Hospital-Based Medicine

Surveillance

Latest AI and machine learning research in surveillance for healthcare professionals.

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Machine learning-based typing of Clostridium botulinum group III by FT-IR spectroscopy.

This study aimed to investigate the utility of Fourier-Transform Infrared Spectroscopy (FT-IRS) for differentiating Clostridium botulinum (C. botulinum) based on its botulinum neurotoxin (BoNT)-encoding gene type and its potential as an epidemiological tool for investigating botulism outbreaks. A total of 110 botulinum neurotoxin-producing clostridia (BNPC) strains, including reference, animal iso...

Jan 15 2026 41537581

The balance between artificial and human intelligence in clinical practice.

INTRODUCTION: Artificial intelligence (AI) is becoming increasingly integrated into clinical care in hand surgery. Its applications extend across diagnosis, planning, intraoperative assistance, postoperative monitoring, rehabilitation, prosthetics and education. APPLICATIONS: In diagnostic imaging, AI improves the detection of distal radius and scaphoid fractures, estimates osteoporosis from hand ...

Jan 15 2026 41540778
A Sentinel-1 SAR imagery dataset for airstrips detection and segmentation in the Brazilian Amazon Rainforest.

The Brazilian Amazon Rainforest holds a large ecological and economic importance and is considered one of the most biodiverse regions on the planet. T...

Jan 14 2026 41624305
Concluding remarks: Achievements, challenges, and trajectories for high-entropy alloy nanoparticles.

The field of high-entropy alloy nanoparticles (HEA-NPs) had to move and indeed has moved beyond the early enthusiasm of simply "mixing five or more el...

Jan 14 2026 41532566
Integrating deep-learning methods and web-based data sources for surveillance, forecasting and early warning of avian influenza.

Highly pathogenic avian influenza (HPAI), especially the H5N1 subtype has caused repeated global outbreaks, primarily affecting birds, but occasionall...

Jan 14 2026 41538069
Communicable diseases platform (CDP): Real-Time clinical analytics for infections.

OBJECTIVE: Communicable diseases, especially seasonal respiratory illnesses, contribute significantly to paediatric hospital presentations and admissi...

Jan 12 2026 41539127
Is artificial intelligence a friend or foe to epidemiology?

Epidemiology has long been central to public health, guiding our understanding of the distribution and determinants of disease. As the field has evolv...

Jan 12 2026 41534645
Artificial Intelligence in Snoring Sound Analysis: OSA Detection and Obstruction Site Classification, a Systematic Review.

OBJECTIVE: The aim of the systematic review is to evaluate the application of machine learning (ML) and artificial intelligence (AI) models in the ana...

Jan 12 2026 41521859
Machine learning for the prediction of atrial fibrillation recurrence after catheter ablation: A systematic review and meta-analysis.

BACKGROUND AND OBJECTIVE: This systematic review evaluates the current state of Machine Learning (ML) methods for predicting Atrial Fibrillation (AF) ...

Jan 10 2026 41529593
Predicting cardiovascular diseases using imbalanced data: An XGBoost-based analysis of the 2022 BRFSS dataset.

BACKGROUND: Cardiovascular diseases (CVDs) remain the leading cause of mortality worldwide, arising from complex interactions among demographic, clini...

Jan 10 2026 41631000
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
Artificial intelligence and machine learning in antimicrobial discovery, resistance prediction, and precision therapy.

OBJECTIVES: The global crisis of antimicrobial resistance (AMR) demands a paradigm shift in traditional drug discovery, and artificial intelligence (A...

Jan 9 2026 41520708
Public health surveillance and outbreak preparedness for mpox.

PURPOSE OF REVIEW: The 2022 global mpox outbreak showed that surveillance systems were not ready to quickly detect or adapt to the new dynamic of huma...

Jan 9 2026 41461023
Surface-enhanced Raman scattering (SERS) in antibiotic resistance detection: Advances, challenges, and future perspectives.

Antimicrobial resistance (AMR) has emerged as one of the most critical global public health crises, causing an estimated 700,000 deaths annually accor...

Jan 8 2026 41519006
VisioDECT: A robust dataset for aerial and scenario based multi-drone detection, identification, and neutralization.

The rapid proliferation of unmanned aerial vehicles (UAVs) for logistics, surveillance, and civilian applications continues to pose significant challe...

Jan 8 2026 41657402
Year in Review: Axial Spondyloarthritis.

Axial spondyloarthritis is a chronic inflammatory disease primarily affecting the sacroiliac joints and spine. Over the past two years, significant pr...

Jan 8 2026 41608671
Emerging Diagnostic Indications for Endoscopic Ultrasound.

Endoscopic ultrasound (EUS) has evolved from a diagnostic imaging tool into a versatile platform that enables high-precision access, sampling, and the...

Jan 7 2026 41498716
A risk model to predict atrial fibrillation in diabetes using machine learning: The ACCORD study.

BACKGROUND: Machine learning (ML) may improve prediction of atrial fibrillation (AF), but its value compared with traditional models such as Cohorts f...

Jan 7 2026 41568239
A multicenter multinational retrospective study of the 1-year natural history of LI-RADS 3 observations in patients with cirrhosis.

OBJECTIVES: To assess the 1-year natural history of liver imaging reporting and data system (LI-RADS) 3 observations on contrast-enhanced MRI in cirrh...

Jan 6 2026 41493547
Artificial Intelligence in the Laminate-Veneer Workflow: A Systematic Review and Meta-Analysis of Accuracy, Efficiency, and Esthetic Predictability.

BACKGROUND: Artificial intelligence (AI) technologies are increasingly incorporated into restorative and esthetic dentistry; however, their reliabilit...

Jan 6 2026 41494083
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