Spatial classification of youth physical activity patterns.

BACKGROUND Physical activity is an essential element in reducing the prevalence of obesity, but much is unknown about the intensity and location of physical activity among youth-this is important because adolescent health behaviors are predictive of behaviors in adults. PURPOSE This study aims to identify the locations where youth moderate-to-vigorous physical activity (MVPA) occurs, and to examine how MVPA varies according to urbanicity (urban, suburban, rural). METHODS Participants included adolescent students (N=380, aged 12-16 years) from Halifax, Nova Scotia. Locations of MVPA were measured using accelerometers and GPS data loggers for up to 7 days. Specialized software was developed to integrate and process the data. Frequencies of MVPA by location were determined, and differences in MVPA were assessed for association with urbanicity. RESULTS Active commuting accounted for the largest proportion of time in MVPA among urban and suburban students. Rural students achieved most MVPA at school. Other residential locations, shopping centers, and green spaces accounted for a majority of the remaining MVPA. Minutes in MVPA varied significantly overall (196.6 ± 163.8, 84.9 ± 103.2, 81.7 ± 98.2); at school (45.7 ± 45.2, 18.6 ± 28.0, 29.8 ± 39.7); while commuting (110.3 ± 107.1, 31.5 ± 55.2, 19.5 ± 39.7); and at other activity locations (19.7 ± 27.1, 14.8 ± 26.8, 12.0 ± 22.1) and by urbanicity. CONCLUSIONS Findings reveal that the journeys between locations are as important as home and school settings in contributing to greater MVPA in adolescent youth. The relative importance of context as a contributor to MVPA varies with urbanicity. Combining actimetry and GPS data provides a precise link between physical activity measurements and contexts of the built environment.

[1]  B. Giles-Corti,et al.  The relative influence of individual, social and physical environment determinants of physical activity. , 2002, Social science & medicine.

[2]  Michael F. Goodchild,et al.  Spatially integrated social science , 2004 .

[3]  S. Grant,et al.  Objective measurement of physical activity and sedentary behaviour: review with new data , 2008, Archives of Disease in Childhood.

[4]  Paul A. Longley,et al.  Geocomputation: a primer , 1998 .

[5]  Stewart Trost,et al.  Evidence based physical activity for school-age youth. , 2005, The Journal of pediatrics.

[6]  G. Schofield,et al.  Combining GPS with heart rate monitoring to measure physical activity in children: A feasibility study. , 2009, Journal of science and medicine in sport.

[7]  G. Colditz,et al.  Neighborhood social cohesion and youth participation in physical activity in Chicago. , 2009, Social science & medicine.

[8]  P. Tucker,et al.  The effect of season and weather on physical activity: a systematic review. , 2007, Public health.

[9]  Ulf Ekelund,et al.  Assessment of physical activity in youth. , 2008, Journal of applied physiology.

[10]  Gennady L. Andrienko,et al.  Designing Visual Analytics Methods for Massive Collections of Movement Data , 2007, Cartogr. Int. J. Geogr. Inf. Geovisualization.

[11]  Laura Davis,et al.  Mapping the walk to school using accelerometry combined with a global positioning system. , 2010, American journal of preventive medicine.

[12]  R C Brownson,et al.  Differential correlates of physical activity in urban and rural adults of various socioeconomic backgrounds in the United States , 2003, Journal of epidemiology and community health.

[13]  Philip J Troped,et al.  Portable global positioning units to complement accelerometry-based physical activity monitors. , 2005, Medicine and science in sports and exercise.

[14]  Karen Witten,et al.  Neighbourhood access to open spaces and the physical activity of residents: a national study. , 2008, Preventive medicine.

[15]  A. Cooper,et al.  Patterns of GPS measured time outdoors after school and objective physical activity in English children: the PEACH project , 2010, The international journal of behavioral nutrition and physical activity.

[16]  John Spencer,et al.  The effects of geography and spatial behavior on health care utilization among the residents of a rural region. , 2005, Health services research.

[17]  Andrew P. Jones,et al.  The relationship of physical activity and overweight to objectively measured green space accessibility and use. , 2010, Social science & medicine.

[18]  Pierre Chauvin,et al.  The combined effects of activity space and neighbourhood of residence on participation in preventive health-care activities: The case of cervical screening in the Paris metropolitan area (France). , 2010, Health & place.

[19]  Paula M. Cuccaro,et al.  Influences of physical and social neighborhood environments on children's physical activity and obesity. , 2009, American journal of public health.

[20]  Noreen C McDonald,et al.  Active transportation to school: trends among U.S. schoolchildren, 1969-2001. , 2007, American journal of preventive medicine.

[21]  A. Rowlands Accelerometer assessment of physical activity in children: an update. , 2007, Pediatric exercise science.

[22]  Charles E Matthews,et al.  The built environment and location-based physical activity. , 2010, American journal of preventive medicine.

