{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,20]],"date-time":"2026-06-20T03:24:54Z","timestamp":1781925894824,"version":"3.54.5"},"reference-count":94,"publisher":"Public Library of Science (PLoS)","issue":"5","license":[{"start":{"date-parts":[[2024,5,16]],"date-time":"2024-05-16T00:00:00Z","timestamp":1715817600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100000056","name":"National Institute of Nursing Research","doi-asserted-by":"publisher","award":["R21NR017154"],"award-info":[{"award-number":["R21NR017154"]}],"id":[{"id":"10.13039\/100000056","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000056","name":"National Institute of Nursing Research","doi-asserted-by":"publisher","award":["R21NR017154"],"award-info":[{"award-number":["R21NR017154"]}],"id":[{"id":"10.13039\/100000056","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.plosone.org"],"crossmark-restriction":false},"short-container-title":["PLoS ONE"],"abstract":"<jats:p>With the onset of puberty, youth begin to choose their social environments and develop health-promoting habits, making it a vital period to study social and biological factors contextually. An important question is how pubertal development and behaviors such as physical activity and sleep may be differentially linked with youths\u2019 friendships. Cross-sectional statistical network models that account for interpersonal dependence were used to estimate associations between three measures of pubertal development and youth friendships at two large US schools drawn from the National Longitudinal Study of Adolescent to Adult Health. Whole-network models suggest that friendships are more likely between youth with similar levels of pubertal development, physical activity, and sleep. Sex-stratified models suggest that girls\u2019 friendships are more likely given a similar age at menarche. Attention to similar pubertal timing within friendship groups may offer inclusive opportunities for tailored developmental puberty education in ways that reduce stigma and improve health behaviors.<\/jats:p>","DOI":"10.1371\/journal.pone.0300715","type":"journal-article","created":{"date-parts":[[2024,5,16]],"date-time":"2024-05-16T17:24:56Z","timestamp":1715880296000},"page":"e0300715","update-policy":"https:\/\/doi.org\/10.1371\/journal.pone.corrections_policy","source":"Crossref","is-referenced-by-count":1,"title":["Disentangling associations between pubertal development, healthy activity behaviors, and sex in adolescent social networks"],"prefix":"10.1371","volume":"19","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7855-2433","authenticated-orcid":true,"given":"Mark C.","family":"Pachucki","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lindsay Till","family":"Hoyt","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Li","family":"Niu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8525-7259","authenticated-orcid":true,"given":"Richard","family":"Carbonaro","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hsin Fei","family":"Tu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"John R.","family":"Sirard","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Genevieve","family":"Chandler","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"340","published-online":{"date-parts":[[2024,5,16]]},"reference":[{"key":"pone.0300715.ref001","doi-asserted-by":"crossref","first-page":"6963","DOI":"10.1016\/B0-08-043076-7\/00359-4","article-title":"Human development, bioecological theory of","author":"U. Bronfenbrenner","year":"2001","journal-title":"International Encyclopedia of the Social and Behavioral Sciences"},{"issue":"2","key":"pone.0300715.ref002","doi-asserted-by":"crossref","first-page":"344","DOI":"10.1007\/s10995-013-1346-2","article-title":"Lifecourse health development: Past, present, and future","volume":"18","author":"N Halfon","year":"2014","journal-title":"Journal of Maternal and Child Health"},{"issue":"1","key":"pone.0300715.ref003","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1111\/j.1532-7795.2010.00728.x","article-title":"Insights on adolescence