Depression can cause people to withdraw from friendships or be avoided by others, protecting others from exposure to that depression. Yet, researchers observe depression contagion, particularly among adolescents. We address this empirical puzzle by examining the role of gender in structuring friendship networks and the implications for isolation and the spreading of depression. Using stochastic actor-based models of friendships among 421 adolescents from mixed-gender, all-girls, and all-boys classrooms in six Taiwanese high schools, we find that networks with only girls are characterized by high reciprocity and low transitivity. This, in turn, facilitates the withdrawal of depressed girls from interactions. In contrast, networks with all boys create more opportunities for depression to spread through interconnected pathways. Our computational experiment further demonstrates that local preferences governing friendship choice influence levels of network connectivity. This, coupled with depression withdrawal and peer influence, shapes depression prevalence at the network level. These findings refine our understanding of the mechanisms through which friendships expose boys and girls unequally to health risks of depression.
AbrutynSethMuellerAnna. 2014. “Are Suicidal Behavioral Contagious? Using Longitudinal Data to Examine Suicide Suggestion.” American Sociological Review79(2):211–27.
2.
AbrutynSethMuellerAnna S.OsborneMelissa. 2019. “Rekeying Cultural Scripts for Youth Suicide: How Social Networks Facilitate Suicide Diffusion and Suicide Clusters Following Exposure to Suicide.” Society and Mental Health1:24.
3.
adamsjimiSchaeferDavid R.2016. “How Initial Prevalence Moderates Network-Based Smoking Change: Estimaing Contextual Effects with Stochastic Actor-Based Models.” Journal of Health and Social Behavior57(1):22–38.
4.
BaronReuben M.KennyDavid A.1986. “The Moderator–Mediator Variable Distinction in Social Psychological Research: Conceptual, Strategic and Statistical Consideration.” Journal of Personality and Social Psychology51:1173–82.
5.
BearmanPeterMoodyJames. 2004. “Suicide and Friendships among American Adolescents.” American Journal of Public Health91:89–95.
6.
BurtRonald S.1992. Structural Holes: The Social Structure of Competition. Cambridge, MA: Harvard University Press.
7.
CentolaDamonMacyMichael. 2007. “Complex Contagions and the Weakness of Long Ties.” American Journal of Sociology113:702–34.
8.
CheadleJacob E.GoosbyBridget J.2012. “The Small-School Friendship Dynamics of Adolescent Depressive Symptoms.” Society and Mental Health2:99–119.
9.
CongerRand D.LorenzFrederick O.ElderGlen H.SimonsRonald L.GeXiao-Jia. 1993. “Husband and Wife Differences in Response to Undesirable Life Events.” Journal of Health and Social Behavior34:71–88.
10.
ConwayChristopher C.RancourtDianaPrinsteinMitchell J.2011. “Depression Socialization within Friendship Groups at the Transition to Adolescence: The Role of Gender and Group Centrality as Moderators of Peer Influence.” Journal of Abnorm Psychology120(4):857–67.
11.
CornwellBenjamin. 2003. “The Dynamic Properties of Social Support: Decay, Growth, and Staticity, and Their Effects on Adolescent Depression.” Social Forces81(3):953–78.
12.
CornwellBenjamin. 2009. “Good Health and the Bridging of Structural Holes.” Social Networks31(1):92–103.
13.
CovielloLorenzoSohnYunkyuKramerAdam D.MarlowCameronFranceschettiMassimoChristakisNicholas A.FowlerJames H.2014. “Detecting Emotional Contagion in Massive Social Networks.” PLOS ONE9(3):1–6.
14.
CoyneJames C.1976. “Toward an Interactional Description of Depression.” Psychiatry: Interpersonal and Biological Processes39(1):28–40.
15.
CrosnoeRobert. 2000. “Friendships in Childhood and Adolescence: The Life Course and New Directions.” Social Psychology Quarterly63:377–91.
16.
DruryKateBukowskiWilliam M.VelásquezAna M.Stella-LopezLuz. 2013. “Victimization and Gender Identity in Single-Sex and Mixed-Sex Schools.” Sex Roles69:442–54.
17.
DurkheimEmile. [1897] 1921. The Elementary Form of the Religious Life. New York: Free Press.
18.
EderDonnaHallinanMaureen T.1978. “Sex Differences in Children’s Friendships.” American Sociological Review43(2):237–50.
