Emergency Medicine

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

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Showing 161-180 of 7,032 articles

Machine Learning-Based Identification and Ranking of Mortality Predictors After Hip Fracture Surgery: An Analysis of the Australian and New Zealand Hip Fracture Registry.

BACKGROUND: Hip fractures are a major global health issue with high mortality and morbidity, especially in older adults. One-year mortality post-surgery ranges from 22% to 36%, with many patients never regaining baseline mobility. While several predictors of mortality have been identified, their relative contribution to mortality risk within a unified survival prediction framework remains unclear....

Jun 30 2026 42378696

Lung ultrasound in interstitial lung disease: from bedside screening to prognostic integration and AI-assisted standardization.

Interstitial lung diseases (ILDs) require early recognition and longitudinal assessment, yet repeated high-resolution computed tomography (HRCT) is often limited by access, cost, and cumulative radiation exposure, particularly in connective tissue disease-associated ILD (CTD-ILD). Lung ultrasound (LUS) is a bedside, radiation-free, repeatable adjunct that primarily evaluates B-line burden and pleu...

Jun 30 2026 42379532
Integrative multi-omics and network toxicology reveal candidate molecular targets of deoxynivalenol in melanoma.

Deoxynivalenol (DON) has been reported to exhibit skin toxicity and carcinogenic potential; however, its effects on melanoma remain unclear. We integr...

Jun 30 2026 42373972
Bisphenol A promotes esophageal carcinogenesis by activating the MMP1-PCOLCE regulatory axis and remodeling the tumor immune microenvironment.

Bisphenol A (BPA), a ubiquitous environmental endocrine-disrupting chemical extensively used in plastic products, has been increasingly recognized for...

Jun 30 2026 42373973
From molecular mechanisms to digital surveillance: the 2010-2025 evolution of benzodiazepine and Z-drug misuse research.

The misuse of benzodiazepines (BZDs) and Z-drugs poses significant global public health challenges. This study maps the scientific evolution and parad...

Jun 30 2026 42373974
Invisible poison attacks and holistic defence strategy for pyramid vision transformers in medical imaging.

Machine learning models, especially vision transformers in the domain of medical images, are highly prone to data poisoning attacks, in which a small ...

Jun 30 2026 42374051
Postoperative cerebral infarction after major thoracic and abdominopelvic surgery: a retrospective single-centre cohort study of incidence, risk factors, and outcomes.

BACKGROUND: Postoperative cerebral infarction (POCI) is an uncommon but potentially fatal complication of major non-cardiac surgery and is associated ...

Jun 30 2026 42374193
Crossover effect: causal machine learning reveals opposing mortality responses to mean arterial pressure targets among phenotypically distinct hypertensive patients with septic shock.

AIMS: To quantify the heterogeneity of treatment effects of higher versus standard MAP targets on 28-day mortality, to identify distinct clinical phen...

Jun 29 2026 42367052
Artificial Intelligence for Opportunistic Screening for Osteoporosis and Spine Fractures Using Computed Tomography: A Systematic Review and Meta-Analysis.

OBJECTIVE: Osteoporosis is a major global health burden and often remains undiagnosed until fragility fractures occur. Dual-energy x-ray absorptiometr...

Jun 29 2026 42370443
Machine Learning for Evaluating the Heterogeneous Effects of Intensive In-Hospital Rehabilitation During the Postacute Phase After Hip Fracture Surgery on Activities of Daily Living.

BACKGROUND: It remains unclear which patient subgroups benefit most from intensive rehabilitation therapy. OBJECTIVES: This study aimed to examine the...

Jun 29 2026 42370454
The future of DXA: How AI is transforming bone health diagnostics.

Dual-energy X-ray absorptiometry (DXA) remains the clinical gold standard for assessing bone mineral density (BMD), guiding diagnosis and therapeutic ...

Jun 29 2026 42370804
From data mining to mechanistic prediction: a study on drug-induced lung injury integrating FAERS, machine learning, and network toxicology.

Drug-induced lung injury (DLI) is a serious and potentially fatal adverse drug reaction that remains difficult to detect early and continues to challe...

Jun 29 2026 42371091
Aspartame drives the continuous progression from MASLD to HCC.

BACKGROUND: Aspartame (APM), a widely used sweetener, has been linked to cancers, yet its molecular impact on metabolic dysfunction-associated steatot...

Jun 29 2026 42371361
AmesNet: A Task-Conditioned Deep Learning Model with Enhanced Sensitivity and Generalization in Ames Mutagenicity Prediction.

Regulatory agencies require comprehensive genotoxicity assessments for novel small-molecule therapeutics prior to human trials. Developers often delay...

Jun 29 2026 42371678
Bacterial keratitis: a global review of current practices, challenges and innovations.

Bacterial keratitis is a major cause of corneal blindness worldwide, with marked differences in clinical presentation and risk factors across regions....

Jun 29 2026 42373310
Diagnostic Accuracy of Artificial Intelligence-based Automated Detection of Diabetic Retinopathy in Routine Care Using Nonmydriatic Fundus Images: The Silesia Diabetes-Heart Project.

PURPOSE: To evaluate the diagnostic performance of a regulatory-approved (CE-marked) artificial intelligence system (RetCAD) applied to nonmydriatic c...

Jun 29 2026 42373388
Deep learning-enhanced multiscale permeability prediction in fractured-vuggy carbonate reservoirs.

Predicting equivalent permeability in fractured-vuggy carbonate reservoirs is critical for optimizing hydrocarbon recovery and aquifer management yet ...

Jun 29 2026 42373679
Deep learning analysis of 12-lead electrocardiograms for bloodstream infection prediction: a multi-center validation study.

BACKGROUND: Prompt diagnosis of bloodstream infections (BSIs) is critical for antimicrobial stewardship but hindered by blood culture delays of 48 h o...

Jun 29 2026 42374403
Dental Readiness Class 1 Military Personnel Are Not All the Same! A Systematic Review and Meta-Analysis.

INTRODUCTION: Dental emergencies (DEs) pose a significant threat to the readiness and operational effectiveness of the U.S. military. Caries, third mo...

Jun 29 2026 42366152
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