Hostname: page-component-848d4c4894-wg55d Total loading time: 0 Render date: 2024-05-04T12:41:00.286Z Has data issue: false hasContentIssue false

Some friends matter more than others: BMI clustering among adolescents in four European countries

Published online by Cambridge University Press:  25 April 2019

Thomas U. Grund*
Affiliation:
School of Sociology, University College Dublin, Dublin, Ireland
Travis Tatum
Affiliation:
School of Sociology, University College Dublin, Dublin, Ireland
*
*Corresponding author. Email: thomas.grund@ucd.ie

Abstract

Previous research stresses the importance of social networks for obesity. We draw on friendship data from 18,133 adolescents in four European countries to investigate the relationship between individuals’ body mass index (BMI) and the BMI of their friends. Our study reveals strong evidence for BMI clustering in England, Germany, the Netherlands, and Sweden; adolescents tend to be friends with others who have a similar BMI. Furthermore, we extend current debate and explore friendship characteristics that moderate the relationship between social networks and BMI. We demonstrate that BMI clustering is more pronounced in (1) strong compared to weak friendships and (2) between adolescents of the same biological sex. These findings indicate thatmore research on social networks and health is needed which distinguishes between different kinds of relationships.

Type
Original Article
Copyright
© Cambridge University Press 2019 

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Abrams, D. E., &Hogg, M. A. (1990). Social identity theory: Constructive and critical advances. New York, NY: Springer-Verlag Publishing.Google Scholar
Achen, C. H. (2005). Two-step hierarchical estimation: Beyond regression analysis. Political Analysis, 13(4), 447456.CrossRefGoogle Scholar
Ajzen, I. (1991). The theory of planned behaviour. Organizational Behavior and Human Decision Processes, 50(2), 179211.CrossRefGoogle Scholar
Ali, M. M., Amialchuk, A., & Rizzo, J. A. (2012). The influence of body weight on social network ties among adolescents. Economics & Human Biology, 10(1), 2034.Google ScholarPubMed
Aloise-Young, P. A., Graham, J. W., & Hansen, W. B. (1994). Peer influence on smoking initiation during early adolescence: A comparison of group members and group outsiders. Journal of Applied Psychology, 79(2), 281287.Google ScholarPubMed
Asch, S. E. (1955). Opinions and social pressure. Readings About the Social Animal, 193, 1726.Google Scholar
Asirvatham, J., Nayga, R. M. Jr, & Thomsen, M. R. (2014). Peer-effects in obesity among public elementary school children: A grade-level analysis. Applied Economic Perspectives and Policy, 36(3), 438459.CrossRefGoogle Scholar
Bandura, A. (1977). Self-efficacy: Toward a unifying theory of behavioral change. Psychological Review, 84(2), 191.Google Scholar
Barry, C. M., & Wentzel, K. R. (2006). Friend influence on prosocial behavior: The role of motivational factors and friendship characteristics. Developmental Psychology, 42(1), 153.CrossRefGoogle ScholarPubMed
Birch, L. L. (1980). Effects of peer models’ food choices and eating behaviors on preschoolers’ food preferences. Child Development, 51(2), 489496.Google Scholar
Blau, P. M., Beeker, C., & Fitzpatrick, K. M. (1984). Intersecting social affiliations and intermarriage. Social Forces, 62(3), 585606.CrossRefGoogle Scholar
Block, P., & Grund, T. (2014). Multidimensional homophily in friendship networks. Network Science, 2(2), 189212.CrossRefGoogle ScholarPubMed