19.
EmersonRichard M.1976. “Social Exchange Theory.” Annual Review of Sociology2:335–62.
20.
FalciChristinaMcNeelyClea. 2009. “Too Many Friends: Social Integration, Network Cohesion and Adolescent Depressive Symptoms.” Social Forces84(7):2031–62.
21.
FountoulakisKonstantinosIacovidesApostolosKleanthousSoulaSamolisStavrosKaprinisStergious GSitzoglouKonstantinosSt KaprinisGeorgeBechPer. 2001. “Reliability, Validity and Psychometric Properties of the Greek Translation of the Center for Epidemiological Studies–Depression (CES-D) Scale.” BMC Psychiatry1(3):1–10.
22.
FowlerJames H.ChristakisNicholas A.2008. “Dynamic Spread of Happiness in a Large Social Network: Longitudinal Analysis over 20 Years in the Framingham Heart Study.” BMJ337:1–9.
23.
GilettaMatteoScholteRon H. J.BurkWilliam J.EngelsRutger C. M. E.LarsenJunilla K.PrinsteinMitchell J.CiairanoSilvia. 2012. “Similarity in Depressive Symptoms in Adolescents’ Friendship Dyads: Selection or Socialization?”Developmental Psychology47(6):1804–14.
24.
GranovetterMark S.1973. “The Strength of Weak Ties.” Amerian Journal of Sociology78(6):1360–80.
25.
GuanWinKamoYoshinori. 2016. “Contextualizing Depressive Contagion: A Multilevel Network Approach.” Society and Mental Health6(2): 129–45.
26.
HaasSteven A.SchaeferDavid R.2014. “With a Little Help from My Friends? Asymmetrical Social Influence on Adolescent Smoking Initiation and Cessation.” Journal of Health and Social Behavior55(2):126–43.
27.
HatfieldElaineCacioppoJohn T.RapsonRichard L.1994. Emotional Contagion. Cambridge, MA: Cambridge University Press.
28.
HaynieDana L.2001
“Delinquent Peers Revisited: Does Network Structure Matter?”American Journal of Sociology106(4): 1013-57.
29.
HeiderF.1946. “Attitudes and Cognitive Organization.” Journal of Psychology: Interdisciplinary and Applied21:107–12.
30.
HogueAaronSteinbergLaurence. 1995. “Homophily of Internalized Distress in Adolescent Peer Groups.” Developmental Psychology31(6):897–906.
31.
HowesMary J.HokansonJack E.LoewensteinDavid A.1985. “Induction of Depressive Affect after Prolonged Exposure to a Mildly Depressed Individual.” Journal of Personality and Social Psychology49(4):1110–13.
32.
IpEdward H.RahmandadHazhirShohamDavid A.HammondRossHuangTerry T.-K.WangYoufaMabryPatricia L.2013. “Reconciling Statistical and Systems Science Approaches to Public Health.” Health Education Behaviors 40(1 Suppl.):S123–31.
33.
JoinerThomasCoyneJames C., eds. 1999. The Interpersonal Nature of Depression. Washington, DC: American Psychological Association.
34.
KiuruNoonaBurkWilliam J.LaursenBrettNurmiJari-ErikSalmela-AroKatariina. 2012. “Is Depression Contagious? A Test of Alternative Peer Socialization Mechanisms of Depressive Symptoms in Adolescent Peer Networks.” Journal of Adolescent Health50:250–55.
35.
KoPei-ChunBuskensVincentWuChyi-In. 2014. “The Interplay between Gender and Structure: Dynamics of Adolescent Friendship in Single-Gender Classes and Mixed-Gender Class.” Journal of Research on Adolescence25:387–401.
36.
KossinetsGueorgiWattsDuncan J.2009. “Origins of Homophily in an Evolving Social Network.” American Journal of Sociology115(2):405–50.
37.
KramerAdam D. I.GuilloryJamie E.HancockJeffrey T.2014. “Experimental Evidence of Massive-Scale Emotional Contagion through Social Networks.” Proceedings of the National Academy of Sciences111(84):8788–90.
38.
LinkBruce G.CullenFrancis T.StrueningElmerShroutPatrick E.DohrenwendBruce P.1989. “A Modified Labeling Theory Approach to Mental Disorders: An Empirical Assessment.” American Sociological Review54(3):400–23.
