A Network Study of Family Affect Systems in Daily Life

  • Myrthe Veenman*
  • , Loes H C Janssen
  • , Lisanne A E M van Houtum
  • , Mirjam C M Wever
  • , Bart Verkuil
  • , Sacha Epskamp
  • , Eiko I Fried
  • , Bernet M Elzinga
  • *Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

Adolescence is a time period characterized by extremes in affect and increasing prevalence of mental health problems. Prior studies have illustrated how affect states of adolescents are related to interactions with parents. However, it remains unclear how affect states among family triads, that is adolescents and their parents, are related in daily life. This study investigated affect state dynamics (happy, sad, relaxed, and irritated) of 60 family triads, including 60 adolescents (Mage = 15.92, 63.3% females), fathers and mothers (Mage = 49.16). The families participated in the RE-PAIR study, where they reported their affect states in four ecological momentary assessments per day for 14 days. First, we used multilevel vector-autoregressive network models to estimate affect dynamics across all families, and for each family individually. Resulting models elucidated how family affect states were related at the same moment, and over time. We identified relations from parents to adolescents and vice versa, while considering family variation in these relations. Second, we evaluated the statistical performance of the network model via a simulation study, varying the percentage missing data, the number of families, and the number of time points. We conclude with substantive and statistical recommendations for future research on family affect dynamics.

Original languageEnglish
Pages (from-to)371-405
Number of pages35
JournalMultivariate Behavioral Research
Volume59
Issue number2
DOIs
Publication statusPublished - 2024
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2024 The Author(s). Published with license by Taylor & Francis Group, LLC.

Funding

This work is part of the project ‘New Science of Mental Disorders’ ( www.nsmd.eu ), supported by the Dutch Research Council and the Dutch Ministry of Education, Culture and Science (NWO gravitation grant number 024.004.016). In addition, the study is supported by a personal research grant awarded to B.E. from the Netherlands Organization for Scientific Research (NWO-VICI; Unravelling the Impact of Emotional Maltreatment on the Developing Brain 453-15-006). E.F. is supported by funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant number 949059).

FundersFunder number
NWO-VICI453-15-006
Horizon 2020 Framework Programme949059
European Research Council
Ministerie van onderwijs, cultuur en wetenschap
Nederlandse Organisatie voor Wetenschappelijk Onderzoek024.004.016

    Keywords

    • adolescence
    • affect
    • ecological momentary assessment
    • family
    • multilevel
    • Network

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