{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,3]],"date-time":"2026-04-03T10:17:48Z","timestamp":1775211468949,"version":"3.50.1"},"reference-count":40,"publisher":"American Medical Association (AMA)","issue":"8","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Pediatr"],"published-print":{"date-parts":[[2023,8,1]]},"abstract":"<jats:sec id=\"ab-poi230021-4\"><jats:title>Importance<\/jats:title><jats:p>Despite strong evidence linking place and obesity risk, the extent to which this link is causal or reflects sorting into places is unclear.<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-5\"><jats:title>Objective<\/jats:title><jats:p>To examine the association of place with adolescents\u2019 obesity and explore potential causal pathways, such as shared environments and social contagion.<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-6\"><jats:title>Design, Setting, and Participants<\/jats:title><jats:p>This natural experiment study used the periodic reassignment of US military servicemembers to installations as a source of exogenous variation in exposure to difference places to estimate the association between place and obesity risk. The study analyzed data from the Military Teenagers Environments, Exercise, and Nutrition Study, a cohort of adolescents in military families recruited from 2013 through 2014 from 12 large military installations in the US and followed up until 2018. Individual fixed-effects models were estimated that examined whether adolescents' exposure to increasingly obesogenic places over time was associated with increases in body mass index (BMI) and probability of overweight or obesity. These data were analyzed from October 15, 2021, through March 10, 2023.<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-7\"><jats:title>Exposure<\/jats:title><jats:p>Adult obesity rate in military parent\u2019s assigned installation county was used as a summary measure of all place-specific obesogenic influences.<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-8\"><jats:title>Main Outcomes and Measures<\/jats:title><jats:p>Outcomes were BMI, overweight or obesity (BMI in the 85th percentile or higher), and obesity (BMI in the 95th percentile or higher). Time at installation residence and off installation residence were moderators capturing the degree of exposure to the county. County-level measures of food access, physical activity opportunities, and socioeconomic characteristics captured shared environments.<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-9\"><jats:title>Results<\/jats:title><jats:p>A cohort of 970 adolescents had a baseline mean age of 13.7 years and 512 were male (52.8%). A 5 percentage point\u2013increase over time in the county obesity rate was associated with a 0.19 increase in adolescents\u2019 BMI (95% CI, 0.02-0.37) and a 0.02-unit increase in their probability of obesity (95% CI, 0-0.04). Shared environments did not explain these associations. These associations were stronger for adolescents with time at installation of 2 years or longer vs less than 2 years for BMI (0.359 vs. 0.046; <jats:italic>P<\/jats:italic> value for difference in association\u2009=\u2009.02) and for probability of overweight or obesity (0.058 vs. 0.007; <jats:italic>P <\/jats:italic>value for difference association\u2009=\u2009.02), and for adolescents who lived off installation vs on installation for BMI (0.414 vs. -0.025; <jats:italic>P <\/jats:italic>value for association\u2009=\u2009.01) and for probability of obesity (0.033 vs. -0.007; <jats:italic>P <\/jats:italic>value for association\u2009=\u2009.02).<\/jats:p><\/jats:sec><jats:sec id=\"ab-poi230021-10\"><jats:title>Conclusion and Relevance<\/jats:title><jats:p>In this study, the link between place and adolescents' obesity risk is not explained by selection or shared environments. The study findings suggest social contagion as a potential causal pathway.