Bot, S. M., Engels, R. C., Knibbe, R. A., & Meeus, W. H. (2005). Friend’s drinking behaviour and adolescent alcohol consumption: The moderating role of friendship characteristics. Addictive Behaviors, 30(5), 929947.Google ScholarPubMed
Bowlby, J. (1969). Attachment: Vol. 1. Attachment and loss. New York, NY: Basic Books.Google Scholar
Brechwald, W. A., & Prinstein, M. J. (2011). Beyond homophily: A decade of advances in understanding peer influence processes. Journal ofResearch on Adolescence, 21(1), 166179.CrossRefGoogle ScholarPubMed
Brittain, C. V. (1963). Adolescent choices and parent-peer cross-pressures. American Sociological Review, 28(3), 385391.CrossRefGoogle Scholar
Brown, B. B., Eicher, S. A., & Petrie, S. (1986). The importance of peer group (“crowd”) affiliation in adolescence. Journal of Adolescence, 9(1), 7396.CrossRefGoogle ScholarPubMed
Bruening, M., MacLehose, R., Eisenberg, M. E., Kim, S., Story, M., & Neumark-Sztainer, D. (2015). Friends like me: Associations in overweight/obese status among adolescent friends by race/ethnicity, sex, and friendship type. Childhood Obesity, 11(6), 722730.CrossRefGoogle Scholar
Burgess, R. L., & Akers, R. L. (1966). A differential association-reinforcement theory of criminal behavior. Social Problems, 14(2), 128147.CrossRefGoogle Scholar
Centola, D., & van de Rijt, A. (2015). Choosing your network: Social preferences in an online health community. Social Science & Medicine, 125, 1931.Google Scholar
Christakis, N. A., & Fowler, J. H. (2007). The spread of obesity in a large social network over 32 years. New England Journal of Medicine, 2007(357), 370379.CrossRefGoogle Scholar
CILS4EU (2016). Children of Immigrants Longitudinal Survey in Four European Countries. Technical Report. Wave 1 - 2010/2011, v1.2.0. Mannheim: Mannheim University.Google Scholar
Cohen, J. M. (1977). Sources of peer group homogeneity. Sociology of Education, 50(4), 227241.CrossRefGoogle Scholar
Cohen-Cole, E., & Fletcher, J. M. (2008). Is obesity contagious? Social networks vs. environmental factors in the obesity epidemic. Journal ofHealth Economics, 27(5), 13821387.Google ScholarPubMed
Coleman, J. S. (1961). The adolescent society. Oxford, England: Free Press of Glencoe.Google Scholar
Cotterell, J. (2007). Social networks in youth & adolescence. London, England & New York, NY: Routledge.Google Scholar
Crouter, A. C., Manke, B. A. & McHale, S. M. (1995). The family context of gender intensification in early adolescence. Child Development, 66(2), 317329.CrossRefGoogle ScholarPubMed
Cunningham, S. A., Vaquera, E., Maturo, C. C., & Narayan, K. V. (2012). Is there evidence that friends influence body weight? A systematic review of empirical research. Social Science & Medicine, 75(7), 11751183.CrossRefGoogle ScholarPubMed
de la Haye, K., Dijkstra, J. K., Lubbers, M. J., van Rijsewijk, L., & Stolk, R. (2017). The dual role of friendship and antipathy relations in the marginalization of overweight children in their peer networks: The TRAILS study. PloS One, 12(6), e0178130.CrossRefGoogle ScholarPubMed
de la Haye, K., Robins, G., Mohr, P., & Wilson, C. (2010). Obesity-related behaviors in adolescent friendship networks. Social Networks, 32(3), 161167.CrossRefGoogle Scholar
de la Haye, K., Robins, G., Mohr, P., & Wilson, C. (2011a). Homophily and contagion as explanations for weight similarities among adolescent friends. Journal of Adolescent Health, 49(4), 421427.CrossRefGoogle Scholar
de la Haye, K., Robins, G., Mohr, P., & Wilson, C. (2011b). How physical activity shapes, and is shaped by, adolescent friendships. Social Science & Medicine, 73(5), 719728.CrossRefGoogle Scholar