from a life course perspective","volume":"21","author":"MK Johnson","year":"2011","journal-title":"J Res Adolescence"},{"issue":"1","key":"pone.0300715.ref004","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1353\/dem.0.0091","article-title":"An integrative approach to health","volume":"47","author":"KM Harris","year":"2010","journal-title":"Demography"},{"issue":"2","key":"pone.0300715.ref005","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/S0749-3797(02)00469-5","article-title":"Toward a better understanding of the influences on physical activity: The role of determinants, correlates, causal variables, mediators, moderators, and confounders","volume":"23","author":"AE Bauman","year":"2002","journal-title":"Am J Prev Med"},{"issue":"10","key":"pone.0300715.ref006","doi-asserted-by":"crossref","first-page":"709","DOI":"10.1056\/NEJMoa003277","article-title":"Decline in physical activity in black girls and white girls during adolescence","volume":"347","author":"SY Kimm","year":"2002","journal-title":"New England Journal of Medicine"},{"issue":"6","key":"pone.0300715.ref007","doi-asserted-by":"crossref","first-page":"691","DOI":"10.1016\/j.jadohealth.2013.10.201","article-title":"Developmental trends in sleep duration in adolescence and young adulthood: evidence from a national United States sample","volume":"54","author":"J Maslowsky","year":"2014","journal-title":"J Adolescent Health"},{"issue":"2","key":"pone.0300715.ref008","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1542\/peds.2005-0058","article-title":"Inequality in the built environment underlies key health disparities in physical activity and obesity","volume":"117","author":"P Gordon-Larsen","year":"2006","journal-title":"Pediatrics"},{"key":"pone.0300715.ref009","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1093\/eurpub\/ckv024","article-title":"Secular trends in moderate-to-vigorous physical activity in 32 countries from 2002 to 2010: a cross-national perspective","volume":"25","author":"M Kalman","year":"2015","journal-title":"Eur J Public Health"},{"issue":"3","key":"pone.0300715.ref010","doi-asserted-by":"crossref","first-page":"2014","DOI":"10.1542\/peds.2014-2707","article-title":"The great sleep recession: changes in sleep duration among US adolescents, 1991\u20132012","volume":"135","author":"KM Keyes","year":"2015","journal-title":"Pediatrics"},{"issue":"6","key":"pone.0300715.ref011","doi-asserted-by":"crossref","first-page":"1064","DOI":"10.1542\/peds.2011-2567","article-title":"The distribution of physical activity in an after-school friendship network","volume":"129","author":"SB Gesell","year":"2012","journal-title":"Pediatrics"},{"issue":"7","key":"pone.0300715.ref012","doi-asserted-by":"crossref","first-page":"e23","DOI":"10.2105\/AJPH.2013.301366","article-title":"Influence of Friends on Children\u2019s Physical Activity: A Review","volume":"103","author":"CC Maturo","year":"2013","journal-title":"Am J Public Health"},{"issue":"3","key":"pone.0300715.ref013","doi-asserted-by":"crossref","first-page":"537","DOI":"10.1111\/j.1532-7795.2012.00836.x","article-title":"Adolescent friendships, BMI, and physical activity: Untangling selection and influence through longitudinal social network analysis","volume":"23","author":"SD Simpkins","year":"2013","journal-title":"J Res Adolescence"},{"key":"pone.0300715.ref014","doi-asserted-by":"crossref","first-page":"82","DOI":"10.1186\/1479-5868-7-82","article-title":"Adolescent physical activity and screen time: associations with the physical home environment","volume":"7","author":"JR Sirard","year":"2010","journal-title":"International Journal of Behavioral Nutrition and Physical Activity"},{"issue":"3","key":"pone.0300715.ref015","doi-asserted-by":"crossref","first-page":"e9775","DOI":"10.1371\/journal.pone.0009775","article-title":"The spread of sleep loss influences drug use in adolescent social networks","volume":"5","author":"SC Mednick","year":"2010","journal-title":"Plos One"},{"issue":"2 Suppl","key":"pone.0300715.ref016","doi-asserted-by":"crossref","first-page":"521S","DOI":"10.1093\/ajcn\/72.2.521S","article-title":"Growth