Are disadvantaged children more likely to be excluded from analysis when applying global positioning systems inclusion criteria?

Journal article


Mavoa, Suzanne, Lamb, Karen, O'Sullivan, David, Witten, Karen and Smith, Melody. (2018). Are disadvantaged children more likely to be excluded from analysis when applying global positioning systems inclusion criteria? BMC Research Notes. 11, p. Article 578. https://doi.org/10.1186/s13104-018-3681-2
AuthorsMavoa, Suzanne, Lamb, Karen, O'Sullivan, David, Witten, Karen and Smith, Melody
Abstract

Objective
When using global positioning systems (GPS) to assess an individual’s exposure to their environment, a first step in data cleaning is to establish minimum GPS ‘inclusion criteria’ (a set of rules used to determine which GPS data are able to be included in analyses). Care is needed at this stage to avoid any data exclusion (data loss) systematically biasing results in terms of characteristics of the environment and participants. The extent of potential systematic bias in sample retention due to GPS data loss and application of GPS inclusion criteria is unknown. The aim of this study was to describe differences in sample size and socio-demographic characteristics of the retained sample when applying three different GPS inclusion criteria. The study assessed 7-day GPS data collected from children (aged 9–13 years) recruited from nine schools in Auckland, New Zealand as part of the Kids in the City study.

Results
Participants from ethnic minorities and those attending schools in lower socioeconomic areas were disproportionately excluded from the retained samples. This highlights potential equity implications in basing the assessment of exposure—which ultimately influences research results on the relationship between environment and health—on non-representative GPS data.