de la Haye, K., Robins, G., Mohr, P., &Wilson, C. (2013). Adolescents’ intake ofjunkfood: Processes and mechanisms driving consumption similarities among friends. Journal ofResearch on Adolescence, 23(3), 524536.CrossRefGoogle Scholar
Erikson, E. H. (1994). Identity: Youth and crisis. Oxford, England: Norton & Company.Google Scholar
Fallon, A. E., & Rozin, P. (1985). Sex differences in perceptions of desirable body shape. Journal of Abnormal Psychology, 94(1), 102.CrossRefGoogle ScholarPubMed
Feld, S. L. (1981). The focused organization of social ties. American Journal of Sociology, 86(5), 10151035.Google Scholar
Feld, S. L. (1982). Social structural determinants of similarity among associates. American Sociological Review, 47(6), 797801.CrossRefGoogle Scholar
Felmlee, D., Sprecher, S., & Bassin, E. (1990). The dissolution of intimate relationships: A hazard model. Social Psychology Quarterly, 53(1), 1330.CrossRefGoogle Scholar
Festinger, L. (1954). A theory of social comparison processes. Human Relations, 7(2), 117140.CrossRefGoogle Scholar
Festinger, L., & Hutte, H. A. (1954). An experimental investigation of the effect of unstable interpersonal relations in a group. The Journal of Abnormal and Social Psychology, 49(4p1), 513.CrossRefGoogle Scholar
Feunekes, G. I., de Graaf, C., Meyboom, S., & van Staveren, W. A. (1998). Food choice and fat intake of adolescents and adults: Associations of intakes within social networks. Preventive Medicine, 27(5), 645656.Google ScholarPubMed
Fischer, C. S. (1977). Networks and places: Social relations in the urban setting. New York, NY: Free Press.Google Scholar
Floyd, H. H. Jr, & South, D. R. (1972). Dilemma of youth: The choice of parents or peers as a frame of reference for behavior. Journal of Marriage and the Family, 34(4), 627634.CrossRefGoogle Scholar
Frank, L. D., Andresen, M. A., & Schmid, T. L. (2004). Obesity relationships with community design, physical activity, and time spent in cars. American Journal of Preventive Medicine, 27(2), 8796.CrossRefGoogle ScholarPubMed
Friedkin, N. E. (1998). A structural theory of social influence. New York, NY: Cambridge University Press.CrossRefGoogle Scholar
Giordano, P. C. (2003). Relationships in adolescence. Annual Review of Sociology, 29(1), 257281.CrossRefGoogle Scholar
Goodreau, S. M., Kitts, J. A., & Morris, M. (2009). Birds of a feather, or friend of a friend? Using exponential random graph models to investigate adolescent social networks. Demography, 46(1), 103125.CrossRefGoogle ScholarPubMed
Gordon-Larsen, P., Nelson, M. C., Page, P., & Popkin, B. M. (2006). Inequality in the built environment underlies key health disparities in physical activity and obesity. Pediatrics, 117(2), 417424.CrossRefGoogle ScholarPubMed
Gosse, M. A. (2014). How accurate is self-reported BMI? Nutrition Bulletin, 39(1), 105114.Google Scholar
Greenhalgh, J., Dowey, A. J., Horne, P. J., Lowe, C. F., Griffiths, J. H., & Whitaker, C. J. (2009). Positive-and negative peer modelling effects on young children’s consumption of novel blue foods. Appetite, 52(3), 646653.CrossRefGoogle Scholar
Gwozdz, W., Sousa-Poza, A., Reisch, L. A., Bammann, K., Eiben, G., Kourides, Y., … Vyncke, K. (2015). Peer effects on obesity in a sample of European children. Economics & Human Biology, 18, 139152.Google Scholar
Haas, S. A., Schaefer, D. R., & Kornienko, O. (2010). Health and the structure of adolescent social networks. Journal of Health and Social Behavior, 51(4), 424439.CrossRefGoogle ScholarPubMed
Halliday, T. J., & Kwak, S. (2009). Weight gain in adolescents and their peers. Economics & Human Biology, 7(2), 181190.CrossRefGoogle ScholarPubMed
