Emergency Medicine

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

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Clinical assessment of a Near-Infrared spectroscopy device for rapid triage in traumatic brain injury.

BACKGROUND: Traumatic Brain Injury (TBI) poses a significant public health challenge in India, with nearly 2 million cases annually and limited CT availability causing delays in diagnosis. This study evaluated CEREBO®, a machine learning-enhanced near-infrared spectroscopy (mNIRS) device, as a rapid, non-invasive triage tool for TBI. METHODOLOGY: A prospective quasi-experimental study was conducte...

Jan 12 2026 41525741

Superior machine learning model for post-cardiac arrest mortality prediction: a MIMIC-IV cohort study.

BACKGROUND: Post-cardiac arrest syndrome carries substantial mortality despite advances in resuscitation. We developed a machine learning model to predict 28-day mortality using comprehensive clinical data. METHODS: We analyzed data from 1122 cardiac arrest patients in the MIMIC-IV database. After applying exclusion criteria, 853 patients with complete 28-day outcome data were included. We extract...

Jan 12 2026 41717038
Artificial intelligence in breast cancer screening: A systematic review and meta-analysis of integration strategies.

OBJECTIVE: To compare AI-augmented and conventional double reading in organised breast-cancer screening with respect to cancer-detection rate (CDR), r...

Jan 10 2026 41568077
Development of a new tool for prediction of hospital length of stay and intensive care needs in trauma patients using Machine Learning.

BACKGROUND: Trauma is a major global health burden leading to significant morbidity, disability, and mortality. Predictive models in trauma care tradi...

Jan 10 2026 41571542
Detecting the Undetectable: Analytical Strategies for Novel Psychoactive Substances.

BACKGROUND: The constant emergence of novel psychoactive substances (NPS) poses significant analytical challenges due to their structural diversity, l...

Jan 9 2026 41508320
Predicting Occlusion Myocardial Infarctions in the Emergency Department Using Artificial Intelligence.

OBJECTIVES: The objective was to develop an artificial intelligence (AI) model for predicting acute coronary occlusion myocardial infarction (OMI) in ...

Jan 9 2026 41568258
Predictors of Outcome Clusters in Patients With Unruptured Intracranial Aneurysms Treated With Microsurgery: An Unsupervised Machine Learning Analysis.

BACKGROUND AND OBJECTIVES: Identifying surgical candidates who are prone to poor outcomes is crucial for adapting treatment and ensuring optimal outco...

Jan 8 2026 41509178
Are we ready for amyloid-related imaging abnormalities (ARIA) monitoring? A European survey among neuroradiologists and neurologists by the ESNR/EAN Working Group.

OBJECTIVES: Amyloid-lowering immunotherapies can cause amyloid-related imaging abnormalities (ARIA), requiring brain MRI for detection and monitoring....

Jan 6 2026 41493545
Multistage machine learning model for automated referral triage in pain medicine.

Effective referral triage in pain medicine is essential to ensure that patients receive timely and appropriate care. This study presents a multistage ...

Jan 6 2026 41625321
Potential change in healthcare costs of implementing artificial intelligence for detecting cervical spine fractures on CT: an early health technology assessment.

OBJECTIVES: To assess healthcare costs of patients screened for cervical spine (C-spine) fractures using CT, and estimate the change in in-hospital co...

Jan 5 2026 41489842
Is chronic low back pain related to sleep disturbances? A self-organizing maps for unsupervised machine learning-based patient phenotyping.

BACKGROUND CONTEXT: Chronic low back pain (CLBP) is a multifactorial condition and a leading cause of disability worldwide. Among the various contribu...

Jan 5 2026 41500389
Mechanistic evidence for dibutyl phthalate as an environmental trigger for inflammatory bowel disease.

Dibutyl phthalate (DBP) is a ubiquitous pollutant, but its molecular link to inflammatory bowel disease (IBD) is undefined. We employed an integrative...

Jan 5 2026 41630903
Impact of an AI-powered hospital admission prediction dashboard to guide medication reconciliation in the emergency department: a retrospective before-after study.

INTRODUCTION: Medication reconciliation (MR) in the emergency department (ED) is essential to ensure medication safety, especially for patients admitt...

Jan 3 2026 41483296
Deep Learning for Ultrasound-Based Auxiliary Diagnosis of Emergency Ascites.

OBJECTIVE: The Focused Assessment with Sonography for Trauma (FAST) enables rapid detection of free intraperitoneal fluid, facilitating timely managem...

Jan 3 2026 41483985
A CT-based multimodal fusion model for predicting outcomes in blunt chest trauma: A multicenter study.

BACKGROUND: This study aimed to develop a multimodal predictive model that integrates clinical variables, radiomic features (RFs), and deep learning-b...

Jan 2 2026 41576754
The role of artificial intelligence in estimating stroke events in Moyamoya patients: A systematic review and meta-analysis of diagnostic test accuracy.

INTRODUCTION: Moyamoya disease (MMD) and syndrome (MMS) are rare cerebrovascular arteriopathies marked by progressive internal carotid stenosis, fragi...

Jan 2 2026 41485586
Network toxicology and multi-omics analyses identify diagnostic genes and elucidate underlying mechanisms of 6PPDQ-induced hepatocellular carcinoma.

With the rapid expansion of tire production, the antioxidant N-(1,3-dimethylbutyl)-N'-phenyl-p-phenylenediamine (6PPD) and its transformation product,...

Jan 2 2026 41485723
Clinical applications of artificial intelligence in hand surgery: A systematic review and meta-analysis.

BACKGROUND: Artificial intelligence (AI) is increasingly applied in medicine, yet its clinical integration in hand surgery remains variable and incomp...

Jan 2 2026 41552696
Machine learning detecting aggression among mood disorder patients visited in psychiatric emergency departments.

BACKGROUND: Aggression, which is highly prevalent in patients with mood disorders, has been proven valuable in detecting the progression from hypomani...

Jan 1 2026 41483885
Automated detection and classification of dental trauma in periapical radiographs using deep learning: a study based on the Andreasen classification.

OBJECTIVE: The aim of this study was to evaluate the performance of a deep learning (DL) model in automatically identifying dental trauma types on sel...

Dec 31 2025 41688271
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