Emergency Medicine

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

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Showing 81-100 of 7,025 articles

Explainable machine learning for the early differentiation of pediatric bronchopneumonia using routine laboratory parameters.

OBJECTIVE: Early differentiation of pediatric acute respiratory infections in outpatient and emergency settings is often hindered by nonspecific clinical signs, leading to unnecessary empirical antibiotic use and avoidable radiation exposure. Therefore, this study aimed to develop and internally evaluate an early triage model to distinguish pediatric bronchopneumonia (BP) from uncomplicated upper ...

Jul 8 2026 42418473

Point-of-care ultrasound in cardiovascular imaging: current status and future prospects.

INTRODUCTION: As ultrasound technology has become more advanced and accessible over the years, point-of-care ultrasound (POCUS) is becoming a tool as indispensable to the tech-savvy clinician as the traditional stethoscope, allowing clinicians to quickly identify normal versus abnormal findings and either reassure the patient or refer them for further testing and consultation. In cardiology, POCUS...

Jul 7 2026 42415510
Fully automated AI-based digital workflow for orbital fracture mirroring: A multicenter approach.

Orbital reconstruction after trauma or pathology requires precise restoration of anatomical symmetry to prevent functional and aesthetic impairment. A...

Jul 7 2026 42418924
Bridging the global Parkinson's divide: Technology as a structural solution for equitable and brain health-integrated care.

Parkinson's disease (PD) is the fastest-growing neurodegenerative disorder worldwide, with projections exceeding 25 million people by 2050. Its burden...

Jul 7 2026 42412034
Artificial intelligence advancements for orthopaedic clinical reasoning: longitudinal assessment of newer models (ChatGPT-5, Grok-3, Gemini 2.5 Flash) compared to clinicians.

INTRODUCTION: This descriptive study aimed to longitudinally evaluate the performance of contemporary large language models - ChatGPT-5, Gemini 2.5 Fl...

Jul 7 2026 42412236
Quantitative Cerebrovascular Analysis for Improved Prediction of Post-Stroke Complications.

Endovascular thrombectomy (EVT) has transformed the treatment of acute ischemic stroke (AIS). However, a substantial proportion of AIS patients experi...

Jul 7 2026 42412265
A randomized multi-window 3D deep learning approach for intracranial hemorrhage detection on non-contrast head CT.

Intracranial hemorrhage (ICH) is an emergency clinical condition that requires rapid diagnosis. In patients with suspected ICH, head computed tomograp...

Jul 7 2026 42412285
Medication-Related Errors Among Nurses by Unit Adaptation Levels: Bayesian Network-Based Exploratory Study.

BACKGROUND: Medical errors occur more frequently in health care than in other industries due to challenges in patient safety education for nurses and ...

Jul 7 2026 42412906
Empowering clinical trial design with agentic intelligence and real-world data.

Clinical trial design (CTD) is a time-consuming process that requires substantial domain expertise. Large-scale real-world data (RWD), such as electro...

Jul 7 2026 42414290
An X-ray Dataset and Benchmark for AI-Based Diagnosis of Monteggia Fractures.

Monteggia fractures exhibit a high missed diagnosis rate of over 20%, largely attributable to their subtle radiographic presentation and frequently lo...

Jul 7 2026 42414331
Pediatric fracture classification in plain radiographs using EfficientNetV2 with proximal policy optimization fine-tuning.

Pediatric fracture detection in plain radiographs presents distinct clinical challenges due to the presence of growth plates, incomplete ossification,...

Jul 7 2026 42414392
Computational Toxicology Prioritization of CYP3A4 and DPP7 as Candidate Triclosan-Relevant Molecular Targets in Ulcerative Colitis.

Triclosan (TCS), a synthetic broad-spectrum antimicrobial classified as a novel persistent organic pollutant, is detected in over 75% of human urine s...

Jul 7 2026 42414864
A multicenter machine learning model for predicting ICU mortality in mechanically ventilated patients: development and external validation.

BACKGROUND: Accurate early prediction of mortality in mechanically ventilated intensive care unit (ICU) patients remains challenging due to disease he...

Jul 7 2026 42414966
Performance of large language models on undergraduate endodontic multiple-choice questions.

OBJECTIVE: This study aimed to evaluate the accuracy and consistency of responses provided by three large language models (LLMs), ChatGPT-5.2, Gemini-...

Jul 7 2026 42415014
Prioritization of molecular signatures between BDE-209-relevant targets and ulcerative colitis: a network toxicology and bioinformatics analysis.

BACKGROUND: Decabromodiphenyl ether (BDE-209) is a widely used flame retardant and persistent environmental contaminant. However, the overlap between ...

Jul 6 2026 42410645
Performance evaluation of deep learning models for image analysis: Considerations for visual assessment and statistical metrics.

Deep learning-based automated image analysis (DL-AIA) has been shown to outperform trained pathologists in tasks related to feature quantification. Re...

Jul 6 2026 42405619
Head and Neck Free Flap Reconstruction: Current Landscape and Emerging Technologies.

OBJECTIVE: To synthesize contemporary developments in head and neck oncologic free flap reconstruction, with emphasis on perioperative physiologic opt...

Jul 6 2026 42405853
Efficacy evaluation of artificial intelligence in radiological imaging diagnosis based on randomized controlled trials: a scoping review.

OBJECTIVE: Artificial intelligence (AI) demonstrates significant potential in medical imaging diagnosis, yet its real-world clinical value requires va...

Jul 6 2026 42406054
Operationalizing AI-Assisted Polypharmacy Review in Post-Acute and Long-Term Care: A 4Ms-Based, NP-Led Workflow.

Polypharmacy in post-acute and long-term care (PA/LTC) is common and is associated with falls, delirium, hospitalization, functional decline, and mort...

Jul 6 2026 42407225
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