Engineering online and in-person social networks to sustain physical activity: application of a conceptual model

BackgroundHigh rates of physical inactivity compromise the health status of populations globally. Social networks have been shown to influence physical activity (PA), but little is known about how best to engineer social networks to sustain PA. To improve procedures for building networks that shape PA as a normative behavior, there is a need for more specific hypotheses about how social variables influence PA. There is also a need to integrate concepts from network science with ecological concepts that often guide the design of in-person and electronically-mediated interventions. Therefore, this paper: (1) proposes a conceptual model that integrates principles from network science and ecology across in-person and electronically-mediated intervention modes; and (2) illustrates the application of this model to the design and evaluation of a social network intervention for PA.Methods/DesignA conceptual model for engineering social networks was developed based on a scoping literature review of modifiable social influences on PA. The model guided the design of a cluster randomized controlled trial in which 308 sedentary adults were randomly assigned to three groups: WalkLink+: prompted and provided feedback on participants’ online and in-person social-network interactions to expand networks for PA, plus provided evidence-based online walking program and weekly walking tips; WalkLink: evidence-based online walking program and weekly tips only; Minimal Treatment Control: weekly tips only. The effects of these treatment conditions were assessed at baseline, post-program, and 6-month follow-up. The primary outcome was accelerometer-measured PA. Secondary outcomes included objectively-measured aerobic fitness, body mass index, waist circumference, blood pressure, and neighborhood walkability; and self-reported measures of the physical environment, social network environment, and social network interactions. The differential effects of the three treatment conditions on primary and secondary outcomes will be analyzed using general linear modeling (GLM), or generalized linear modeling if the assumptions for GLM cannot be met.DiscussionResults will contribute to greater understanding of how to conceptualize and implement social networks to support long-term PA. Establishing social networks for PA across multiple life settings could contribute to cultural norms that sustain active living.Trial registrationClinicalTrials.gov NCT01142804

[1]  T. McKenzie,et al.  Neighborhood poverty, park use, and park-based physical activity in a Southern California city. , 2012, Social science & medicine.

[2]  R. Plotnikoff,et al.  Canada's Physical Activity Guide: Examining Print-Based Material for Motivating Physical Activity in the Workplace , 2012, Journal of health communication.

[3]  S. Hooker,et al.  Psychosocial mediators of a faith-based physical activity intervention: implications and lessons learned from null findings. , 2010, Health education research.

[4]  Barbara E Ainsworth,et al.  Comparison of pedometer and accelerometer measures of free-living physical activity. , 2002, Medicine and science in sports and exercise.

[5]  B. Skinner,et al.  Science and human behavior , 1953 .

[6]  J. Sallis,et al.  Neighborhood-based differences in physical activity: an environment scale evaluation. , 2003, American journal of public health.

[7]  R. Wing,et al.  Benefits of recruiting participants with friends and increasing social support for weight loss and maintenance. , 1999, Journal of consulting and clinical psychology.

[8]  Communication Technology Access, Use, and Preferences among Primary Care Patients: From the Residency Research Network of Texas (RRNeT) , 2012, The Journal of the American Board of Family Medicine.

[9]  Amit R. Indap,et al.  Genes mirror geography within Europe , 2008, Nature.

[10]  G. Bennett,et al.  Using facebook and text messaging to deliver a weight loss program to college students , 2013, Obesity.

[11]  Tom A. B. Snijders,et al.  Does proximity matter? Distance dependence of adolescent friendships , 2011, Soc. Networks.

[12]  Deborah Kendzierski,et al.  Physical Activity Enjoyment Scale: Two Validation Studies , 1991 .

[13]  L. Berkman Assessing the physical health effects of social networks and social support. , 1984, Annual review of public health.

[14]  T. Valente Network Interventions , 2012, Science.

[15]  Steven D. Penrod,et al.  Social Influence Model: A formal integration of research on majority and minority influence processes. , 1984 .

[16]  B. Ainsworth,et al.  International physical activity questionnaire: 12-country reliability and validity. , 2003, Medicine and science in sports and exercise.

