Emergency Medicine

Latest AI and machine learning research in emergency medicine for healthcare professionals.

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Sensitivity gains under theoretical AI assistance in paediatric elbow fracture detection: a methodological concern and clinical implications.

This letter discusses methodological considerations arising from the study by Da Costa et al. on deep learning-assisted fracture detection in paediatric emergency elbow imaging. While the study provides valuable external validation in a large real-world cohort and demonstrates substantial sensitivity gains using an artificial intelligence safety-net approach, its retrospective design and reliance ...

Jun 26 2026 42364540

Integrative network toxicology and single-cell analysis implicates a potential TGFBR1-centered fibroblast remodeling axis in Benzo[a]pyrene-related atrial fibrillation.

BACKGROUND: Benzo[a]pyrene (BaP), an air pollution-related polycyclic aromatic hydrocarbon, may intersect with molecular pathways relevant to atrial fibrillation (AF), but this relationship remains unclear. OBJECTIVES: To examine whether predicted BaP targets overlap with molecular and cellular remodeling features in human AF-related atrial datasets. METHODS: Five AF microarray datasets and one si...

Jun 26 2026 42364542
Augmenting Pediatric Care With Artificial Intelligence: Opportunities and Responsibilities for Nurse Practitioners.

BACKGROUND: Artificial intelligence (AI) is emerging as a critical tool for nurse practitioners delivering pediatric and adolescent and young adult (A...

Jun 26 2026 42360251
Deep learning in acute ischemic stroke imaging: a systematic review of CT- and MRI-based segmentation, triage, and prognostic modeling.

BACKGROUND: Acute ischemic stroke is a time-critical neurological emergency in which imaging directly influences diagnosis, treatment eligibility, tis...

Jun 26 2026 42360458
Evaluation of an Artificial Intelligence-Based System for Standardized Hand Hygiene Monitoring Among Operating Room Personnel.

ObjectiveThis study developed an artificial intelligence (AI)-based hand hygiene assessment system to improve low-supervision monitoring, enhance comp...

Jun 26 2026 42360860
Implementing a Commercial AI Fracture Detection Tool in Health Care Using the Non-Adoption, Abandonment, Scale-Up, Spread, and Sustainability Framework: A Formative Evaluation Study.

BACKGROUND: Artificial intelligence (AI) has the potential to enhance resource efficiency, improve patient treatment, and increase safety in health ca...

Jun 26 2026 42360885
AI-assisted Software Development in Digital Dentistry: A Technical Innovation Report with Three Open-Source Applications.

OBJECTIVES: To present a feasible workflow for artificial intelligence (AI)-assisted software engineering in dentistry as a technical innovation repor...

Jun 26 2026 42361884
A lightweight improved YOLOv11 framework for intracranial hemorrhage detection.

Timely and accurate detection of intracranial hemorrhage in CT images is essential for emergency intervention and for reducing disability and mortalit...

Jun 26 2026 42362676
Annotated digital image correlation displacement fields from fatigue crack growth experiments on aluminium alloys.

We present a curated dataset of planar displacement fields from eight fatigue crack growth experiments obtained via full-field digital image correlati...

Jun 26 2026 42363017
Artificial Intelligence Approaches for Osteoporotic Fracture Risk Prediction Using Administrative Health Data: A Systematic Review.

To systematically review Machine Learning (ML) fracture risk prediction models developed solely using administrative data, evaluating their developmen...

Jun 26 2026 42350824
[Arterial variations and management strategies in pancreatic surgery].

The pancreas is local in the retroperitoneal space,in close proximity to critical blood vessels such as celiac trunk, superior mesenteric artery, hepa...

Jun 26 2026 42350891
CT in adult patients with Polytrauma: current practices, protocol optimization, structured reporting and future directions.

Computed tomography [CT] is the frontline imaging modality for the assessment of polytrauma patients because of its speed, diagnostic accuracy and inf...

Jun 25 2026 42348107
Decoding silica nanoparticle toxicity: integrating machine learning, feature importance, rule extraction, and adsorption-uptake processes.

The complexity of nanoparticle toxicity necessitates applying machine learning to large toxicological datasets to identify predictive features and tox...

Jun 25 2026 42348322
When Wrong Answers Matter: Consequence-Weighted Evaluation of Large Language Models for ERCP Triage.

BackgroundLarge language models (LLMs) increasingly generate clinical recommendations, but their ability to translate biliary guidelines into safe pro...

Jun 25 2026 42348911
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