KeywordsGPS; inclusion criteria; missing data; bias; exposure; children; equity
Year2018
JournalBMC Research Notes
Journal citation11, p. Article 578
PublisherBiomed Central Ltd
ISSN1756-0500
Digital Object Identifier (DOI)https://doi.org/10.1186/s13104-018-3681-2
PubMed ID30103801
Scopus EID2-s2.0-85051416153
PubMed Central IDPMC6090823
Open accessPublished as ‘gold’ (paid) open access
Research or scholarlyResearch
Page range1-7
FunderNational Health and Medical Research Council (NHMRC)
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online13 Aug 2018
Publication process dates
Accepted04 Aug 2018
Deposited06 Dec 2021
Grant IDNHMRC/1121035
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Badland, Hannah, Kearns, Robin, Carroll, Penelope, Oliver, Melody, Mavoa, Suzanne, Donovan, Phil, Parker, Karl, Chaudhury, Moushumi, Lin, En-Yi and Witten, Karen. (2016). Development of a systems model to visualise the cimplexity of children's independent mobility. Children's Geographies. 14(1), pp. 91-100. https://doi.org/10.1080/14733285.2015.1021240
Conceptualising and measuring spatial indicators of employment through a liveability lens
Badland, Hannah, Davern, Melanie, Villanueva, Karen, Mavoa, Suzanne, Milner, Allison, Roberts, Rebecca and Giles-Corti, Billie. (2016). Conceptualising and measuring spatial indicators of employment through a liveability lens. Social Indicators Research. 127(2), pp. 565-576. https://doi.org/10.1007/s11205-015-0978-6
Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice
Badland, Hannah, Mavoa, Suzanne, Livingston, Michael, David, Stephanie and Giles-Corti, Billie. (2016). Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice. Drug and Alcohol Review. 35(3), pp. 298-306. https://doi.org/10.1111/dar.12341
Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study
Oliver, Melody, Parker, Karl, Witten, Karen, Mavoa, Suzanne, Badland, Hannah M., Donovan, Phil, Chaudhury, Moushumi and Kearns, Robin. (2016). Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study. Journal of Physical Activity and Health. 13(3), pp. 318-324. https://doi.org/10.1123/jpah.2015-0043
Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study
McGrath, Leslie J., Hinckson, Erica A., Hopkins, Will G., Mavoa, Suzanne, Witten, Karen and Schofield, Grant. (2016). Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study. Sports Medicine. 46(7), pp. 1003-1017. https://doi.org/10.1007/s40279-016-0533-x
Active transport, physical activity, and distance between home and school in children and adolescents
Duncan, Scott, White, Kate, Mavoa, Suzanne, Stewart, Tom, Hinckson, Erica and Schofield, Grant. (2016). Active transport, physical activity, and distance between home and school in children and adolescents. Journal of Physical Activity and Health. 13(4), pp. 447-453. https://doi.org/10.1123/jpah.2015-0054
Thea Astley - Australian icon, reluctant feminist
Lamb, Karen. (2016). Thea Astley - Australian icon, reluctant feminist. The Sydney Papers.
Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults
Oliver, Melody, Witten, Karen, Blakely, Tony, Parker, Karl, Badland, Hannah, Schofield, Grant, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica, Sweetsur, Paul and Kearns, Robin. (2015). Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults. BMC Public Health. 15, pp. 1-11. https://doi.org/10.1186/s12889-015-2292-2
Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool
Badland, Hannah, Donovan, Phil, Mavoa, Suzanne, Oliver, Melody, Chaudhury, Moushumi and Witten, Karen. (2015). Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool. Environment and Planning B: Urban Analytics and City Science. 42(6), pp. 1148-1160. https://doi.org/10.1068/b140009p
Age-friendly cities and communities : Access to services for older people
Lowen, Tamara, Davern, Melanie, Mavoa, Suzanne and Brasher, Kathleen. (2015). Age-friendly cities and communities : Access to services for older people. Australian Planner. 52(4), pp. 255-265. https://doi.org/10.1080/07293682.2015.1047874
The development of policy-relevant transport indicators to monitor health behaviours and outcomes
Badland, Hannah, Mavoa, Suzanne, Villanueva, Karen, Roberts, Rebecca, Davern, Melanie and Giles-Corti, Billie. (2015). The development of policy-relevant transport indicators to monitor health behaviours and outcomes. Journal of Transport and Health. 2(2), pp. 103-110. https://doi.org/10.1016/j.jth.2014.07.005
Developing indicators of public open space to promote health and wellbeing in communities
Villanueva, Karen, Badland, Hannah, Hooper, Paula, Koohsari, Mohammad, Mavoa, Suzanne, Davern, Melanie, Roberts, Rebecca, Goldfeld, Sharon and Giles-Corti, Billie. (2015). Developing indicators of public open space to promote health and wellbeing in communities. Applied Geography. 57, pp. 112-119. https://doi.org/10.1016/j.apgeog.2014.12.003
Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Parker, Karl, Donovan, Phil, Kearns, Robin, Lin, En-Yi and Witten, Karen. (2015). Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study. Health & Place. 36, pp. 57-64. https://doi.org/10.1016/j.healthplace.2015.09.005
Thea Astley: Inventing her own weather
Lamb, Karen. (2015). Thea Astley: Inventing her own weather University of Queensland Press.
Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study
Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen, Kearns, Robin, Ellaway, Anne, Hinckson, Erica, Mackay, Lisa and Schluter, Philip. (2014). Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study. International Journal of Behavioral Nutrition and Physical Activity. 11, pp. 1-12. https://doi.org/10.1186/1479-5868-11-70
Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities
Astell-Burt, Thomas, Feng, Xiaoqi, Mavoa, Suzanne, Badland, Hannah and Giles-Corti, Billie. (2014). Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities. BMC Public Health. 14, pp. 1-11. https://doi.org/10.1186/1471-2458-14-292