and pubertal development in children and adolescents: effects of diet and physical activity","volume":"72","author":"AD Rogol","year":"2000","journal-title":"American Journal of Clinical Nutrition"},{"issue":"5","key":"pone.0300715.ref017","doi-asserted-by":"crossref","first-page":"488","DOI":"10.1016\/j.jpeds.2007.04.017","article-title":"Advanced pubertal status at age 11 and lower physical activity in adolescent girls","volume":"151","author":"BL Baker","year":"2007","journal-title":"The Journal of Pediatrics"},{"issue":"12","key":"pone.0300715.ref018","doi-asserted-by":"crossref","first-page":"2391","DOI":"10.1016\/j.socscimed.2007.02.033","article-title":"Why are early maturing girls less active? Links between pubertal development, psychological well-being, and physical activity among girls at ages 11 and 13","volume":"64","author":"KK Davison","year":"2007","journal-title":"Soc Sci Med"},{"issue":"8","key":"pone.0300715.ref019","doi-asserted-by":"crossref","first-page":"1647","DOI":"10.1007\/s10802-016-0134-z","article-title":"Early Adolescent Friendship Selection Based on Externalizing Behavior: the Moderating Role of Pubertal Development","volume":"44","author":"A Franken","year":"2016","journal-title":"The SNARE Study. J Abnorm Child Psych"},{"issue":"8","key":"pone.0300715.ref020","doi-asserted-by":"crossref","first-page":"1696","DOI":"10.1007\/s10964-015-0275-3","article-title":"Peer Group Similarity in Perceptions of Pubertal Timing","volume":"45","author":"N Kretsch","year":"2016","journal-title":"J Youth Adolescence"},{"issue":"2","key":"pone.0300715.ref021","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1161\/CIR.0b013e3182756d8e","article-title":"Approaches to the prevention and management of childhood obesity: the role of social networks and the use of social media and related electronic technologies: a scientific statement from the American Heart Association","volume":"127","author":"JS Li","year":"2013","journal-title":"Circulation"},{"issue":"2","key":"pone.0300715.ref022","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s13679-015-0145-z","article-title":"Social relationships and obesity: Benefits of incorporating a lifecourse perspective","volume":"4","author":"MC Pachucki","year":"2015","journal-title":"Current Obesity Reports"},{"key":"pone.0300715.ref023","author":"KM Harris","year":"2013","journal-title":"The Add Health Study: Design and Accomplishments"},{"key":"pone.0300715.ref024","article-title":"Reciprocal Peer Network Processes on Substance Use and Delinquent Behavior in Adolescence: Analysis from a Longitudinal Youth Cohort Study","author":"CT Lee","year":"2022","journal-title":"Int J Ment Health Ad"},{"issue":"3","key":"pone.0300715.ref025","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/BF02090316","article-title":"The study of maturational timing effects in adolescence","volume":"14","author":"J Brooks-Gunn","year":"1985","journal-title":"Journal of youth & adolescence"},{"issue":"1","key":"pone.0300715.ref026","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1037\/0022-3514.61.1.157","article-title":"Individual-Differences Are Accentuated during Periods of Social-Change\u2014the Sample Case of Girls at Puberty","volume":"61","author":"A Caspi","year":"1991","journal-title":"Journal of Personality and Social Psychology"},{"issue":"3","key":"pone.0300715.ref027","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1111\/j.1532-7795.2004.00076.x","article-title":"The sexual debut of girls in early adolescence: The intersection of race, pubertal timing, and friendship group characteristics","volume":"14","author":"SE Cavanagh","year":"2004","journal-title":"J Res Adolescence"},{"issue":"1","key":"pone.0300715.ref028","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1353\/sof.2003.0093","article-title":"Contexts of risk? Explaining the link between girls\u2019 pubertal development and their delinquency involvement","volume":"82","author":"DL Haynie","year":"2003","journal-title":"Soc