Hamm, J. V. (2000). Do birds of a feather flock together? The variable bases for African American, Asian American, and European American adolescents’ selection of similar friends. Developmental Psychology, 36(2), 209.CrossRefGoogle ScholarPubMed
Handcock, M. S., & Gile, K. J. (2010). Modeling social networks from sampled data. The Annals of Applied Statistics, 4(1), 5.CrossRefGoogle ScholarPubMed
Havighurst, R. J. (1948). Developmental tasks and education. NewYork, NewYork: Longman.Google Scholar
Herman, C. P., Roth, D. A., & Polivy, J. (2003). Effects of the presence of others on food intake: A normative interpretation. Psychological Bulletin, 129(6), 873.CrossRefGoogle ScholarPubMed
Holtgrave, D. R., & Crosby, R. (2006). Is social capital a protective factor against obesity and diabetes? Findings from an exploratory study. Annals of Epidemiology, 16(5), 406408.CrossRefGoogle ScholarPubMed
Hruschka, D. J., Brewis, A. A., Wutich, A., & Morin, B. (2011). Shared norms and their explanation for the social clustering of obesity. American Journal of Public Health, 101(S1), S295S300.CrossRefGoogle ScholarPubMed
Huston, T. L., & Levinger, G. (1978). Interpersonal attraction and relationships. Annual Review of Psychology, 29(1), 115156.CrossRefGoogle ScholarPubMed
Ibarra, H. (1992). Homophily and differential returns: Sex differences in network structure and access in an advertising firm. Administrative Science Quarterly, 37(3), 422447.CrossRefGoogle Scholar
Kalmijn, M. (1998). Intermarriage and homogamy: Causes, patterns, trends. Annual Review of Sociology, 24(1), 395421.CrossRefGoogle Scholar
Kalter, F., Heath, A. F., Hewstone, M., Jonsson, J., Kalmijn, M., Kogan, I., … Brolin Låftman, S. (2016). Children of immigrants longitudinal survey in Four European Countries (CILS4EU) [Dataset].Google Scholar
Kandel, D. B. (1978). Homophily, selection, and socialization in adolescent friendships. American Journal of Sociology, 84(2), 427436.Google Scholar
Kandel, D. B., & Lesser, G. S. (1969). Parental and peer influences on educational plans of adolescents. American Sociological Review, 34(2), 213223.CrossRefGoogle Scholar
Kanter, R., & Caballero, B. (2012). Global gender disparities in obesity: A review. Advances in Nutrition: An International Review Journal, 3(4), 491498.CrossRefGoogle ScholarPubMed
Kawachi, I., & Berkman, L. (2000). Social cohesion, social capital, and health. In Berkman, L., Kawachi, I., and Glymour, M. (Eds.), Social epidemiology (pp. 174190). New York, NY: Oxford University Press.Google Scholar
Kessels, U. (2005). Fitting into the stereotype: How gender-stereotyped perceptions of prototypic peers relate to liking for school subjects. European Journal of Psychology of Education, 20(3), 309323.Google Scholar
Knecht, A., Snijders, T. A., Baerveldt, C., Steglich, C. E., & Raub, W. (2010). Friendship and delinquency: Selection and influence processes in early adolescence. Social Development, 19(3), 494514.CrossRefGoogle Scholar
Koehly, L. M., &Loscalzo, A. (2009). Peer reviewed: Adolescent obesity and social networks. Preventing Chronic Disease, 6(3), 18.Google Scholar
Kopelman, P. (2007). Health risks associated with overweight and obesity. Obesity Reviews, 8(s1), 1317.CrossRefGoogle Scholar
Laumann, E. O. (1973). Bonds of pluralism: The form and substance of urban social networks. NewYork, NY: Wiley.Google Scholar
Leatherdale, S. T., & Papadakis, S. (2011). A multi-level examination of the association between older social models in the school environment and overweight and obesity among younger students. Journal of Youth and Adolescence, 40(3), 361372.CrossRefGoogle ScholarPubMed
