Detecting Pediatric Emergency Service Use for Suicide and Self-Harm: Multimodal Analysis of 3828 Encounters

This cross-sectional retrospective study identified that, relative to diagnostic codes and chief concern alone, hybrid structured-text detection methods improved accuracy and mitigated unwanted detection variability. The findings offer a scaffold for future clinical deployment of improved information retrieval of pediatric suicide and self-harm-related emergencies.

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Publication Details

Journal
JMIR Mental Health
Published
2026-02-04
DOI
https://doi.org/10.2196/82371
Primary Topic
Suicide and Self-Harm Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Detecting Pediatric Emergency Service Use for Suicide and Self-Harm: Multimodal Analysis of 3828 Encounters

Joshua J. Lee, Bonnie T. Zima, Alexandra M. Klomhaus, Elyse Tascione et al.
JMIR Mental Health
Suicide and Self-Harm Studies
article

Detecting Pediatric Emergency Service Use for Suicide and Self-Harm: Multimodal Analysis of 3828 Encounters

Joshua J. Lee, Bonnie T. Zima, Alexandra M. Klomhaus, Elyse Tascione, Juliet Beni Edgcomb, Chrislie G. Ponce, Angshuman Saha, Theona Tacorda
article en

Abstract

This cross-sectional retrospective study identified that, relative to diagnostic codes and chief concern alone, hybrid structured-text detection methods improved accuracy and mitigated unwanted detection variability. The findings offer a scaffold for future clinical deployment of improved information retrieval of pediatric suicide and self-harm-related emergencies.

JMIR Mental HealthVol. 13
University of California, Los Angeles (US), Los Angeles County Department of Mental Health (US), Southern California Clinical and Translational Science Institute (US)
Good health and well-being
Openalex Percentile: Top 68%
Suicide and Self-Harm Studies
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