Prediction of Adolescent Suicide Attempt by Integrating Clinical, Neurocognitive and Geocoded Neighborhood Environment Data.

Journal: Schizophrenia bulletin
Published Date: Jul 7, 2025

Abstract

BACKGROUND AND HYPOTHESIS: Suicide attempt is a complex behavior influenced by a combination of factors including clinical, neurocognitive, and environmental. We aimed to leverage multimodal data collected during pre/early adolescence in research settings to predict self-report of suicide attempts by mid-late adolescence reported in pediatric settings. We hypothesized that different data types contribute to suicide attempt prediction and that clinical features would be most predictive of future suicide attempts.

Authors

  • Elina Visoki
    Department of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.
  • Tyler M Moore
    Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania.
  • Victor M Ruiz
    Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, PA, United States.
  • Joel A Fein
    Center for Violence Prevention, Children's Hospital of Pennsylvania, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.
  • Monica E Calkins
    Lifespan Brain Institute of CHOP and Penn Medicine, Philadelphia, PA, United States.
  • Ruben C Gur
    Department of Psychiatry, University of Pennsylvania School of Medicine, Philadelphia, PA, USA.
  • Tami D Benton
    Department of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.
  • Raquel E Gur
    Brain Behavior Laboratory, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA.
  • Fuchiang R Tsui
    Tsui Laboratory, Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA; Perelman School of Medicine, University of Pennsylvania, PA, USA. Electronic address: tsuif@chop.edu.
  • Ran Barzilay
    Department of Child and Adolescent Psychiatry and Behavioral Sciences, Children's Hospital of Philadelphia (CHOP), Philadelphia, PA, United States.

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