Leenders, R. T. A. (1996). Evolution of friendship and best friendship choices. Journal of Mathematical Sociology, 21(1-2), 133148.CrossRefGoogle Scholar
Leenders, R. T. A. (2002). Modeling social influence through network autocorrelation: Constructing the weight matrix. Social Networks, 24(1), 2147.CrossRefGoogle Scholar
Lewis, J. B., & Linzer, D. A. (2005). Estimating regression models in which the dependent variable is based on estimates. Political Analysis, 13(4), 345364.CrossRefGoogle Scholar
Loh, C. P. A., & Li, Q. (2013). Peer effects in adolescent bodyweight: Evidence from rural China. Social Science & Medicine, 86, 3544.CrossRefGoogle ScholarPubMed
Louch, H. (2000). Personal network integration: transitivity and homophily in strong-tie relations. Social Networks, 22(1), 4564.CrossRefGoogle Scholar
Lusher, D., Koskinen, J., & Robins, G. (Eds.). (2012). Exponential random graph models for social networks: Theory, methods, and applications. New York, NY: Cambridge University Press.CrossRefGoogle Scholar
Lyons, R. (2011). The spread of evidence-poor medicine via flawed social-network analysis. Statistics, Politics, and Policy, 2(1), 116.Google Scholar
Marsden, P. V. (1987). Core discussion networks of Americans. American Sociological Review, 52(1), 122131.CrossRefGoogle Scholar
Martin, C. L., Eisenbud, L., & Rose, H. (1995). Children’s gender-based reasoning about toys. Child Development, 66(5), 14531471.CrossRefGoogle ScholarPubMed
McPherson, J. M., & Smith-Lovin, L. (1987). Homophily in voluntary organizations: Status distance and the composition of face-to-face groups. American Sociological Review, 52(3), 370379.CrossRefGoogle Scholar
McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001). Birds of a feather: Homophily in social networks. Annual Review of Sociology, 27(1), 415444.CrossRefGoogle Scholar
Mehta, C. M., & Strough, J. (2009). Sex segregation in friendships and normative contexts across the life span. Developmental Review, 29(3), 201220.CrossRefGoogle Scholar
Mercken, L., Snijders, T. A., Steglich, C., Vartiainen, E., & De Vries, H. (2010). Dynamics of adolescent friendship networks and smoking behavior. Social Networks, 32(1), 7281.CrossRefGoogle Scholar
Mora, T., & Gil, J. (2013). Peer effects in adolescent BMI: Evidence from Spain. Health Economics, 22(5), 501516.CrossRefGoogle ScholarPubMed
Mueller, A. S., Pearson, J., Muller, C., Frank, K., & Turner, A. (2010). Sizing up peers: Adolescent girls’ weight control and social comparison in the school context. Journal of Health and Social Behavior, 51(1), 6478.CrossRefGoogle ScholarPubMed
Newman, B. M., & Newman, P. R. (2001). Group identity and alienation: Giving the we its due. Journal of Youth and Adolescence, 30(5), 515538.CrossRefGoogle Scholar
Nie, P., Sousa-Poza, A., & He, X. (2015). Peer effects on childhood and adolescent obesity in China. China Economic Review, 35, 4769.CrossRefGoogle Scholar
O’Malley, A. J., & Christakis, N. A. (2011). Longitudinal analysis of large social networks: Estimating the effect of health traits on changes in friendship ties. Statistics in Medicine, 30(9), 950964.CrossRefGoogle ScholarPubMed
Prinstein, M. J. (2007). Moderators of peer contagion: A longitudinal examination of depression socialization between adolescents and their best friends. Journal of Clinical Child and Adolescent Psychology, 36(2), 159170.CrossRefGoogle ScholarPubMed
Prinstein, M. J., & Dodge, K. A. (Eds.). (2008). Understanding peer influence in children and adolescents. New York, New York and London, England: Guilford Press.Google Scholar
Puhl, R., & Brownell, K. D. (2001). Bias, discrimination, and obesity. Obesity, 9(12), 788805.Google ScholarPubMed