Forces"},{"issue":"14","key":"pone.0300715.ref029","doi-asserted-by":"crossref","first-page":"1315","DOI":"10.1056\/NEJMoa1006992","article-title":"Adolescent BMI trajectory and risk of diabetes versus coronary disease","volume":"364","author":"A Tirosh","year":"2011","journal-title":"N Engl J Med"},{"issue":"2","key":"pone.0300715.ref030","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1016\/j.amjcard.2011.08.042","article-title":"Effects of physical activity on cardiovascular disease","volume":"109","author":"HM Ahmed","year":"2012","journal-title":"Am J Cardiol"},{"issue":"6","key":"pone.0300715.ref031","doi-asserted-by":"crossref","first-page":"591","DOI":"10.1001\/jama.2013.13805","article-title":"The state of US health, 1990\u20132010: burden of diseases, injuries, and risk factors","volume":"310","author":"CJ Murray","year":"2013","journal-title":"JAMA"},{"issue":"13","key":"pone.0300715.ref032","doi-asserted-by":"crossref","first-page":"1369","DOI":"10.1161\/CIRCULATIONAHA.113.001559","article-title":"Status of Cardiovascular Health in US Adolescents Prevalence Estimates From the National Health and Nutrition Examination Surveys (NHANES) 2005\u20132010","volume":"127","author":"CM Shay","year":"2013","journal-title":"Circulation"},{"issue":"3","key":"pone.0300715.ref033","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1016\/j.physbeh.2012.03.022","article-title":"Influence of peers and friends on children\u2019s and adolescents\u2019 eating and activity behaviors","volume":"106","author":"SJ Salvy","year":"2012","journal-title":"Physiol Behav"},{"issue":"6","key":"pone.0300715.ref034","doi-asserted-by":"crossref","first-page":"636","DOI":"10.1016\/j.amepre.2012.08.021","article-title":"Social network analysis of childhood and youth physical activity: a systematic review","volume":"43","author":"K Macdonald-Wallis","year":"2012","journal-title":"Am J Prev Med"},{"issue":"3","key":"pone.0300715.ref035","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/j.socnet.2009.09.001","article-title":"Obesity-related behaviors in adolescent friendship networks","volume":"32","author":"K de la Haye","year":"2010","journal-title":"Soc Networks"},{"issue":"1","key":"pone.0300715.ref036","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.amepre.2012.09.054","article-title":"Physical activity and screen time in adolescents and their friends","volume":"44","author":"JR Sirard","year":"2013","journal-title":"Am J Prev Med"},{"issue":"6","key":"pone.0300715.ref037","doi-asserted-by":"crossref","first-page":"e39795","DOI":"10.1371\/journal.pone.0039795","article-title":"An actor-based model of social network influence on adolescent body size, screen time, and playing sports","volume":"7","author":"DA Shoham","year":"2012","journal-title":"Plos One"},{"issue":"3","key":"pone.0300715.ref038","doi-asserted-by":"crossref","first-page":"e921","DOI":"10.1542\/peds.2014-1696","article-title":"Insufficient sleep in adolescents and young adults: an update on causes and consequences","volume":"134","author":"Adolescent Sleep Working Group; Committee on Adolescence","year":"2014","journal-title":"Pediatrics"},{"key":"pone.0300715.ref039","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1016\/j.smrv.2014.07.007","article-title":"Screen time and sleep among school-aged children and adolescents: a systematic literature review","volume":"21","author":"L Hale","year":"2015","journal-title":"Sleep medicine reviews"},{"key":"pone.0300715.ref040","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/j.socscimed.2019.05.026","article-title":"Social network analysis of group position, popularity, and sleep behaviors among U.S. adolescents","volume":"232","author":"X Li","year":"2019","journal-title":"Soc Sci Med"},{"key":"pone.0300715.ref041","doi-asserted-by":"crossref","first-page":"100549","DOI":"10.1016\/j.ssmph.2020.100549","article-title":"Timing of puberty in boys and girls: Implications for population health","volume":"10","author":"LT Hoyt","year":"2020","journal-title":"SSM Popul Health"},{"issue":"1","key":"pone.0300715.ref042","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.socnet.2009.02.004","article-title":"Introduction