<\/jats:p><\/jats:sec>","DOI":"10.1001\/jamapediatrics.2023.1329","type":"journal-article","created":{"date-parts":[[2023,6,5]],"date-time":"2023-06-05T15:04:09Z","timestamp":1685977449000},"page":"847","source":"Crossref","is-referenced-by-count":4,"title":["Association of Place With Adolescent Obesity"],"prefix":"10.1001","volume":"177","author":[{"given":"Ashlesha","family":"Datar","sequence":"first","affiliation":[{"name":"Center for Economic and Social Research, University of Southern California, Los Angeles"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nancy","family":"Nicosia","sequence":"additional","affiliation":[{"name":"RAND Corporation, Santa Monica, California"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amy","family":"Mahler","sequence":"additional","affiliation":[{"name":"Department of Economics, University of Southern California, Los Angeles"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria J.","family":"Prados","sequence":"additional","affiliation":[{"name":"Center for Economic and Social Research, University of Southern California, Los Angeles"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Madhumita","family":"Ghosh-Dastidar","sequence":"additional","affiliation":[{"name":"RAND Corporation, Santa Monica, California"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10","reference":[{"issue":"6","key":"poi230021r1","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1177\/1090198111428646","article-title":"Healthy people: a 2020 vision for the social determinants approach.","volume":"38","author":"Koh","year":"2011","journal-title":"Health Educ Behav"},{"issue":"16","key":"poi230021r3","doi-asserted-by":"publisher","first-page":"1750","DOI":"10.1001\/jama.2016.4226","article-title":"The Association between income and life expectancy in the United States, 2001-2014.","volume":"315","author":"Chetty","year":"2016","journal-title":"JAMA"},{"issue":"4","key":"poi230021r4","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1257\/jep.35.4.123","article-title":"Rising geographic disparities in US Mortality.","volume":"35","author":"Couillard","year":"2021","journal-title":"J Econ Perspect"},{"issue":"4","key":"poi230021r5","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1257\/jep.35.4.147","article-title":"The causal effects of place on health and longevity.","volume":"35","author":"Deryugina","year":"2021","journal-title":"J Econ Perspect"},{"issue":"8","key":"poi230021r6","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0159876","article-title":"Changes in disparity in county-level diagnosed diabetes prevalence and incidence in the United States, between 2004 and 2012.","volume":"11","author":"Shrestha","year":"2016","journal-title":"PLoS One"},{"issue":"8","key":"poi230021r7","doi-asserted-by":"publisher","first-page":"2697","DOI":"10.1257\/aer.20190825","article-title":"Place-Based Drivers of Mortality: Evidence from Migration.","volume":"111","author":"Finkelstein","year":"2021","journal-title":"Am Econ Rev"},{"issue":"12","key":"poi230021r8","doi-asserted-by":"publisher","first-page":"1221","DOI":"10.1056\/NEJMsa073350","article-title":"We can do better\u2013improving the health of the American people.","volume":"357","author":"Schroeder","year":"2007","journal-title":"N Engl J Med"},{"issue":"2","key":"poi230021r9","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1002\/oby.v23.2","article-title":"Regional disparities in obesity prevalence in the United States: a spatial regime analysis.","volume":"23","author":"Myers","year":"2015","journal-title":"Obesity (Silver Spring)"},{"issue":"3","key":"poi230021r10","doi-asserted-by":"publisher","first-page":"868","DOI":"10.1002\/oby.v22.3","article-title":"The geographic concentration of US adult obesity prevalence and associated social, economic, and environmental factors.","volume":"22","author":"Slack","year":"2013","journal-title":"Obesity (Silver Spring)"},{"issue":"5","key":"poi230021r11","doi-asserted-by":"publisher","first-page":"1382","DOI":"10.1016\/j.jhealeco.2008.04.005","article-title":"Is obesity contagious? social networks vs. environmental factors in the obesity epidemic.","volume":"27","author":"Cohen-Cole","year":"2008","journal-title":"J Health Econ"},{"issue":"2","key":"poi230021r12","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1177\/0049124111404820","article-title":"Homophily and contagion are generically confounded in observational social network studies.","volume":"40","author":"Shalizi","year":"2011","journal-title":"Sociol Methods Res"},{"key":"poi230021r13","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1016\/j.socscimed.2016.08.047","article-title":"Research on neighborhood effects on health in the United States: a systematic review of study characteristics.","volume":"168","author":"Arcaya","year":"2016","journal-title":"Soc Sci