Distance to school is associated with sedentary time in children : findings from the URBAN study
Hinckson, Erica, McGrath, Les, Hopkins, Will, Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen and Kearns, Robin. (2014). Distance to school is associated with sedentary time in children : findings from the URBAN study. Frontiers in Public Health. 2, pp. 1-9. https://doi.org/10.3389/fpubh.2014.00151
Developing a research and practice tool to measure walkability : a demonstration project
Giles-Corti, Billie, Macaulay, Gus, Middleton, Nick, Boruff, Bryan, Bull, Fiona, Butterworth, Iain, Badland, Hannah, Mavoa, Suzanne, Roberts, Rebecca and Christian, Hayley. (2014). Developing a research and practice tool to measure walkability : a demonstration project. Health Promotion Journal of Australia. 25(3), pp. 160-166. https://doi.org/10.1071/HE14050
What constitutes a 'trip'? Examining child journey attributes using GPS and self-report
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Asiasiga, Lanuola, Tavae, N, Kearns, Robin and Witten, Karen. (2014). What constitutes a 'trip'? Examining child journey attributes using GPS and self-report. Children's Geographies. 12(2), pp. 249-256. https://doi.org/10.1080/14733285.2014.890370
Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study
Oliver, Melody, Doherty, Aiden, Kelly, Paul, Badland, Hannah, Mavoa, Suzanne, Shepherd, Janine, Kerr, Jacqueline, Marshall, Simon, Hamilton, Alexander and Foster, Charlie. (2013). Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study. International Journal of Health Geographics. 12(20), pp. 1-7. https://doi.org/10.1186/1476-072X-12-20
Using simple agent-based modeling to inform and enhance neighborhood walkability
Badland, Hannah, White, Marcus, MacAulay, Gus, Eagleson, Serryn, Mavoa, Suzanne, Pettit, Christopher and Giles-Corti, Billie. (2013). Using simple agent-based modeling to inform and enhance neighborhood walkability. International Journal of Health Geographics. 12, pp. 1-10. https://doi.org/10.1186/1476-072X-12-58
Portable Global Positioning System Receivers : Static Validity and Environmental Conditions
Duncan, Scott, Stewart, Tom, Oliver, Melody, Mavoa, Suzanne, MacRae, Deborah, Badland, Hannah and Duncan, Mitch. (2013). Portable Global Positioning System Receivers : Static Validity and Environmental Conditions. American Journal of Preventive Medicine. 44(2), pp. 1-11. https://doi.org/10.1016/j.amepre.2012.10.013
Using SenseCam Images to Assess the Environment
Mavoa, Suzanne, Oliver, Melody, Kerr, Jacqueline, Doherty, Aiden and Witten, Karen. (2013). Using SenseCam Images to Assess the Environment. United States: Association for Computing Machinery. pp. 84 https://doi.org/10.1145/2526667.2526683
Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand
Witten, Karen, Blakely, Tony, Bagheri, Nasser, Badland, Hannah, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica and Schofield, Grant. (2012). Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand. Environmental Health Perspectives. 120(7), pp. 971-977. https://doi.org/10.1289/ehp.1104584
Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study
Badland, Hannah, Oliver, Melody, Kearns, Robin, Mavoa, Suzanne, Witten, Karen, Duncan, Mitch and Batty, G. David. (2012). Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study. Social Science and Medicine. 75(8), pp. 1469-1476. https://doi.org/10.1016/j.socscimed.2012.05.029
GIS based destination accessibility via public transit and walking in Auckland, New Zealand
Mavoa, Suzanne, Witten, Karen, McCreanor, Tim and O'Sullivan, David. (2012). GIS based destination accessibility via public transit and walking in Auckland, New Zealand. Journal of Transport Geography. 20(1), pp. 15-22. https://doi.org/10.1016/j.jtrangeo.2011.10.001
Republics of Letters: Literary Communities in Australia (Review)
Lamb, Karen. (2012). Republics of Letters: Literary Communities in Australia (Review). Southerly: a review of Australian literature. 72(2), pp. 161 - 163.
Yrs Patrick': Thea Astley's brush with timely advice on 'the rackety career of novel writing'
Lamb, Karen. (2012). Yrs Patrick': Thea Astley's brush with timely advice on 'the rackety career of novel writing'. Southerly. 72(1), pp. 53 - 65.
Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility
Mavoa, Suzanne, Oliver, Melody, Witten, Karen and Badland, Hannah. (2011). Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility. International Journal of Health Geographics. 10, pp. 1-10. https://doi.org/10.1186/1476-072X-10-64
Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households
Witten, Karen, Huakau, John and Mavoa, Suzanne. (2011). Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households. Social Policy Journal of New Zealand : te puna whakaaro. (37), pp. 1-13.
Kids in the city study : research design and methodology
Oliver, Melody, Witten, Karen, Kearns, Robin, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Drumheller, Chelsea, Tavae, Nicola, Asiasiga, Lanuola, Jelley, Su, Kaiwai, Hector, Opit, Simon, Lin, En-Yi, Sweetsur, Paul, Barnes, Helen, Mason, Nic and Ergler, Christina. (2011). Kids in the city study : research design and methodology. BMC Public Health. 11, pp. 1-12. https://doi.org/10.1186/1471-2458-11-587
Secret world of lies
Lamb, Karen. (2007). Secret world of lies. Australian Book Review (print version). 2(11), pp. 25 - 26.
'Carey's love affair with fakery'
Lamb, Karen. (2006). 'Carey's love affair with fakery'. Australian Book Review (print version). 280(April), pp. 40 - 41.
Bringing Australia home: Peter Carey; the Booker; and the repatriation of Australian culture
Lamb, Karen. (2005). Bringing Australia home: Peter Carey; the Booker; and the repatriation of Australian culture. In In A. Gaile (Ed.). Fabulating beauty: Perspectives on the fiction of Peter Carey pp. 17 - 30 Rodopi.