[17]  Catrine Tudor-Locke,et al.  Health benefits of a pedometer-based physical activity intervention in sedentary workers. , 2004, Preventive medicine.

[18]  R. Cervero,et al.  TRAVEL DEMAND AND THE 3DS: DENSITY, DIVERSITY, AND DESIGN , 1997 .

[19]  Doria Pilling,et al.  Text communication preferences of deaf people in the United Kingdom. , 2008, Journal of deaf studies and deaf education.

[20]  L. Berkman,et al.  From social integration to health: Durkheim in the new millennium. , 2000, Social science & medicine.

[21]  J. Sallis,et al.  An ecological approach to creating active living communities. , 2006, Annual review of public health.

[22]  J. Sallis,et al.  Mediators of change in physical activity following an intervention in primary care: PACE. , 1997, Preventive medicine.

[23]  T. Koepsell,et al.  Association of the built environment with physical activity and obesity in older persons. , 2007, American journal of public health.

[24]  J. Sallis,et al.  Project GRAD: two-year outcomes of a randomized controlled physical activity intervention among young adults. Graduate Ready for Activity Daily. , 2000, American journal of preventive medicine.

[25]  Daniel W. Jones,et al.  Recommendations for Blood Pressure Measurement in Humans: An AHA Scientific Statement from the Council on High Blood Pressure Research Professional and Public Education Subcommittee , 2005, Journal of clinical hypertension.

[26]  Lucie Richard,et al.  Ecological models revisited: their uses and evolution in health promotion over two decades. , 2011, Annual review of public health.

[27]  D. Snygg Scientific Method in Psychology , 1955 .

[28]  P. Mabry,et al.  Interdisciplinarity and systems science to improve population health: a view from the NIH Office of Behavioral and Social Sciences Research. , 2008, American journal of preventive medicine.

[29]  William B. Cissell,et al.  Process Evaluation for Public Health Interventions and Research , 2004 .

[30]  Rudi Volti,et al.  America Calling: A Social History of the Telephone to 1940 , 1992 .

[31]  Tina W. Wey,et al.  Toward an Integrative Understanding of Social Behavior: New Models and New Opportunities , 2010, Front. Behav. Neurosci..

[32]  David E. Goodrich,et al.  An Online Community Improves Adherence in an Internet-Mediated Walking Program. Part 1: Results of a Randomized Controlled Trial , 2010, Journal of medical Internet research.

[33]  K. Patrick,et al.  Associated Pathways between Neighborhood Environment, Community Resource Factors, and Leisure-Time Physical Activity among Mexican-American Adults in San Diego, California , 2012, American journal of health promotion : AJHP.

[34]  K. Croteau,et al.  A Preliminary Study on the Impact of a Pedometer-Based Intervention on Daily Steps , 2004, American journal of health promotion : AJHP.

[35]  B. Israel,et al.  Social networks and social support. , 2008 .

[36]  H. Kohl,et al.  A mail survey of physical activity habits as related to measured physical fitness. , 1988, American journal of epidemiology.

[37]  D. Watts,et al.  Influentials, Networks, and Public Opinion Formation , 2007 .

[38]  T. Glass,et al.  Behavioral science at the crossroads in public health: extending horizons, envisioning the future. , 2006, Social science & medicine.

[39]  R. Wing,et al.  Effect of teammates on changes in physical activity in a statewide campaign. , 2010, Preventive medicine.

[40]  Damon Centola Damon Centola Behavior An Experimental Study of Homophily in the Adoption of Health , 2011 .

[41]  J. Rabkin,et al.  High point walking for health: creating built and social environments that support walking in a public housing community. , 2009, American journal of public health.

[42]  P. Thompson,et al.  ACSM's Guidelines for Exercise Testing and Prescription , 1995 .

[43]  C. B. Taylor,et al.  Social Support for Healthy Behaviors: Scale Psychometrics and Prediction of Weight Loss Among Women in a Behavioral Program , 2012, Obesity.

[44]  B. Gottlieb,et al.  Social support concepts and measures. , 2010, Journal of psychosomatic research.

