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Emergency Medicine
Detecting Intimate Partner Violence Injury Mechanisms Using LLMs and LDA
Automated detection of IPV injury mechanisms from emergency department narratives using Large Language Models and Latent Dirichlet Allocation
2026-04-29 15:45 — 17:15
Milwaukee, Wisconsin
Dr. Gia Elise Barboza-Salerno
,
Olivia McLucas
,
Dr. Karla Shockley McCarthy
Craniofacial Injuries in IPV-Related Physical Abuse
National emergency department data show nearly 900,000 IPV-related visits, with three in five involving craniofacial trauma — highlighting urgent public health and legal implications.
2025-08-27
Intimate Partner Violence & Brain Injury in U.S. Adults: Findings from the Medical Expenditure Panel Survey, 2021
National estimates show that adults who screen positive for intimate partner violence (IPV) have disproportionately higher rates of injury-linked emergency and inpatient encounters and substantially higher per-capita head/brain-injury–linked medical spending than adults who screen negative.
Dr. Gia Elise Barboza-Salerno
,
Dr. Karla Shockley McCarthy
,
Dr. Amy Watson-Grace
,
Taylor Harrington
,
Malcolm McCarthy
,
Nicolette Peremen
,
Olivia McLucas
2025-08-27
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