[23]  J. Brug,et al.  Environmental correlates of physical activity in youth – a review and update , 2007, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[24]  I. McDowell,et al.  Conceptualizing the healthscape: contributions of time geography, location technologies and spatial ecology to place and health research. , 2010, Social science & medicine.

[25]  Genevieve Fridlund Dunton,et al.  Mapping the social and physical contexts of physical activity across adolescence using ecological momentary assessment , 2007, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[26]  Charles E Matthews,et al.  Prediction of activity mode with global positioning system and accelerometer data. , 2008, Medicine and science in sports and exercise.

[27]  J. Sallis,et al.  Linking objectively measured physical activity with objectively measured urban form: findings from SMARTRAQ. , 2005, American journal of preventive medicine.

[28]  J F Sallis,et al.  Assessment of physical activity by self-report: status, limitations, and future directions. , 2000, Research quarterly for exercise and sport.

[29]  Gregory J. Welk,et al.  Technical Reliability Assessment of the Actigraph GT1M Accelerometer , 2010 .

[30]  E. Chen,et al.  Socioeconomic Status and Health Behaviors in Adolescence: A Review of the Literature , 2007, Journal of Behavioral Medicine.

[31]  Donald G. Janelle,et al.  Geovisualization of Human Activity Patterns Using 3 D GIS : A Time-Geographic Approach , 2002 .

[32]  Patty Freedson,et al.  Calibration of accelerometer output for children. , 2005, Medicine and science in sports and exercise.

[33]  J. Barton,et al.  Physical activity levels of children living in different built environments. , 2010, Preventive medicine.

[34]  G. Norman,et al.  Where are youth active? Roles of proximity, active transport, and built environment. , 2008, Medicine and science in sports and exercise.

[35]  A. Cooper,et al.  Greenspace and children's physical activity: a GPS/GIS analysis of the PEACH project. , 2010, Preventive medicine.

[36]  B Chaix,et al.  The influence of geographic life environments on cardiometabolic risk factors: a systematic review, a methodological assessment and a research agenda , 2011, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[37]  S. Griffin,et al.  Environmental supportiveness for physical activity in English schoolchildren: a study using Global Positioning Systems , 2009, The international journal of behavioral nutrition and physical activity.

[38]  R. Brownson,et al.  Environmental and policy determinants of physical activity in the United States. , 2001, American journal of public health.

[39]  Stephen A Matthews,et al.  The salience of neighborhood: some lessons from sociology. , 2008, American journal of preventive medicine.

[40]  William Pickett,et al.  Influence of individual- and area-level measures of socioeconomic status on obesity, unhealthy eating, and physical inactivity in Canadian adolescents. , 2006, The American journal of clinical nutrition.

[41]  Roger Mackett,et al.  Setting Children Free: Children’s Independent Movement in the Local Environment , 2007 .

[42]  T J Pikora,et al.  An update of recent evidence of the relationship between objective and self-report measures of the physical environment and physical activity behaviours. , 2004, Journal of science and medicine in sport.

[43]  Owe Löfman,et al.  Schoolyard physical activity in 14-year-old adolescents assessed by mobile GPS and heart rate monitoring analysed by GIS , 2010, Scandinavian journal of public health.

[44]  Alec Holt,et al.  Using accelerometers and GPS units to identify the proportion of daily physical activity located in parks with playgrounds in New Zealand children. , 2010, Preventive medicine.

[45]  C. Craig,et al.  Tracking of obesity and physical activity from childhood to adulthood: the Physical Activity Longitudinal Study. , 2009, International journal of pediatric obesity : IJPO : an official journal of the International Association for the Study of Obesity.

[46]  S. Kelder,et al.  Longitudinal tracking of adolescent smoking, physical activity, and food choice behaviors. , 1994, American journal of public health.

[47]  Scott J. Strath,et al.  Validity of uniaxial accelerometry during activities of daily living in children , 2004, European Journal of Applied Physiology.

[48]  B. Giles-Corti,et al.  The relationship between destination proximity, destination mix and physical activity behaviors. , 2008, Preventive medicine.

[49]  J. Fortenberry,et al.  Adolescent travel patterns: pilot data indicating distance from home varies by time of day and day of week. , 2008, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[50]  C. Lawson,et al.  Children’s Active Commuting to School: Current Knowledge and Future Directions , 2008, Preventing chronic disease.

[51]  Ralph Maddison,et al.  Describing patterns of physical activity in adolescents using global positioning systems and accelerometry. , 2010, Pediatric exercise science.

[52]  A. Tricco,et al.  Process description and evaluation of Canadian Physical Activity Guidelines development , 2010, The international journal of behavioral nutrition and physical activity.

[53]  T. Torsheim,et al.  Tracking of leisure-time physical activity during adolescence and young adulthood: a 10-year longitudinal study , 2008, The international journal of behavioral nutrition and physical activity.