[45]  S. Gortmaker,et al.  Validation of Walk Score® for Estimating Neighborhood Walkability: An Analysis of Four US Metropolitan Areas , 2011, International journal of environmental research and public health.

[46]  P. Estabrooks,et al.  Determining the Impact of Walk Kansas: Applying a Team-Building Approach to Community Physical Activity Promotion , 2008, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[47]  G. Ayala Effects of a promotor-based intervention to promote physical activity: Familias Sanas y Activas. , 2011, American journal of public health.

[48]  Dinesh John,et al.  Validation and comparison of ActiGraph activity monitors. , 2011, Journal of science and medicine in sport.

[49]  Lucie Richard,et al.  Inventory and analysis of definitions of social participation found in the aging literature: proposed taxonomy of social activities. , 2010, Social science & medicine.

[50]  Daniel J. Brass,et al.  Network Analysis in the Social Sciences , 2009, Science.

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

[52]  D. Tate,et al.  Tweets, Apps, and Pods: Results of the 6-Month Mobile Pounds Off Digitally (Mobile POD) Randomized Weight-Loss Intervention Among Adults , 2011, Journal of medical Internet research.

[53]  Cynthia M. Webster,et al.  A glossary of terms for navigating the field of social network analysis , 2004, Journal of Epidemiology and Community Health.

[54]  M. Asadi-lari,et al.  Influence of sociodemographic features and general health on social capital: findings from a large population-based survey in Tehran, Iran (Urban-HEART). , 2012, Public health.

[55]  James H Fowler,et al.  Correlated genotypes in friendship networks , 2011, Proceedings of the National Academy of Sciences.

[56]  Noah J. Goldstein,et al.  Social influence: compliance and conformity. , 2004, Annual review of psychology.

[57]  M. Wimberly,et al.  Natural environments, obesity, and physical activity in nonmetropolitan areas of the United States. , 2012, The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association.

[58]  Sara Wilcox,et al.  An Overview and Proposed Framework of Social-Environmental Influences on the Physical-Activity Behavior of Women , 2008, American journal of health promotion : AJHP.

[59]  E. Ostrom A General Framework for Analyzing Sustainability of Social-Ecological Systems , 2009, Science.

[60]  R. Brownson,et al.  Understanding and addressing barriers to implementation of environmental and policy interventions to support physical activity and healthy eating in rural communities. , 2013, Journal of Rural Health.

[61]  K. Glanz,et al.  Health behavior and health education : theory, research, and practice , 1991 .

[62]  S. Graham The Cybercities Reader , 2004 .

[63]  Shigeru Inoue,et al.  The pandemic of physical inactivity: global action for public health , 2012, The Lancet.

[64]  David R. Schaefer,et al.  The contribution of extracurricular activities to adolescent friendships: new insights through social network analysis. , 2011, Developmental psychology.

[65]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[66]  K. Emmons,et al.  Model for incorporating social context in health behavior interventions: applications for cancer prevention for working-class, multiethnic populations. , 2003, Preventive medicine.

[67]  M. Beauchamp,et al.  The relationship between intra-group age similarity and exercise adherence. , 2012, American journal of preventive medicine.

[68]  G. Welk,et al.  Reliability of accelerometry-based activity monitors: a generalizability study. , 2004, Medicine and science in sports and exercise.

[69]  N. Christakis,et al.  The Spread of Obesity in a Large Social Network Over 32 Years , 2007, The New England journal of medicine.

[70]  Daniel J Buysse,et al.  The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research , 1989, Psychiatry Research.

[71]  M. Beauchamp,et al.  Birds of a feather stay active together: a case study of an all-male older adult exercise program. , 2013, Journal of aging and physical activity.

[72]  J. Sallis,et al.  Interactive Effects of Built Environment and Psychosocial Attributes on Physical Activity: A Test of Ecological Models , 2012, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[73]  Jane D. Brown,et al.  A social media-based physical activity intervention: a randomized controlled trial. , 2012, American journal of preventive medicine.