to stochastic actor-based models for network dynamics","volume":"32","author":"TA Snijders","year":"2010","journal-title":"Soc Networks"},{"issue":"6","key":"pone.0300715.ref043","doi-asserted-by":"crossref","first-page":"1088","DOI":"10.1177\/0003122414554001","article-title":"Network Ecology and Adolescent Social Structure","volume":"79","author":"DA McFarland","year":"2014","journal-title":"Am Sociol Rev"},{"issue":"3","key":"pone.0300715.ref044","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1016\/j.socnet.2005.07.002","article-title":"Effects of missing data in social networks","volume":"28","author":"G Kossinets","year":"2006","journal-title":"Soc Networks"},{"key":"pone.0300715.ref045","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.socnet.2014.12.004","article-title":"Research note: The consequences of different methods for handling missing network data in stochastic actor based models","volume":"41","author":"JR Hipp","year":"2015","journal-title":"Soc Networks"},{"key":"pone.0300715.ref046","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.socnet.2021.05.002","article-title":"Network sampling coverage III: Imputation of missing network data under different network and missing data conditions","volume":"68","author":"JA Smith","year":"2022","journal-title":"Soc Networks"},{"key":"pone.0300715.ref047","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1016\/j.socnet.2015.12.003","article-title":"Multiple imputation for missing edge data: A predictive evaluation method with application to Add Health","volume":"45","author":"C Wang","year":"2016","journal-title":"Soc Networks"},{"issue":"2","key":"pone.0300715.ref048","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1007\/BF01537962","article-title":"A self-report measure of pubertal status: Reliability, validity, and initial norms","volume":"17","author":"AC Petersen","year":"1988","journal-title":"J Youth Adolescence"},{"issue":"6","key":"pone.0300715.ref049","doi-asserted-by":"crossref","first-page":"E83","DOI":"10.1542\/peds.105.6.e83","article-title":"Determinants of adolescent physical activity and inactivity patterns","volume":"105","author":"P Gordon-Larsen","year":"2000","journal-title":"Pediatrics"},{"issue":"4","key":"pone.0300715.ref050","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1016\/j.amepre.2004.07.006","article-title":"Longitudinal physical activity and sedentary behavior trends: adolescence to adulthood","volume":"27","author":"P Gordon-Larsen","year":"2004","journal-title":"Am J Prev Med"},{"issue":"3","key":"pone.0300715.ref051","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/j.amepre.2004.12.006","article-title":"Adolescent physical activity and sedentary behavior: patterning and long-term maintenance","volume":"28","author":"MC Nelson","year":"2005","journal-title":"Am J Prev Med"},{"issue":"3","key":"pone.0300715.ref052","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1016\/j.socscimed.2011.06.005","article-title":"Adolescents\u2019 expectations for the future predict health behaviors in early adulthood","volume":"73","author":"TW McDade","year":"2011","journal-title":"Soc Sci Med"},{"issue":"1","key":"pone.0300715.ref053","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1186\/1479-5868-4-3","article-title":"Parental influences on adolescent physical activity: a longitudinal study","volume":"4","author":"IJ Ornelas","year":"2007","journal-title":"International Journal of Behavioral Nutrition and Physical Activity"},{"issue":"4","key":"pone.0300715.ref054","doi-asserted-by":"crossref","first-page":"418","DOI":"10.1002\/ajhb.20405","article-title":"The association between pubertal status and sleep duration and quality among a nationally representative sample of US adolescents","volume":"17","author":"KL Knutson","year":"2005","journal-title":"American Journal of Human Biology"},{"issue":"2","key":"pone.0300715.ref055","doi-asserted-by":"crossref","first-page":"366","DOI":"10.1177\/1536867X1301300211","article-title":"Standardizing anthropometric