Quillian, L., & Campbell, M. E. (2003). Beyond black and white: The present and future of multiracial friendship segregation. American Sociological Review, 68(4), 540566.CrossRefGoogle Scholar
Renna, F., Grafova, I. B., & Thakur, N. (2008). The effect of friends on adolescent body weight. Economics & Human Biology, 6(3), 377387.CrossRefGoogle ScholarPubMed
Salvy, S. J., De La Haye, K., Bowker, J. C., & Hermans, R. C. (2012). Influence of peers and friends on children’s and adolescents’ eating and activity behaviors. Physiology & Behavior, 106(3), 369378.CrossRefGoogle ScholarPubMed
Saxena, S., Ambler, G., Cole, T. J., & Majeed, A. (2004). Ethnic group differences in overweight and obese children and young people in England: Cross sectional survey. Archives of Disease in Childhood, 89(1), 3036.Google Scholar
Schaefer, D. R., & Simpkins, S. D. (2014). Using social network analysis to clarify the role of obesity in selection of adolescent friends. American Journal of Public Health, 104(7), 12231229.CrossRefGoogle ScholarPubMed
Shalizi, C. R., & Thomas, A. C. (2011). Homophily and contagion are generically confounded in observational social network studies. Sociological Methods & Research, 40(2), 211239.CrossRefGoogle ScholarPubMed
Shoham, D. A., Hammond, R., Rahmandad, H., Wang, Y., & Hovmand, P. (2015). Modeling social norms and social influence in obesity. Current Epidemiology Reports, 2(1), 7179.CrossRefGoogle ScholarPubMed
Shoham, D. A., Tong, L., Lamberson, P. J., Auchincloss, A. H., Zhang, J., Dugas, L., Kaufman, J. S., Cooper, R. S. & Luke, A. (2012). An actor-based model of social network influence on adolescent body size, screen time, and playing sports. PloS One, 7(6), e39795.CrossRefGoogle ScholarPubMed
Shrum, W., Cheek, N. H. Jr, & MacD, S. (1988). Friendship in school: Gender and racial homophily. Sociology of Education, 61(4), 227239.CrossRefGoogle Scholar
Simpkins, S. D., Schaefer, D. R., Price, C. D., & Vest, A. E. (2013). Adolescent friendships, BMI, and physical activity: Untangling selection and influence through longitudinal social network analysis. Journal ofResearch on Adolescence, 23(3), 537549.CrossRefGoogle ScholarPubMed
Simpson, R. L. (1962). Parental influence anticipatory socialization, and social mobility. American Sociological Review, 27(4), 517522.CrossRefGoogle Scholar
Smith, E. R., Murphy, J., & Coats, S. (1999). Attachment to groups: Theory and management. Journal of Personality and Social Psychology, 77(1), 94.CrossRefGoogle Scholar
Smith, K. P., & Christakis, N. A. (2008). Social networks and health. Annual Review of Sociology, 34(1), 405429.CrossRefGoogle Scholar
Smith-Lovin, L., & McPherson, J. M. (1993). You are who you know: A network approach to gender. In Theory on Gender/Feminism on Theory (pp. 223251). New York, New York: Walter de Gruyter.Google Scholar
Snijders, T. A., & Baerveldt, C. (2003). A multilevel network study of the effects of delinquent behavior on friendship evolution. Journal ofMathematical Sociology, 27(2-3), 123151.CrossRefGoogle Scholar
Snijders, T. A. B., & Bosker, R. J. (2012). Discrete dependent variables. In Multilevel analysis: An introduction to basic and advanced multilevel modeling (pp. 304307). London, England: Sage Publishers.Google Scholar
Spruijt-Metz, D. (2011). Etiology, treatment, and prevention of obesity in childhood and adolescence: A decade in review. Journal ofResearch on Adolescence, 21(1), 129152.Google ScholarPubMed
Steglich, C., Snijders, T. A., & Pearson, M. (2010). Dynamic networks and behavior: Separating selection from influence. Sociological Methodology, 40(1), 329393.CrossRefGoogle Scholar
