Manifold learning uncovers nonlinear interactions between the adolescent brain and environment that predict emotional and behavioral problems
Busch E, Conley M, Baskin-Sommers A. Manifold learning uncovers nonlinear interactions between the adolescent brain and environment that predict emotional and behavioral problems. Biological Psychiatry Cognitive Neuroscience And Neuroimaging 2024 PMID: 39009136, DOI: 10.1016/j.bpsc.2024.07.001.Peer-Reviewed Original ResearchFunctional magnetic resonance imagingParticipants' brain activityBehavior problemsAdolescent brainBrain activityModerate-to-large associationsLarge-scale cortical networksCognitive Development StudyMental health researchBrain-environment interactionsCognitive processesLongitudinal predictionSubcortical regionsAdolescent mental health researchInternalizing problemsDevelopmental theoryBrain functionCortical networksEnvironmental experiencesLatent structureAttention networkEnvironmental risk factorsModerating effectBrainMagnetic resonance imaging