measures in children and adolescents with functions for egen: Update","volume":"13","author":"SI Vidmar","year":"2013","journal-title":"The Stata Journal"},{"key":"pone.0300715.ref056","article-title":"Digital networks: Elements of a theoretical framework","author":"K Lewis","year":"2021","journal-title":"Soc Networks"},{"issue":"7415","key":"pone.0300715.ref057","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1038\/nature11421","article-title":"A 61-million-person experiment in social influence and political mobilization","volume":"489","author":"RM Bond","year":"2012","journal-title":"Nature"},{"key":"pone.0300715.ref058","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1016\/j.socnet.2015.04.005","article-title":"The structure of online social networks mirrors those in the offline world","volume":"43","author":"RI Dunbar","year":"2015","journal-title":"Soc Networks"},{"issue":"9567","key":"pone.0300715.ref059","doi-asserted-by":"crossref","first-page":"1130","DOI":"10.1016\/S0140-6736(07)60366-3","article-title":"Pubertal transitions in health","volume":"369","author":"GC Patton","year":"2007","journal-title":"The Lancet"},{"issue":"4","key":"pone.0300715.ref060","doi-asserted-by":"crossref","first-page":"e195881","DOI":"10.1001\/jamapediatrics.2019.5881","article-title":"Worldwide Secular Trends in Age at Pubertal Onset Assessed by Breast Development Among Girls A Systematic Review and Meta-analysis","volume":"174","author":"C Eckert-Lind","year":"2020","journal-title":"Jama Pediatrics"},{"issue":"5","key":"pone.0300715.ref061","doi-asserted-by":"crossref","first-page":"668","DOI":"10.1210\/er.2002-0019","article-title":"The timing of normal puberty and the age limits of sexual precocity: variations around the world, secular trends, and changes after migration","volume":"24","author":"A-S Parent","year":"2003","journal-title":"Endocrine Reviews"},{"key":"pone.0300715.ref062","first-page":"147","volume-title":"Gathering social network data","author":"J Adams","year":"2019","edition":"1"},{"key":"pone.0300715.ref063","doi-asserted-by":"crossref","first-page":"328","DOI":"10.1017\/CBO9780511811395","volume-title":"Models and methods in social network analysis","author":"PJ Carrington","year":"2005"},{"key":"pone.0300715.ref064","doi-asserted-by":"crossref","DOI":"10.1017\/9781316662915","volume-title":"Inferential network analysis","author":"SJ Cranmer","year":"2020"},{"issue":"2","key":"pone.0300715.ref065","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1016\/j.socnet.2006.08.002","article-title":"An introduction to exponential random graph (p*) models for social networks","volume":"29","author":"G Robins","year":"2007","journal-title":"Soc Networks"},{"issue":"1","key":"pone.0300715.ref066","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1353\/dem.0.0045","article-title":"Birds of a Feather, or Friend of a Friend? Using Exponential Random Graph Models to Investigate Adolescent Social Networks","volume":"46","author":"SM Goodreau","year":"2009","journal-title":"Demography"},{"key":"pone.0300715.ref067","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1348\/000711099159053","article-title":"Logit models and logistic regressions for social networks: II. Multivariate relations","volume":"52","author":"P Pattison","year":"1999","journal-title":"Brit J Math Stat Psy"},{"issue":"3","key":"pone.0300715.ref068","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1007\/BF02294547","article-title":"Logit models and logistic regressions for social networks.1. An introduction to Markov graphs and p*","volume":"61","author":"S Wasserman","year":"1996","journal-title":"Psychometrika"},{"issue":"1","key":"pone.0300715.ref069","doi-asserted-by":"crossref","first-page":"1548","DOI":"10.18637\/jss.v024.i01","article-title":"statnet: Software tools for the representation, visualization, analysis and simulation of network data","volume":"24","author":"MS Handcock","year":"2008","journal-title":"Journal of statistical software"},{"issue":"3","key":"pone.0300715.ref070","doi-asserted-by":"crossref","first-page":"nihpa54860","DOI":"10.18637\/jss.v024.i03","article-title":"ergm: