Using latent transition analysis to evaluate the impact of perceived threats on emotional and behavioral development
Conley M, Dinc E, Xiang Z, Baskin‐Sommers A. Using latent transition analysis to evaluate the impact of perceived threats on emotional and behavioral development. Child Development 2024 PMID: 39113318, DOI: 10.1111/cdev.14138.Peer-Reviewed Original ResearchLatent transition analysisBehavior problemsPerceived threatAdolescent Brain Cognitive Development StudyImpact of perceived threatCognitive Development StudyStressful life eventsTransition analysisEthnically diverse youthSubgroups of youthThreat experienceLife eventsYouth’s neighborhoodsBehavioral developmentDiverse youthYouths' familiesYouthDevelopment studiesAdolescentsThreatAssociationChildhoodNeighborhoodInterventionEthnicityManifold 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