Med"},{"issue":"6101","key":"poi230021r14","doi-asserted-by":"publisher","first-page":"1505","DOI":"10.1126\/science.1224648","article-title":"Neighborhood effects on the long-term well-being of low-income adults.","volume":"337","author":"Ludwig","year":"2012","journal-title":"Science"},{"issue":"2","key":"poi230021r15","first-page":"109","article-title":"The long-term effects of moving to opportunity on adult health and economic self-sufficiency.","volume":"14","author":"Sanbonmatsu","year":"2012","journal-title":"Cityscape (Wash, DC)"},{"issue":"16","key":"poi230021r16","doi-asserted-by":"publisher","first-page":"1509","DOI":"10.1056\/NEJMsa1103216","article-title":"Neighborhoods, obesity, and diabetes\u2013a randomized social experiment.","volume":"365","author":"Ludwig","year":"2011","journal-title":"N Engl J Med"},{"issue":"9826","key":"poi230021r17","doi-asserted-by":"publisher","first-page":"1641","DOI":"10.1016\/S0140-6736(12)60149-4","article-title":"Adolescence and the social determinants of health.","volume":"379","author":"Viner","year":"2012","journal-title":"Lancet"},{"issue":"1","key":"poi230021r19","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1089\/met.2020.0099","article-title":"Prevalence of optimal metabolic health in U.S. adolescents, NHANES 2007-2016.","volume":"19","author":"Choi","year":"2021","journal-title":"Metab Syndr Relat Disord"},{"issue":"3","key":"poi230021r20","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1001\/jamapediatrics.2017.4882","article-title":"Assessing social contagion in body mass index, overweight, and obesity using a natural experiment.","volume":"172","author":"Datar","year":"2018","journal-title":"JAMA Pediatr"},{"issue":"4","key":"poi230021r21","doi-asserted-by":"publisher","first-page":"344","DOI":"10.1016\/j.jclinepi.2007.11.008","article-title":"The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies.","volume":"61","author":"von Elm","year":"2008","journal-title":"J Clin Epidemiol"},{"issue":"1","key":"poi230021r22","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2022-061809","article-title":"Does the use of prediction equations to correct self-reported height and weight improve obesity prevalence estimates? a pooled cross-sectional analysis of Health Survey for England data.","volume":"13","author":"Scholes","year":"2023","journal-title":"BMJ Open"},{"issue":"Suppl 1","key":"poi230021r23","doi-asserted-by":"publisher","first-page":"S2","DOI":"10.1186\/1479-5868-12-S1-S2","article-title":"Measuring the bias, precision, accuracy, and validity of self-reported height and weight in assessing overweight and obesity status among adolescents using a surveillance system.","volume":"12","author":"P\u00e9rez","year":"2015","journal-title":"Int J Behav Nutr Phys Act"},{"issue":"1","key":"poi230021r24","doi-asserted-by":"publisher","first-page":"197","DOI":"10.1038\/oby.2007.536","article-title":"The validity of obesity based on self-reported weight and height: implications for population studies.","volume":"15","author":"Nyholm","year":"2007","journal-title":"Obesity (Silver Spring)"},{"issue":"1","key":"poi230021r25","doi-asserted-by":"publisher","first-page":"37","DOI":"10.1186\/s40608-016-0117-1","article-title":"Accuracy of BMI correction using multiple reports in children.","volume":"3","author":"Ghosh-Dastidar","year":"2016","journal-title":"BMC Obes"},{"key":"poi230021r26","doi-asserted-by":"publisher","DOI":"10.1186\/s12963-015-0044-2","article-title":"The County health rankings: rationale and methods.","author":"Remington","year":"2015","journal-title":"Population Health Metrics"},{"issue":"1","key":"poi230021r28","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1093\/ije\/dyt221","article-title":"Fixed effects analysis of repeated measures data.","volume":"43","author":"Gunasekara","year":"2014","journal-title":"Int J Epidemiol"},{"issue":"12","key":"poi230021r29","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD001871.pub3","article-title":"Interventions for preventing obesity in children.","author":"Waters","year":"2011","journal-title":"Cochrane Database Syst Rev"},{"issue":"1","key":"poi230021r30","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1007\/s13668-020-00302-8","article-title":"Social influences on obesity: current knowledge, emerging methods, and directions for future research and