A package to fit, simulate and diagnose exponential-family models for networks","volume":"24","author":"DR Hunter","year":"2008","journal-title":"Journal of statistical software"},{"issue":"4","key":"pone.0300715.ref071","doi-asserted-by":"crossref","first-page":"1548","DOI":"10.18637\/jss.v024.i04","article-title":"Specification of Exponential-Family Random Graph Models: Terms and Computational Aspects","volume":"24","author":"M Morris","year":"2008","journal-title":"J Stat Softw"},{"key":"pone.0300715.ref072","volume-title":"Pubertal maturation in female development","author":"H Stattin","year":"1990"},{"key":"pone.0300715.ref073","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1016\/j.adolescence.2015.12.006","article-title":"Self-perceptions of of pubertal timing and patterns of peer group activities and dating behavior among heterosexual adolescent girls","volume":"47","author":"R Carter","year":"2016","journal-title":"J Adolescence"},{"issue":"6","key":"pone.0300715.ref074","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1111\/j.1467-8721.2009.01661.x","article-title":"In search of explanations for early pubertal timing effects on developmental psychopathology","volume":"18","author":"X Ge","year":"2009","journal-title":"Curr Dir Psychol Sci"},{"issue":"6","key":"pone.0300715.ref075","article-title":"Early Puberty, Friendship Group Characteristics, and Dating Abuse in US Girls","volume":"139","author":"FR Chen","year":"2017","journal-title":"Pediatrics"},{"issue":"1","key":"pone.0300715.ref076","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1542\/peds.2013-0628","article-title":"Early puberty, negative peer influence, and problem behaviors in adolescent girls","volume":"133","author":"S Mrug","year":"2014","journal-title":"Pediatrics"},{"issue":"2","key":"pone.0300715.ref077","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1016\/j.dr.2006.11.001","article-title":"Detrimental psychological outcomes associated with early pubertal timing in adolescent girls","volume":"27","author":"J Mendle","year":"2007","journal-title":"Developmental Review"},{"issue":"4","key":"pone.0300715.ref078","doi-asserted-by":"crossref","first-page":"1281","DOI":"10.1542\/peds.2005-1692","article-title":"Physical activity and sedentary behavior patterns are associated with selected adolescent health risk behaviors","volume":"117","author":"MC Nelson","year":"2006","journal-title":"Pediatrics"},{"issue":"3","key":"pone.0300715.ref079","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1016\/j.amepre.2012.11.016","article-title":"Meeting the 2008 physical activity guidelines for Americans among US youth","volume":"44","author":"M Song","year":"2013","journal-title":"Am J Prev Med"},{"key":"pone.0300715.ref080","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1196\/annals.1308.001","article-title":"Adolescent brain development: a period of vulnerabilities and opportunities. Keynote address","volume":"1021","author":"RE Dahl","year":"2004","journal-title":"Ann N Y Acad Sci"},{"issue":"1","key":"pone.0300715.ref081","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1093\/ije\/dyn251","article-title":"Age at menarche, total mortality and mortality from ischaemic heart disease and stroke: The Adventist Health Study, 1976\u201388","volume":"38","author":"B Jacobsen","year":"2009","journal-title":"Int J Epidemiol"},{"issue":"12","key":"pone.0300715.ref082","doi-asserted-by":"crossref","first-page":"1431","DOI":"10.1093\/aje\/kwm237","article-title":"Association of low age at menarche with increased all-cause mortality: a 37-year follow-up of 61,319 Norwegian women","volume":"166","author":"B Jacobsen","year":"2007","journal-title":"American Journal of Epidemiology"},{"issue":"12","key":"pone.0300715.ref083","doi-asserted-by":"crossref","first-page":"4953","DOI":"10.1210\/jc.2009-1789","article-title":"Early age at menarche associated with cardiovascular disease and mortality","volume":"94","author":"R Lakshman","year":"2009","journal-title":"Journal of Clinical Endocrinology & Metabolism"},{"key":"pone.0300715.ref084","doi-asserted-by":"crossref","first-page":"608575","DOI":"10.3389\/fendo.2021.608575","article-title":"A Researcher\u2019s Guide to the Measurement and Modeling of Puberty in the ABCD Study\u00ae at Baseline","volume":"12","author":"TW Cheng","year":"2021","journal-title":"Front Endocrinol"},{"issue":"1","key":"pone.0300715.ref085","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1111\/jora.12408","article-title":"Understanding the Role of Puberty in Structural and Functional Development of the Adolescent Brain","volume":"29","author":"AL Goddings","year":"2019","journal-title":"J Res Adolescence"},{"key":"pone.0300715.ref086","doi-asserted-by":"crossref","first-page":"457","DOI":"10.1016\/B978-0-12-821514-2.00030-1","volume-title":"Twin Research for Everyone","author":"HT Pham","year":"2022"},{"key":"pone.0300715.ref087","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1016\/j.socnet.2021.01.004","article-title":"What is(n\u2019t) a friend? Dimensions of the friendship concept among adolescents","volume":"66","author":"JA Kitts","year":"2021","journal-title":"Soc Networks"},{"key":"pone.0300715.ref088","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.socnet.2023.07.002","article-title":"Name order effects in measuring adolescent social networks using rosters","volume":"76","author":"SY Liu","year":"2024","journal-title":"Soc Networks"},{"issue":"3","key":"pone.0300715.ref089","doi-asserted-by":"crossref","first-page":"566","DOI":"10.1073\/pnas.1514483113","article-title":"Changing climates of conflict: A social network experiment in 56 schools","volume":"113","author":"EL Paluck","year":"2016","journal-title":"P Natl Acad Sci USA"},{"key":"pone.0300715.ref090","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.copsyc.2015.09.005","article-title":"Social Media and Body Image Concerns: Current Research and Future Directions","volume":"9","author":"J Fardouly","year":"2016","journal-title":"Curr Opin Psychol"},{"issue":"4","key":"pone.0300715.ref091","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1037\/ppm0000264","article-title":"The Use of Social Networking Sites, Body Image Dissatisfaction, and Body Dysmorphic Disorder: A Systematic Review of Psychological Research","volume":"9","author":"FC Ryding","year":"2020","journal-title":"Psychol Pop Media"},{"key":"pone.0300715.ref092","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/j.chb.2019.07.028","article-title":"A meta-analytic review of the relationship between social media use and body image disturbance","volume":"101","author":"AN Saiphoo","year":"2019","journal-title":"Comput Hum Behav"},{"issue":"2","key":"pone.0300715.ref093","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1080\/17482798.2021.1938619","article-title":"This picture does not portray reality: developing and testing a disclaimer for digitally enhanced pictures on social media appropriate for Austrian tweens and teens","volume":"16","author":"B Naderer","year":"2022","journal-title":"Journal of Children and Media"},{"key":"pone.0300715.ref094","doi-asserted-by":"crossref","first-page":"367","DOI":"10.1016\/j.bodyim.2022.03.008","article-title":"#Bopo: Enhancing body image through body positive social media-evidence to date and research directions","volume":"41","author":"RF Rodgers","year":"2022","journal-title":"Body Image"}],"container-title":["PLOS ONE"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0300715","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,16]],"date-time":"2024-05-16T17:25:45Z","timestamp":1715880345000},"score":1,"resource":{"primary":{"URL":"https:\/\/dx.plos.org\/10.1371\/journal.pone.0300715"}},"subtitle":[],"editor":[{"given":"Yasas Chandra","family":"Tanguturi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2024,5,16]]},"references-count":94,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2024,5,16]]}},"URL":"https:\/\/doi.org\/10.1371\/journal.pone.0300715","relation":{},"ISSN":["1932-6203"],"issn-type":[{"value":"1932-6203","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,5,16]]}}}