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Testing the specificity of environmental risk factors for developmental outcomes.

Giacomo BignardiEdwin S DalmaijerDuncan E Astle
Published in: Child development (2021)
Developmental theories often assume that specific environmental risks affect specific outcomes. Canonical Correlation Analysis was used to test whether 28 developmental outcomes (measured at 11-15 years) share the same early environmental risk factors (measured at 0-3 years), or whether specific outcomes are associated with specific risks. We used data from the UK Millennium Cohort Study (N = 10,376, 51% Female, 84% White) collected between 2001 and 2016. A single environment component was mostly sufficient for explaining cognition and parent-rated behavior outcomes. In contrast, adolescents' alcohol and tobacco use were specifically associated with their parents', and child-rated mental health was weakly associated with all risks. These findings suggest that with some exceptions, many different developmental outcomes share the same early environmental risk factors.
Keyphrases
  • risk factors
  • mental health
  • human health
  • young adults
  • magnetic resonance imaging
  • metabolic syndrome
  • machine learning
  • insulin resistance
  • climate change
  • skeletal muscle
  • deep learning
  • big data