39.
LinkBruce G.PhelanJo C.2001. “Conceptualizing Stigma.” Annual Review of Sociology27:363–85.
40.
LiuRuth X.2006. “Vulnerability to Friends’ Suicide Influence: The Moderating Effects of Gender and Adolescent Depression.” Journal of Youth and Adolescence35(3):479–89.
41.
LucasJeffery W.PhelanJo C.2012. “Stigma and Status: The Interrelation of Two Theoretical Persepctives”Social Psychological Quarterly75(4):310–33.
42.
MacyMichael W.WillerRobb. 2002. “From Factors to Actors: Computational Sociology and Agent-Based Modeling.” Annual Review of Sociology28:143–66.
43.
MarkovitsHenryBenesonJoyceDolenszkyEva. 2001. “Evidence That Children and Adolescents Have Internal Model of Peer Interactions That Are Gender Differentiated.” Child Development72(3):879–86.
44.
McNellesLaurie R.ConnollyJennifer A.1999. “Intimacy between Adolescent Friends: Age and Gender Differences in Intimate Affect and Intimate Behavior.” Journal of Research on Adolescents9:143–59.
45.
McPhersonMiller J.Smith-LovinLynnCookJames. 2001. “Birds of a Feather: Homophily in Social Networks.” Annual Review of Sociology27:415–44.
46.
MuellerAnna S.AbrutynSeth. 2015. “Suicidal Disclosures among Friends: Using Social Network Data to Understand Suicide Suggestion.” Journal of Health and Social Behavior56(1):131–48.
47.
PachuckiMark C.OzerEmily J.BarratAlainCattutoCiro. 2015. “Mental Health and Social Network in Early Adolescence: A Dynamic Study of Objectively-Measured Social Interaction Behaviors.” Social Science and Medicine125:40–50.
48.
ParkerJeffery G.SealJohn. 1996. “Forming, Losing, Renewing, and Replacing Friendships: Applying Temporal Parameters to the Assessment of Children’s Friendship Experiences.” Child Development67:2248–68.
49.
ParkinsonBrian. 2011. “Interpersonal Emotion Transfer: Contagion and Social Appraisal.” Social and Personality Psychology Compass5:428–39.
50.
PerryDavid G.PaulettiRachel E.2011. “Gender and Adolescent Development.” Journal of Research on Adolescence21(1):61–74.
51.
PescosolidoBernice A.2006. “Of Pride and Prejudice: The Role of Sociology and Social Networks in Integrating the Health Sciences.” Journal of Health and Social Behavior47:189–208.
52.
PrinsteinMichelle J.2007. “Moderators of Peer Contagion: A Longitudinal Examination of Depression Socialization between Adolescents and Their Best Friends.” Journal of Clinical Child and Adolescent Psychology36:159–170.
53.
RadloffLenore. 1977. “The Center for Epidemiologic Studies Depression Scale: A Self-Report Depression Scale for Research in the General Population.” Applied Psychological Measurement1:385–401.
54.
RipleyRuth M.SnijdersTom A. B.BodaZsófiaVörösAndrásPreciadoPaulina. 2018. Manual for RSiena. Oxford, UK: University of Oxford, Department of Statistics, Nuffield College.
55.
RiveraMark T.SoderstromSara B.UzziBrian. 2010. “Dynamics of Dyads in Social Networks: Assortative, Relational, and Proximity Mechanisms.” Annual Review of Sociology36:91–115.
56.
RoseAmanda J.2002. “Co-rumination in the Friendships of Girls and Boys.” Child Development73:1830–43.
57.
RoseAmanda J.CarlsonWendyWallerErika M.2007. “Prospective Associationsof Co-rumination with Friendship and Emotional Adjustment: Considering the Socioemotional Trade-Offs of Co-rumination.” Developmental Psychology43(4):1019–31.
58.
RoseAmanda J.RudolphKaren D.2006. “A Review of Sex Differences in Peer Relationship Processes: Potential Trade-Offs for the Emotional and Behavioral Development of Girls and Boys.” Psychological Bulletin132:98–131.
59.
RosenblattAbramGreenbergJeff. 1991. “Examining the World of the Depressed: Do Depressed People Prefer Others Who Are Depressed?”Journal of Personality and Social Psychology60(4):620–29.
