIT, E. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199912000-00019 · Cited by 186 · see citing works
Income non-reporting: implications for health inequalities research
Turrell, G. (2000) · Journal of Epidemiology & Community Health · doi:10.1136/jech.54.3.207 · Cited by 178 · see citing works
Self-citationPlaces to Walk: Convenience and Regular Physical Activity
Powell, K. E., Martin, L. M., & Chowdhury, P. P. (2003) · American Journal of Public Health · doi:10.2105/ajph.93.9.1519 · Cited by 174 · see citing works
Li, F., Fisher, K. J., Bauman, A. E., Ory, M. G., Chodzko-Zajko, W. J., Harmer, P., Bosworth, M., & Cleveland, M. (2005) · Journal of Aging and Physical Activity · doi:10.1123/japa.13.1.87 · Cited by 139 · see citing works
Timperio, A. F., Salmon, J., & Crawford, D. A. (2003) · Journal of science and medicine in sport · doi:10.1016/s1440-2440(03)80273-6 · Cited by 123 · see citing works
Self-citationTurrell, G., Blakely, T. A., Patterson, C. M., & Oldenburg, B. F. (2004) · QUT ePrints (Queensland University of Technology) · Cited by 116 · see citing works
Self-citationTurrell, G., Blakely, T. A., Patterson, C. M., & Oldenburg, B. F. (2004) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2003.011031 · Cited by 114 · see citing works
Self-citationOptimizing census geography: the separation of collection and output geographies
MARTIN, D. J. (1998) · International Journal of Geographical Information Systems · doi:10.1080/136588198241590 · Cited by 101 · see citing works
Song, Y., & Byeon, J. J. (2000) · Journal of Epidemiology & Community Health · doi:10.1136/jech.54.3.166 · Cited by 75 · see citing works
Physical Activity Levels of Western Australian Adults 1999
Bull, F., Milligan, R., Rosenberg, M., & Macgowan, H. (2001) · UWA Profiles and Research Repository (UWA) · Cited by 39 · see citing works
Turrell, G., & Mengersen, K. L. (2000) · Social Science & Medicine · doi:10.1016/s0277-9536(99)00300-7 · Cited by 23 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Fuzhong L, Fisher K, Bauman A, et al. Neighbourhood influences on physical activity. J Aging Phys Activity 2005;13:87-114.
Cited by
Sorted by citations
Neighbourhood access to open spaces and the physical activity of residents: A national study
Witten, K., Hiscock, R., Pearce, J., & Blakely, T. (2008) · Preventive Medicine · doi:10.1016/j.ypmed.2008.04.010 · Cited by 197 · see citing works
Kavanagh, A. M., Bentley, R., Turrell, G., Broom, D. H., & Subramanian, S. V. (2006) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2005.043562 · Cited by 179 · see citing works
Self-citationMaher, C. A., Davis, C. R., Curtis, R. G., Short, C. E., & Murphy, K. J. (2020) · JMIR mHealth and uHealth · doi:10.2196/17558 · Cited by 165 · see citing works
Popham, F., & Mitchell, R. (2006) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2005.041194 · Cited by 106 · see citing works
“Just One Thing after Another”: Recursive Cascades and Chronic Conditions
Manderson, L., & Warren, N. (2016) · Medical Anthropology Quarterly · doi:10.1111/maq.12277 · Cited by 101 · see citing works
- Authors
- Kavanagh, A. M., Goller, J. L., King, T., Jolley, D., Crawford, D., & Turrell, G.
- Affiliations
- The University of Melbourne (AU)
- La Trobe University (AU)
- Monash University (AU)
- Deakin University (AU)
- Queensland University of Technology (AU)
- Corresponding author
- Kavanagh, Anne M
- Venue
- Journal of Epidemiology and Community Health
- Publisher
- BMJ
- Published
- 2005-10-18
- Volume
- 59
- Issue
- 11
- Pages
- 934-940
- ISSN
- 0141-7681 (ISSN-L)
- 0143-005X
- 1470-2738
- PMC
- PMC1732943
- OpenAlex
- W2144919487
- Cited by
- 162
- References
- 37
- Citations by year
- 2025: 2 · 2024: 4 · 2023: 2 · 2022: 5 · 2021: 4 · 2020: 3 · 2019: 5 · 2018: 3 · 2017: 13 · 2016: 16 · 2015: 11 · 2014: 3 · 2013: 7 · 2012: 15
- FWCI
- 40.44
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Epidemiology & Community Health (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Research Bank (Australian Catholic University) (submittedVersion)
- Own your potential (DEAKIN) (submittedVersion)
- Minerva Access (University of Melbourne) (submittedVersion)
- ANU Open Research (Australian National University) (submittedVersion)
- Funders
- Medical Research Council
- National Health and Medical Research Council
- Topics
- Social Sciences › Transportation › Urban Transport and Accessibility
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Social Sciences › Health › Health disparities and outcomes
- Keywords
- physical activity, socioeconomic deprivation, urban disadvantage, walking, cycling, jogging, swimming, area-level disadvantage, low-income households, built environment, health disparities, Melbourne
- MeSH terms
- Adolescent, Adult, Aged, Cross-Sectional Studies, Female, Humans, Leisure Activities, Male, Middle Aged, Surveys and Questionnaires, Social Class, Urban Health, Victoria, Exercise, Small-Area Analysis
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review