practice.","volume":"9","author":"Smith","year":"2020","journal-title":"Curr Nutr Rep"},{"issue":"7","key":"poi230021r31","doi-asserted-by":"publisher","first-page":"1175","DOI":"10.1016\/j.socscimed.2012.05.024","article-title":"Is there evidence that friends influence body weight? a systematic review of empirical research.","volume":"75","author":"Cunningham","year":"2012","journal-title":"Soc Sci Med"},{"issue":"4","key":"poi230021r32","doi-asserted-by":"publisher","first-page":"556","DOI":"10.1002\/sim.5408","article-title":"Social contagion theory: examining dynamic social networks and human behavior.","volume":"32","author":"Christakis","year":"2013","journal-title":"Stat Med"},{"issue":"Apr","key":"poi230021r33","doi-asserted-by":"publisher","first-page":"14753","DOI":"10.1038\/ncomms14753","article-title":"Exercise contagion in a global social network.","volume":"8","author":"Aral","year":"2017","journal-title":"Nat Commun"},{"issue":"1","key":"poi230021r34","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1353\/jhr.2014.0002","article-title":"Estimating heterogeneous and hierarchical peer effects on body weight using roommate assignments as a natural experiment.","volume":"49","author":"Yakusheva","year":"2014","journal-title":"Journal of Human Resources"},{"issue":"2","key":"poi230021r35","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1016\/j.ehb.2010.12.002","article-title":"Peer effects and the freshman 15: evidence from a natural experiment.","volume":"9","author":"Yakusheva","year":"2011","journal-title":"Econ Hum Biol"},{"key":"poi230021r36","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1016\/j.ehb.2019.03.003","article-title":"Peer effects of obesity on child body composition.","volume":"34","author":"Strombotne","year":"2019","journal-title":"Econ Hum Biol"},{"issue":"5","key":"poi230021r37","doi-asserted-by":"publisher","first-page":"1388","DOI":"10.1016\/j.jhealeco.2008.05.003","article-title":"Peer effects in adolescent overweight.","volume":"27","author":"Trogdon","year":"2008","journal-title":"J Health Econ"},{"issue":"3","key":"poi230021r38","doi-asserted-by":"publisher","first-page":"e200846","DOI":"10.1001\/jamanetworkopen.2020.0846","article-title":"Association of exposure to communities with high obesity with body type norms and obesity risk among teenagers.","volume":"3","author":"Datar","year":"2020","journal-title":"JAMA Netw Open"},{"issue":"11","key":"poi230021r39","doi-asserted-by":"publisher","first-page":"2205","DOI":"10.1002\/oby.20566","article-title":"Obesity and the US military family.","volume":"21","author":"Tanofsky-Kraff","year":"2013","journal-title":"Obesity (Silver Spring)"},{"key":"poi230021r27","volume-title":"Econometric Analysis of Cross Section and Panel Data","author":"Wooldridge","year":"2002"},{"key":"poi230021r2","unstructured":"US Department of Health and Human Services. Healthy people 2030: building a healthier future for all. Accessed April 21, 2023. https:\/\/health.gov\/healthypeople"},{"key":"poi230021r18","unstructured":"Fryar? CD, Carroll? MD, Ogden? CL; US Centers for Disease Control and Prevention. Prevalence of overweight and obesity among children and adolescents aged 2\u201319 years: United States, 1963\u20131965 through 2013\u20132014. Accessed April 21, 2023. https:\/\/www.cdc.gov\/nchs\/data\/hestat\/obesity_child_13_14\/obesity_child_13_14.htm"},{"key":"poi230021r40","unstructured":"US Department of Defense. Fiscal year 2023 budget estimates. Accessed May 1, 2023. https:\/\/comptroller.defense.gov\/Portals\/45\/Documents\/defbudget\/fy2023\/budget_justification\/pdfs\/01_Operation_and_Maintenance\/O_M_VOL_1_PART_1\/DoDDE_OP-5.pdf"}],"container-title":["JAMA Pediatrics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamapediatrics\/articlepdf\/2805374\/jamapediatrics_datar_2023_oi_230021_1690995334.25206.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,7]],"date-time":"2023-08-07T15:03:29Z","timestamp":1691420609000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamapediatrics\/fullarticle\/2805374"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,8,1]]},"references-count":40,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2023,8,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamapediatrics.2023.1329","relation":{},"ISSN":["2168-6203"],"issn-type":[{"value":"2168-6203","type":"print"}],"subject":[],"published":{"date-parts":[[2023,8,1]]}}}