Radiology

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Super-resolution deep learning-enhanced 2D MRCP improves main pancreatic duct visualization compared with 3D MRCP.

PURPOSE: The relative merits of 2D and 3D MRCP remain incompletely defined, and the effect of super-...

Jun 2026 42320143
Noninvasive identification of proliferative hepatocellular carcinoma based on CEUS quantitative morphological feature.

OBJECTIVES: To investigate the diagnostic performance of the quantitative morphological feature of s...

Jun 2026 42320144
A highly accurate framework for estimating eye muscle area and backfat thickness of pigs in vivo using deep learning.

Eye muscle area (EMA) and backfat thickness (BFT) are key determinants of pig carcass value. While u...

Jun 2026 42361610
Machine learning model based on clinical and imaging features for predicting fungal infections in children with leukemia.

BACKGROUND: Due to immunosuppression, mucosal barrier injury, and prolonged neutropenia resulting fr...

(2)
Jun 2026 42304264
Utility of Single-Shot Fast Spin-Echo T2-Weighted MRI With Deep Learning Reconstruction for Assessing Myometrial Invasion in Endometrial Cancer.

OBJECTIVE: To evaluate the clinical feasibility of single-shot fast spin-echo T2-weighted MRI with d...

Jun 2026 42300118
Advances in artificial intelligence for the evaluation of mitral regurgitation.

PURPOSE OF REVIEW: The diagnostic evaluation of mitral regurgitation (MR) is complex, time-intensive...

Jun 2026 42301221
nnU-Net-based CT segmentation of perigastric varices in sinistral portal hypertension: a multicenter study.

PURPOSE: To develop a deep learning model based on nnU-Net for automated segmentation of all perigas...

(2)
Jun 2026 42301285
Abdominal Dual-Energy CT with Deep Learning Reconstruction: Preserving Image Quality and Hepatic Lesion Conspicuity with Reduced Radiation and Contrast.

The objective was to evaluate the image quality and hepatic lesion conspicuity in a dual-low-dose (r...

(1)
Jun 2026 42301381
Simulation-based training in cardiovascular intervention and cardiac surgery: bridging skill, safety, and innovation.

The increasing complexity of cardiovascular procedures, regulatory constraints, and heightened patie...

(3)
Jun 2026 42301733
Navigating Uncertainty in MRI Diagnosis: A Human-AI Collaborative Strategy for Stratifying Clinically Significant Prostate Cancer.

BACKGROUND: Deep learning (DL) methods have shown potential for predicting clinically significant pr...

Jun 2026 42302213
Deep-Learning Solution Providing Molecular Marker Subtyping of Breast Cancer Whole Slide Images: Protocol for a UK Clinical Service Evaluation Study.

BACKGROUND: As the histopathology workforce continues to struggle and service demand continues to in...

(2)
Jun 2026 42302265
Neuroimaging studies of non-suicidal self-injury in young adults with major depressive disorder.

Non-suicidal self-injury (NSSI) is highly prevalent in adolescents with major depressive disorder (M...

(1)
Jun 2026 42302888
Severity-dependent alterations of functional network segregation and integration in tobacco use disorder.

BACKGROUND: Previous research on brain network topology in Tobacco Use Disorder (TUD) has been incon...

(1)
Jun 2026 42303076
Filling the Gaps: Generating 4D Dense Cardiac Anatomy from Sparse CMR for Enhanced Tetralogy of Fallot Assessment.

BACKGROUND: Accurate assessment of 3D four chamber cardiac anatomy is essential for managing repaire...

(1)
Jun 2026 42303157
Artificial intelligence for detecting fetal orofacial clefts and advancing medical education.

Orofacial clefts are among the most common congenital craniofacial abnormalities, yet accurate prena...

Jun 2026 42303610
Towards clinically interpretable machine learning in emergency surgery: feature importance and insights across clinical time points in abdominal pain cases.

PURPOSE: Machine learning (ML) may support decision-making for acute abdominal pain (AAP), but limit...

Jun 2026 42303803
Overview of State-of-the-Art Learning-Based Classification Methods in Medical Imaging.

Learning-based image classification has become central to modern medical imaging, but the field is c...

Jun 2026 42303852
Structures of protein folding intermediates on the ribosome.

The ribosome biases the conformations sampled by nascent polypeptide chains along folding pathways t...

Jun 2026 42304112
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