RudolphKaren D.2002. “Gender Differences in Emotional Response to Interpersonal Stress during Adolescence.” Journal of Adolescence Health30:3–13.
62.
SchachterStanley. 1959. The Psychology of Affiliation. Stanford, CA: Stanford University Press.
63.
SchaeferDavid R.KornienkoOlgaFoxAandrew M.2011. “Misery Does Not Love Company: Network Selection Mechanisms and Depression Homophily.” American Sociological Review76(5):764–85.
64.
SchaeferDavid R.LightJohn M.FabesRichard A.HanishLaura D.MartinCarol Lynn. 2010. “Fundamental Principles of Network Formation among Preschool Children.” Social Networks32(1):61–71.
65.
ShieldsStephanie A.2002. Speaking from the Heart: Gender and the Social Meaning of Emotion. Cambridge, UK: Cambridge University Press.
66.
SimmelGeorg. 1950. The Sociology of Georg Simmel. Glencoe, IL: Free Press.
67.
SnijdersTom A. B.2001. “The Statistical Evaluation of Social Network Dynamics.” Sociological Methodology31(1):361–95.
68.
SnijdersTom A. B.BaerveldtChris. 2003. “A Multilevel Network Study of the Effects of Delinquent Behavior on Friendship Evolution.” Journal of Mathematical Sociology27:123–51.
69.
SnijdersTom A. B.van de BuntGerhard G.SteglichChristian E. G.2010. “Introduction to Stochastic Actor-Based Models for Network Dynamics.” Social Networks32(1):44–60.
SteglichChristianSnijdersTom A. B.PearsonMichael. 2010. “Dynamic Network and Behavior: Seperating Selection from Influence.” Sociological Methodology40(1):329–93.
72.
StevensElizabeth A.PrinsteinMitchell J.2005. “Peer Contagion of Depressogenic Attributional Styles among Adolescents: A Longitudinal Study.” Journal of Abnormal Child Psychology31(1):25–37.
73.
StommelManfredGivenBarbara A.GivenCharles W.KalaianHripsime A.SchulzRichardMcCorkleRuth. 1993. “Gender Bias in the Measurement Properties of the Center for Epidemiologic Studies Depression Scale (CES-D).” Psychiatry Research49:239–50.
74.
StorkDianaRichardsWilliam D.1992. “Nonrespondents in Communication Network Studies.” Group and Organization Management17:193–209.
75.
SuitorJ. JillPillemerKarl. 2000. “When Experience Counts Most: Effects of Experiential Similarity on Men’s and Women’s Receipt of Support during Bereavement.” Social Networks22:299–312.
76.
ThoitsPeggy. A.2011. “Mechanisms Linking Social Ties and Support to Physical and Mental Health.” Journal of Health and Social Behavior52(2):145–61.
77.
TsaiChin-Chung. 2004. “Conceptions of Learning Science among High School Students in Taiwan: A Phenomenographic Analysis.” International Journal of Science Education26(14):1733–50.
78.
UenoKoji. 2005. “The Effects of Friendship Networks on Adolescent Depressive Symptoms.” Social Science Research34(3):484–510.
79.
van ZalkMaarten Herman WalterKerrMargaretBranjeSusan J. T.StattinHakanMeeusWim H. J.2010. “It Takes Three: Selection, Influence, and De-selection Processes of Depression in Adolescent Friendship Networks.” Developmental Psychology46:927–38.
80.
van ZalkMaartenWalterHermanKerrMargaretBranjeSusan J.T.StattinHakanMeeusWim H. J.2010. “Peer Contagion and Adolescent Depression: The Role of Failure Anticipation.” Journal of Clinical Child and Adolescent Psychology39:837–48.
81.
WattsDuncan J.StrogatzSteven H.1998. “Collective Dynamics of ‘Small-World’ Networks.” Nature393:440–42.
82.
WongWang I.ShiSylvia YunChenZhangsheng. 2018. “Students from Single-Sex Schools Are More Gender-Salient and More Anxious in Mixed-Gender Situations.” Plos ONE13(12):e0208707.
83.
YangHao-JanSoongWei-TsuenKuoPo-HsuiChangHsueh-LinChenWei J.2004. “Using the CES-D in a Two-Phase Survey for Depressive Disorders among Nonreferred Adolescents in Taipei: A Stratum-Specific Likelihood Ratio Analysis.”Journal of Affect Disorder82(3):419–30.
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