Stevens, E. A., & Prinstein, M. J. (2005). Peer contagion of depressogenic attributional styles among adolescents: A longitudinal study. Journal ofAbnormal Child Psychology, 33(1), 2537.CrossRefGoogle ScholarPubMed
Stivala, A. D., Koskinen, J. H., Rolls, D. A., Wang, P., & Robins, G. L. (2016). Snowball sampling for estimating exponential random graph models for large networks. Social Networks, 47, 167188.CrossRefGoogle Scholar
Strauss, R. S., & Pollack, H. A. (2003). Social marginalization of overweight children. Archives of Pediatrics & Adolescent Medicine, 157(8), 746752.CrossRefGoogle ScholarPubMed
Taras, H., & Potts-Datema, W. (2005). Obesity and student performance at school. Journal of School Health, 75(8), 291295.CrossRefGoogle ScholarPubMed
Trogdon, J. G., Nonnemaker, J., & Pais, J. (2008). Peer effects in adolescent overweight. Journal of Health Economics, 27(5), 13881399.CrossRefGoogle ScholarPubMed
Urberg, K. A., Luo, Q., Pilgrim, C., & Degirmencioglu, S. M. (2003). A two-stage model of peer influence in adolescent substance use: Individual and relationship-specific differences in susceptibility to influence. Addictive Behaviors, 28(7), 12431256.CrossRefGoogle ScholarPubMed
Valente, T. W. (2010). Social networks and health: Models, methods, and applications. New York, New York: Oxford University Press.CrossRefGoogle Scholar
Valente, T. W., Fujimoto, K., Chou, C. P., & Spruijt-Metz, D. (2009). Adolescent affiliations and adiposity: A social network analysis of friendships and obesity. Journal of Adolescent Health, 45(2), 202204.CrossRefGoogle ScholarPubMed
Veenstra, R., Dijkstra, J. K., Steglich, C., & Van Zalk, M. H. (2013). Network-behavior dynamics. Journal of Research on Adolescence, 23(3), 399412.CrossRefGoogle Scholar
Verbrugge, L. M. (1977). The structure of adult friendship choices. Social Forces, 56(2), 576597.CrossRefGoogle Scholar
Warr, M. (2002). Companions in crime: The social aspects of criminal conduct. Cambridge, England: Cambridge University Press.CrossRefGoogle Scholar
Welles, B. F., & Contractor, N. (2015). Individual motivations and network effects: A multilevel analysis of the structure of online social relationships. The ANNALS of the American Academy of Political and Social Science, 659(1), 180190.CrossRefGoogle Scholar
Werner, C., & Parmelee, P. (1979). Similarity of activity preferences among friends: Those who play together stay together. Social Psychology Quarterly, 42(1), 6266.CrossRefGoogle Scholar
World Health Organization (2000). Obesity: Preventing and managing the global epidemic. Geneva, Switzerland: World Health Organization.Google Scholar
World Health Organization (2017). BMI-for-age (5-19). World Health Organization. Retrieved 6 November 18, 2017, from http://www.who.int/growthref/who2007_bmi_for_age/en/.Google Scholar
Yakusheva, O., Kapinos, K., & Weiss, M. (2011). Peer effects and the freshman 15: Evidence from a natural experiment. Economics & Human Biology, 9(2), 119132.CrossRefGoogle ScholarPubMed
Yakusheva, O., Kapinos, K. A., & Eisenberg, D. (2014). Estimating heterogeneous and hierarchical peer effects on body weight using roommate assignments as a natural experiment. Journal of Human Resources, 49(1), 234261.CrossRefGoogle Scholar
Zajonc, R. B. (1968). Attitudinal effects of mere exposure. Journal of Personality and Social Psychology, 9(2p2), 1.CrossRefGoogle Scholar
Zhang, S., de la Haye, K., Ji, M. & An, R. (2018). Applications of social network analysis to obesity: A systematic review. Obesity Reviews, 19, 976988.CrossRefGoogle ScholarPubMed