Radiology

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

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Quantum Sensing for Precision Organ Aging Assessment.

Aging proceeds heterogeneously across organs, making chronological age an inadequate measure of physiological decline. The concept of organ biological age (OBA) offers a refined framework to quantify organ-specific functional deterioration. However, current OBA assessments - based on epigenetic, transcriptomic, metabolomic, or imaging data-largely capture the outcomes rather than the onset of agin...

Feb 26 2026 41747174

Artificial Intelligence in Multiple Sclerosis: Possibilities in Radiological Diagnostics and Progression Assessment.

Multiple sclerosis (MS) is characterized by clinical and radiological heterogeneity. Recent refinements in the McDonald criteria and the integration of advanced MRI biomarkers, such as the central vein sign and paramagnetic rim lesions, can enhance diagnostic precision but may also push the manual radiological workload to an unsustainable level. This growing diagnostic complexity makes artificial ...

Feb 26 2026 41748084
Endoscopic Ultrasound for the Management of Pancreatic Neuroendocrine Tumors: Diagnosis, Treatment, and Future Perspectives.

Pancreatic neuroendocrine tumors (PanNETs) are increasingly diagnosed, reflecting greater clinical awareness, improved imaging, and revised classifica...

Feb 26 2026 41748131
A dataset of midpalatal suture maturation stage in cone-beam computed tomography.

In the field of orthodontics, the degree of fusion of the midpalatal suture (MPS) is a crucial factor in determining the most appropriate maxillary ex...

Feb 26 2026 41748575
The Clinical Utility of Three-Dimensional Liver Modelling: A Multicenter Survey.

Pre-operative planning for complex liver surgery is constrained by 2D CT/MRI. Digital 3D liver models (3DL-RL) may improve decision-making, but multic...

Feb 26 2026 41749032
Open-Access Fully Automated Intravenous Contrast Detection and Body Part Classification for Computed Tomography Scans: The FALCON Model.

Presence of intravenous contrast on computed tomography (CT) scans is often unreliably documented, especially in large research datasets. FALCON is an...

Feb 26 2026 41749033
FlowVN Trained on a Single Dataset Enables Rapid Reconstruction of Highly Accelerated 4D Flow MRI Across Multiple Sites.

PURPOSE: The aim of this study is to evaluate a deep variational network, FlowVN, for the reconstruction of heavily undersampled 4D Flow MRI across mu...

Feb 26 2026 41749047
Development and validation of interpretable multimodal clinical-radiomics models for predicting epileptogenic foci and surgical outcomes in tuberous sclerosis complex: A multicenter study.

Precise localization and resection of epileptogenic (epi) foci from multiple cortical foci determine surgical outcomes in the tuberous sclerosis compl...

Feb 26 2026 41746970
A novel statistical framework for quantifying risks and benefits of AI automation in screening mammography.

AI has been proposed as a triage or "rule-out" device to reduce radiologist workload, but it is presently unclear how an AI "rule-out" threshold shoul...

Feb 26 2026 41746988
AI-based prostate volume estimation from multi-planar MRI under variable acquisition protocols.

BACKGROUND: Prostate MRI protocols vary across institutions, with abbreviated protocols increasingly limited to axial plane acquisitions. Conventional...

Feb 25 2026 41783490
Cardiovascular Science, Medicine, and Society: The Brave New World: The ACC Braunwald Lecture 2025.

Recent scientific and technological advances have dramatically expanded the possibilities in cardiovascular medicine. Landmark clinical trials have in...

Feb 25 2026 41739019
Diverse database and machine learning model to narrow the generalization gap in RNA structure prediction.

Understanding macromolecular structures of proteins and nucleic acids is critical for discerning their functions and biological roles. Advanced techni...

Feb 25 2026 41739924
Early Detection of Traumatic Brain Hematoma Using Machine Learning-Powered Near-Infrared Spectroscopy: A Case Report in a Kabaddi Player.

Traumatic brain injury is a significant concern in contact sports, with concussions being the most common type. Kabaddi, a high-contact sport, carries...

Feb 25 2026 41736189
Data mining in pediatric radiology in the era of artificial intelligence.

Data mining is the systematic process of extracting useful knowledge from large multimodal datasets and is increasingly enabled by artificial intellig...

Feb 25 2026 41739184
AURA-CVC: Autonomous Ultrasound-guided Robotic Assistance for Central Venous Catheterization.

PURPOSE: Central venous catheterization (CVC) is a critical medical procedure for vascular access, hemodynamic monitoring, and life-saving interventio...

Feb 25 2026 41739357
Deep learning model for body weight estimation from computed tomography scout images incorporating sex and height.

Accurate body weight measurement is essential for determining the appropriate dose of contrast agent in contrast-enhanced computed tomography (CT) exa...

Feb 25 2026 41739392
The problem with the 'truth': rethinking ground truth for artificial intelligence in endometriosis diagnosis.

Artificial intelligence (AI) is revolutionizing how we practice medicine. In areas where we have traditionally struggled, such as diagnosing endometri...

Feb 25 2026 41739996
HD-MCVN: hybrid-domain multi-contrast variational network for MRI super-resolution.

Magnetic resonance imaging (MRI) is essential in medical diagnostics, but its resolution is often limited by factors such as scan time, signal-to-nois...

Feb 25 2026 41740255
Automated In-line Normalization Procedure for BOLD-CVR Using the Resting-State Temporal Shift with Machine Learning.

BACKGROUND AND PURPOSE: Cerebrovascular reactivity (CVR) is commonly used to estimate hemodynamic impairment. Conventional use is best suited to unila...

Feb 25 2026 41741218
Automated Delineation of Putative Non-Contrast-Enhancing Tumor in Glioblastoma: Prognostic Insights.

BACKGROUND: Precise delineation of non-contrast-enhancing tumor (nCET) in glioblastoma (GB) is critical for maximal safe resection, yet routine imagin...

Feb 25 2026 41741374
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