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#large language models Review Open access Dec 2026

Automated Calculation of the Pediatric Emergency Care Applied Research Network (PECARN) Intra-Abdominal Injury Rule from Unstructured Emergency Department Notes Using a Large Language Model.

Objective The Pediatric Emergency Care Applied Research Network (PECARN) intra-abdominal injury clinical prediction rule identifies children at very low risk for clinically significant intra-abdominal injury after blunt abdominal trauma. However, retrospective evaluation of the rule's use in practice requires resource-...

Leisha Devisetti, Belinda Chen, N. Addo et al. · 0 citations
Open access Sep 2026

Patient and Clinical Characteristics Associated With Subsequent Suicide Attempt Among Youth in the Emergency Department With a Positive Suicide Risk Screen.

STUDY OBJECTIVE To evaluate sociodemographic and clinical characteristics associated with a subsequent suicide attempt among youth with a positive suicide risk screen in the emergency department (ED). METHODS This secondary data analysis used the 2015 to 2019 Pediatric Emergency Care Applied Research Network ED Scree...

Ashley A. Foster, Jennifer A. Hoffmann, N. Addo et al. · 0 citations
Open access Aug 2026

Assessing acuity in pediatric emergency department triage: performance of a large language model

The GPT-5-mini LLM showed moderate overall accuracy in assessing pediatric acuity and demonstrated a tendency to prioritize younger children, similar to human performance, which highlights the need for pediatric-specific LLM evaluation and optimization before clinical use.

Kush Narang, N. Addo, Christopher Y. K. Williams et al. · 0 citations

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