Radiology

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

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Showing 1618-1638 of 14,384 articles
Integrated predictive model for visceral pleural invasion in small NSCLC with high clinical utility.

This study aims to develop and validate a multi-feature integrated imaging fusion (MIIF) model, inco...

Jan 2026 41611812
Non-invasive liquid biopsy based on metabolomic profiling improves diagnosis and early warning of severe acute pancreatitis.

To identify novel diagnostic biomarkers for acute pancreatitis (AP) and facilitate the early predict...

Jan 2026 41611815
Multi-omics deep learning improves FDG PET-CT-based long-term prognostication of breast cancer.

[18F] fluorodeoxyglucose positron emission tomography - computed tomography (FDG PET-CT) is increasi...

Jan 2026 41611944
Artificial intelligence revolution in shoulder magnetic resonance imaging: current evidence and future directions for rotator cuff diagnosis.

BACKGROUND: Rotator cuff tears (RCTs) are a leading cause of shoulder pain. Magnetic resonance imagi...

Jan 2026 41605224
Analysis of Upper Airway Morphology Using Four-Dimensional Dynamic MRI With Active Deep Learning-Based Automatic Segmentation.

BACKGROUND: Upper-airway morphology changes during breathing can be captured with cine 4D MRI. Activ...

Jan 2026 41607039
Development and Validation of a Machine Learning Model for Dementia Staging in a Heterogeneous Cognitive Impairment Cohort Using Multimodal Features.

RATIONALE AND OBJECTIVES: With the emergence of disease-modifying therapies, precise staging of deme...

Jan 2026 41611541
Novel "No-Lo" imaging techniques to minimize intraoperative radiation exposure in vascular and endovascular surgery.

INTRODUCTION: The rapid expansion in endovascular techniques has placed vascular surgeons among thos...

Jan 2026 41616878
A navigation-guided 3D breast ultrasound scanning and reconstruction system for automated multi-lesion spatial localization and diagnosis.

Handheld ultrasound (HHUS) is indispensable for breast cancer screening but remains compromised by o...

Jan 2026 41633129
Multimodal sparse fusion transformer network with spatio-temporal decoupling for breast tumor classification.

Accurate analysis of tumor morphology, vascularity, and tissue stiffness under multimodal ultrasound...

Jan 2026 41643362
Radiomics for Differentiating Autoimmune-Related Interstitial Lung Disease from Idiopathic Pulmonary Fibrosis: A Narrative Review.

Interstitial lung disease (ILD) represents a wide variety of lung diseases, commonly resulting in ir...

Jan 2026 41617116
Artificial Intelligence analysis of lesion dynamics and brain volume in patients with multiple sclerosis.

BACKGROUND: Quantitative MRI markers increasingly complement conventional clinical assessment in mul...

Jan 2026 41671941
Clinically aligned whole-body MRI segmentation of skeletal metastases via Supervised Anatomical Pretraining.

In oncology practice, response assessment of metastatic disease requires reliable and reproducible q...

Jan 2026 41684671
One-stop strabismus digital diagnosis via AI-integrated skin-like and wearable "Eyelectronics".

Strabismus, affecting ~4% of children, impairs vision and psychosocial health. However, clinical dia...

Jan 2026 41604478
Functional neurobehaviour of the human fetus: a comprehensive framework for prenatal assessment using 4D ultrasound and AI.

OBJECTIVES: To evaluate current evidence on prenatal neurobehavioural assessment using four-dimensio...

Jan 2026 41589908
Development and validation of a neural network survival prediction model for ischemic heart disease.

BACKGROUND: Current risk prediction models for ischemic heart disease in clinical use are relatively...

Jan 2026 41593634
Lipoprotein(a) Selectively Associates with Vulnerable Coronary Plaque Phenotypes in Comparison with Other Established Risk Markers.

AIMS: Lipoprotein(a) [Lp(a)] is an inherited cardiovascular risk factor. However, its association wi...

Jan 2026 41593891
18F-FDG PET radiomics model for predicting TARE response in patients with colorectal cancer liver metastases.

PURPOSE: Predicting treatment response in patients with colorectal cancer liver metastases (CRCLM) w...

Jan 2026 41604060
Evaluation of supervised machine learning models in predicting temporomandibular joint disc displacement on 3T magnetic resonance imaging.

OBJECTIVE: To evaluate supervised machine learning (ML) models for classifying temporomandibular joi...

Jan 2026 41604243
Generative deep learning synthesizes high signal-to-noise ratio sensitivity maps for PET from low count direct normalization data.

An accurate and precise normalization procedure is essential to correct for variations in detect...

Jan 2026 41604704
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