[74]  Janet R. Wojcik,et al.  Enhancing Theoretical Fidelity: An E-mail—Based Walking Program Demonstration , 2005, American journal of health promotion : AJHP.

[75]  K. Glanz,et al.  The Influence of Rural Home and Neighborhood Environments on Healthy Eating, Physical Activity, and Weight , 2014, Prevention Science.

[76]  Alana D. Steffen,et al.  Baseline Results from Hawaii's Nā Mikiniiki Project: A Physical Activity Intervention Tailored to Multiethnic Postpartum Women , 2012, Women & health.

[77]  Lawrence D Frank,et al.  Adults' physical activity patterns across life domains: cluster analysis with replication. , 2010, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[78]  N. Mutrie,et al.  Interventions to promote walking: systematic review , 2007, BMJ : British Medical Journal.

[79]  Jianwen Cai,et al.  A randomized trial of a Facebook-based physical activity intervention for young adult cancer survivors , 2013, Journal of Cancer Survivorship.

[80]  R Ceci,et al.  A category-ratio perceived exertion scale: relationship to blood and muscle lactates and heart rate. , 1983, Medicine and science in sports and exercise.

[81]  Richard A. Winett,et al.  Social cognitive determinants of physical activity in young adults: A prospective structural equation analysis , 2002, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[82]  Damon Centola,et al.  The Spread of Behavior in an Online Social Network Experiment , 2010, Science.

[83]  Rachel C. Shelton,et al.  The association between social factors and physical activity among low-income adults living in public housing. , 2011, American journal of public health.

[84]  G. Cardon,et al.  Relationships between neighborhood walkability and adults' physical activity: How important is residential self-selection? , 2011, Health & place.

[85]  P. Watts,et al.  A multilevel analysis of the association between social networks and support on leisure time physical activity: evidence from 40 disadvantaged areas in London. , 2011, Health & place.

[86]  Jason M. Fletcher,et al.  How social and genetic factors predict friendship networks , 2012, Proceedings of the National Academy of Sciences.

[87]  H. Arksey,et al.  Scoping studies: towards a methodological framework , 2005 .

[88]  J. Tilt Walking trips to parks: exploring demographic, environmental factors, and preferences for adults with children in the household. , 2010, Preventive medicine.

[89]  L. Frank,et al.  Multiple Impacts of the Built Environment on Public Health: Walkable Places and the Exposure to Air Pollution , 2005 .

[90]  M. Kreuter,et al.  Social environment and physical activity: a review of concepts and evidence. , 2006, Social science & medicine.

[91]  D. Bassett,et al.  Pedometer measures of free-living physical activity: comparison of 13 models. , 2004, Medicine and science in sports and exercise.

[92]  K. Glanz,et al.  Environmental influences on physical activity in rural adults: the relative contributions of home, church and work settings. , 2012, Journal of physical activity & health.

[93]  J. Sallis,et al.  Ecological models of health behavior. , 2008 .

[94]  T. Patterson,et al.  The development of scales to measure social support for diet and exercise behaviors. , 1987, Preventive medicine.

[95]  東 宏一郎,et al.  American College of Sports Medicine (ACSM) , 2001, The Grants Register 2019.

[96]  Damon Centola An Experimental Study of Homophily in the Adoption of Health Behavior , 2011, Science.

[97]  Naomi S. Baron Always On: Language in an Online and Mobile World , 2008 .

[98]  Marianna Diomidous,et al.  Social Networks and Health , 2015, ICIMTH.

[99]  J. Sallis,et al.  Assessing perceived physical environmental variables that may influence physical activity. , 1997, Research quarterly for exercise and sport.

[100]  Jukka-Pekka Onnela,et al.  Geographic Constraints on Social Network Groups , 2010, PloS one.

[101]  N. Christakis,et al.  SUPPLEMENTARY ONLINE MATERIAL FOR: The Collective Dynamics of Smoking in a Large Social Network , 2022 .

[102]  C. Fischer,et al.  America Calling: A Social History of the Telephone to 1940 , 1993 .